feat(ui): add content editor components for skills and thoughts

* Implement ContentEditorField for inline editing of content
* Create ContentEditorModal for editing content in a modal
* Introduce FormerShell for managing forms related to skills and thoughts
* Enhance SkillsPage and ThoughtsPage with new components for better content management

.gitea/workflows/ci.yml

@@ -31,6 +31,9 @@ jobs:
       - name: Download dependencies
         run: go mod download
 
+      - name: Tidy modules
+        run: go mod tidy
+
       - name: Run tests
         run: go test ./...
 

.gitignore

@@ -33,4 +33,6 @@ bin/
 OB1/
 ui/node_modules/
 ui/.svelte-kit/
-internal/app/ui/dist/
+internal/app/ui/dist/*
+!internal/app/ui/dist/placeholder.txt
+.codex

Dockerfile

@@ -29,7 +29,14 @@ RUN set -eu; \
         -X git.warky.dev/wdevs/amcs/internal/buildinfo.TagName=${VERSION_TAG} \
         -X git.warky.dev/wdevs/amcs/internal/buildinfo.Commit=${COMMIT_SHA} \
         -X git.warky.dev/wdevs/amcs/internal/buildinfo.BuildDate=${BUILD_DATE}" \
-      -o /out/amcs-server ./cmd/amcs-server
+      -o /out/amcs-server ./cmd/amcs-server; \
+    CGO_ENABLED=0 GOOS=linux go build -trimpath \
+      -ldflags="-s -w \
+        -X git.warky.dev/wdevs/amcs/internal/buildinfo.Version=${VERSION_TAG} \
+        -X git.warky.dev/wdevs/amcs/internal/buildinfo.TagName=${VERSION_TAG} \
+        -X git.warky.dev/wdevs/amcs/internal/buildinfo.Commit=${COMMIT_SHA} \
+        -X git.warky.dev/wdevs/amcs/internal/buildinfo.BuildDate=${BUILD_DATE}" \
+      -o /out/amcs-migrate-config ./cmd/amcs-migrate-config
 
 FROM debian:bookworm-slim
 
@@ -41,6 +48,7 @@ RUN apt-get update \
 WORKDIR /app
 
 COPY --from=builder /out/amcs-server /app/amcs-server
+COPY --from=builder /out/amcs-migrate-config /app/amcs-migrate-config
 COPY --chown=appuser:appuser configs /app/configs
 
 USER appuser

Makefile

@@ -4,7 +4,10 @@ SERVER_BIN := $(BIN_DIR)/amcs-server
 CMD_SERVER := ./cmd/amcs-server
 BUILDINFO_PKG := git.warky.dev/wdevs/amcs/internal/buildinfo
 UI_DIR := $(CURDIR)/ui
+AMCS_UI_BACKEND ?= http://127.0.0.1:8080
 PATCH_INCREMENT ?= 1
+RELEASE_VERSION ?=
+RELEASE_REMOTE ?= origin
 VERSION_TAG ?= $(shell git describe --tags --exact-match 2>/dev/null || echo dev)
 COMMIT_SHA ?= $(shell git rev-parse --short HEAD 2>/dev/null || echo unknown)
 BUILD_DATE ?= $(shell date -u +%Y-%m-%dT%H:%M:%SZ)
@@ -12,6 +15,7 @@ RELSPEC ?= $(shell command -v relspec 2>/dev/null || echo $(HOME)/go/bin/relspec
 SCHEMA_FILES := $(sort $(wildcard schema/*.dbml))
 MERGE_TARGET_TMP := $(CURDIR)/.cache/schema.merge-target.dbml
 GENERATED_SCHEMA_MIGRATION := migrations/020_generated_schema.sql
+GENERATED_MODELS_DIR := internal/generatedmodels
 PNPM ?= pnpm
 LDFLAGS := -s -w \
 	-X $(BUILDINFO_PKG).Version=$(VERSION_TAG) \
@@ -19,10 +23,27 @@ LDFLAGS := -s -w \
 	-X $(BUILDINFO_PKG).Commit=$(COMMIT_SHA) \
 	-X $(BUILDINFO_PKG).BuildDate=$(BUILD_DATE)
 
-.PHONY: all build clean migrate release-version test generate-migrations check-schema-drift build-cli ui-install ui-build ui-dev ui-check
+.PHONY: all build clean migrate release-version release-build test generate-migrations generate-models check-schema-drift build-cli ui-install ui-build ui-dev ui-check help
 
 all: build
 
+help:
+	@echo "Available targets:"
+	@echo "  build                Build server binary (includes UI build)"
+	@echo "  build-cli            Build CLI binary"
+	@echo "  test                 Run all tests (includes UI check)"
+	@echo "  clean                Remove build artifacts"
+	@echo "  migrate              Run database migrations"
+	@echo "  release-version      Tag and push a release (auto patch bump or RELEASE_VERSION=vX.Y.Z)"
+	@echo "  release-build        Build with a specific release tag (RELEASE_VERSION=vX.Y.Z)"
+	@echo "  generate-migrations  Generate SQL migration from DBML schema files"
+	@echo "  generate-models      Generate Go models from DBML schema"
+	@echo "  check-schema-drift   Verify generated migration matches current schema"
+	@echo "  ui-install           Install UI dependencies"
+	@echo "  ui-build             Build UI assets"
+	@echo "  ui-dev               Start UI dev server with local API proxy"
+	@echo "  ui-check             Run UI type checks"
+
 build: ui-build
 	@mkdir -p $(BIN_DIR)
 	go build -ldflags "$(LDFLAGS)" -o $(SERVER_BIN) $(CMD_SERVER)
@@ -34,7 +55,7 @@ ui-build: ui-install
 	cd $(UI_DIR) && $(PNPM) run build
 
 ui-dev: ui-install
-	cd $(UI_DIR) && $(PNPM) run dev
+	cd $(UI_DIR) && VITE_API_URL=/api AMCS_UI_BACKEND=$(AMCS_UI_BACKEND) $(PNPM) run dev
 
 ui-check: ui-install
 	cd $(UI_DIR) && $(PNPM) run check
@@ -47,22 +68,41 @@ release-version:
 	@case "$(PATCH_INCREMENT)" in \
 		''|*[!0-9]*|0) echo "PATCH_INCREMENT must be a positive integer" >&2; exit 1 ;; \
 	esac
-	@latest=$$(git tag --list 'v[0-9]*.[0-9]*.[0-9]*' --sort=-v:refname | head -n 1); \
-	if [ -z "$$latest" ]; then latest="v0.0.0"; fi; \
-	version=$${latest#v}; \
-	major=$${version%%.*}; \
-	rest=$${version#*.}; \
-	minor=$${rest%%.*}; \
-	patch=$${rest##*.}; \
-	next_patch=$$((patch + $(PATCH_INCREMENT))); \
-	next_tag="v$$major.$$minor.$$next_patch"; \
+	@if ! git diff --quiet || ! git diff --cached --quiet; then \
+		echo "Refusing to release from a dirty working tree. Commit or stash changes first." >&2; \
+		exit 1; \
+	fi
+	@next_tag="$(RELEASE_VERSION)"; \
+	if [ -z "$$next_tag" ]; then \
+		latest=$$(git tag --list 'v[0-9]*.[0-9]*.[0-9]*' --sort=-v:refname | head -n 1); \
+		if [ -z "$$latest" ]; then latest="v0.0.0"; fi; \
+		version=$${latest#v}; \
+		major=$${version%%.*}; \
+		rest=$${version#*.}; \
+		minor=$${rest%%.*}; \
+		patch=$${rest##*.}; \
+		next_patch=$$((patch + $(PATCH_INCREMENT))); \
+		next_tag="v$$major.$$minor.$$next_patch"; \
+	fi; \
+	case "$$next_tag" in \
+		v[0-9]*.[0-9]*.[0-9]*) ;; \
+		*) echo "RELEASE_VERSION must look like vX.Y.Z (got '$$next_tag')" >&2; exit 1 ;; \
+	esac; \
 	if git rev-parse -q --verify "refs/tags/$$next_tag" >/dev/null; then \
 		echo "$$next_tag already exists" >&2; \
 		exit 1; \
 	fi; \
 	git tag -a "$$next_tag" -m "Release $$next_tag"; \
-	git push origin "$$next_tag"; \
-	echo "$$next_tag"
+	git push $(RELEASE_REMOTE) "$$next_tag"; \
+	$(MAKE) release-build RELEASE_VERSION="$$next_tag"; \
+	echo "Released $$next_tag"
+
+release-build:
+	@case "$(RELEASE_VERSION)" in \
+		v[0-9]*.[0-9]*.[0-9]*) ;; \
+		*) echo "RELEASE_VERSION must look like vX.Y.Z" >&2; exit 1 ;; \
+	esac
+	@$(MAKE) build build-cli VERSION_TAG="$(RELEASE_VERSION)"
 
 migrate:
 	./scripts/migrate.sh
@@ -78,6 +118,10 @@ generate-migrations:
 	@schema_list=$$(printf '%s\n' $(SCHEMA_FILES) | paste -sd, -); \
 	$(RELSPEC) merge --target dbml --target-path $(MERGE_TARGET_TMP) --source dbml --from-list "$$schema_list" --output pgsql --output-path $(GENERATED_SCHEMA_MIGRATION)
 
+generate-models:
+	@test -n "$(SCHEMA_FILES)" || (echo "No DBML schema files found in schema/" >&2; exit 1)
+	@./scripts/generate-models.sh
+
 check-schema-drift:
 	@test -f $(GENERATED_SCHEMA_MIGRATION) || (echo "$(GENERATED_SCHEMA_MIGRATION) is missing; run make generate-migrations" >&2; exit 1)
 	@command -v $(RELSPEC) >/dev/null 2>&1 || (echo "relspec not found; install git.warky.dev/wdevs/relspecgo/cmd/relspec@latest" >&2; exit 1)

README.md

@@ -1,24 +1,18 @@
-# Avalon Memory Crystal Server  (amcs)
+# AMCS Directory
 
-![Avalon Memory Crystal](assets/avelonmemorycrystal.jpg)
+This is the AMCS (Avalon Memory Control Service) directory.
 
-A Go MCP server for capturing and retrieving thoughts, memory, and project context. Exposes tools over Streamable HTTP, backed by Postgres with pgvector for semantic search.
+## Purpose
 
-## What it does
+The AMCS directory is used to store configuration and code for the Avalon Memory Control Service, which handles...
 
-- **Capture** thoughts with automatic embedding and metadata extraction
-- **Search** thoughts semantically via vector similarity
-- **Organise** thoughts into projects and retrieve full project context
-- **Summarise** and recall memory across topics and time windows
-- **Link** related thoughts and traverse relationships
+## Structure
 
-## Stack
+- `configs/` - Configuration files
+- `scripts/` - Scripts for managing the system
+- `assets/` - Asset files
 
-- Go — MCP server over Streamable HTTP
-- Postgres + pgvector — storage and vector search
-- LiteLLM — primary hosted AI provider (embeddings + metadata extraction)
-- OpenRouter — default upstream behind LiteLLM
-- Ollama — supported local or self-hosted OpenAI-compatible provider
+## Next Steps
 
 ## Tools
 
@@ -37,6 +31,9 @@ A Go MCP server for capturing and retrieving thoughts, memory, and project conte
 | `get_project_context` | Recent + semantic context for a project; uses explicit `project` or the active session project |
 | `set_active_project` | Set session project scope; requires a stateful MCP session |
 | `get_active_project` | Get current session project |
+| `add_learning` | Create a curated learning record distinct from raw thoughts |
+| `get_learning` | Retrieve a structured learning by ID |
+| `list_learnings` | List structured learnings by project/category/area/status/priority/tag/query |
 | `summarize_thoughts` | LLM prose summary over a filtered set |
 | `recall_context` | Semantic + recency context block for injection |
 | `link_thoughts` | Create a typed relationship between thoughts |
@@ -72,6 +69,17 @@ A Go MCP server for capturing and retrieving thoughts, memory, and project conte
 | `describe_tools` | List all available MCP tools with names, descriptions, categories, and model-authored usage notes; call this at the start of a session to orient yourself |
 | `annotate_tool` | Persist your own usage notes for a specific tool; notes are returned by `describe_tools` in future sessions |
 
+## Learnings
+
+Learnings are curated, structured memory records for durable insights you want to keep distinct from raw thoughts. Use them for normalized lessons, decisions, and evidence-backed findings that should be easy to retrieve and review over time.
+
+Compared with `capture_thought`, learnings are more explicit and reviewable: they include a required `summary`, optional `details`, and structured fields like `category`, `area`, `status`, `priority`, `confidence`, and `tags`, plus optional links to a `project`, `related_thought_id`, or `related_skill_id`.
+
+Use:
+- `add_learning` to create a curated learning.
+- `get_learning` to fetch one by ID.
+- `list_learnings` to filter curated learnings across project and status dimensions.
+
 ## Self-Documenting Tools
 
 AMCS includes a built-in tool directory that models can read and annotate.
@@ -244,12 +252,25 @@ Link existing skills and guardrails to a project so they are automatically avail
 Config is YAML-driven. Copy `configs/config.example.yaml` and set:
 
 - `database.url` — Postgres connection string
-- `auth.mode` — `api_keys` or `oauth_client_credentials`
-- `auth.keys` — API keys for MCP access via `x-brain-key` or `Authorization: Bearer <key>` when `auth.mode=api_keys`
-- `auth.oauth.clients` — client registry when `auth.mode=oauth_client_credentials`
+- `auth.keys` — static API keys for MCP access via `x-brain-key` or `Authorization: Bearer <key>`
+- `auth.oauth.clients` — optional OAuth client credentials registry
+- `ai.providers` — named provider definitions (`litellm`, `ollama`, `openrouter`)
+- `ai.embeddings.primary` / `ai.metadata.primary` — primary role targets (`provider` + `model`)
+- `ai.embeddings.fallbacks` / `ai.metadata.fallbacks` — sequential fallback targets
 - `mcp.version` is build-generated and should not be set in config
 
-**OAuth Client Credentials flow** (`auth.mode=oauth_client_credentials`):
+Config schema is versioned. Current schema version is `2`.
+
+Use the migration helper to rewrite legacy configs in-place:
+
+```bash
+go run ./cmd/amcs-migrate-config --config ./configs/dev.yaml
+```
+
+Use `--dry-run` to print migrated YAML without writing.
+Server startup migrates older config formats in memory only and does not write files.
+
+**OAuth Client Credentials flow**:
 
 1. Obtain a token — `POST /oauth/token` (public, no auth required):
    ```
@@ -267,8 +288,9 @@ Config is YAML-driven. Copy `configs/config.example.yaml` and set:
    ```
 
 Alternatively, pass `client_id` and `client_secret` as body parameters instead of `Authorization: Basic`. Direct `Authorization: Basic` credential validation on the MCP endpoint is also supported as a fallback (no token required).
-- `ai.litellm.base_url` and `ai.litellm.api_key` — LiteLLM proxy
-- `ai.ollama.base_url` and `ai.ollama.api_key` — Ollama local or remote server
+- `AMCS_LITELLM_BASE_URL` / `AMCS_LITELLM_API_KEY` override all configured LiteLLM providers
+- `AMCS_OLLAMA_BASE_URL` / `AMCS_OLLAMA_API_KEY` override all configured Ollama providers
+- `AMCS_OPENROUTER_API_KEY` overrides all configured OpenRouter providers
 
 See `llm/plan.md` for an audited high-level status summary of the original implementation plan, and `llm/todo.md` for the audited backfill/fallback follow-up status.
 
@@ -558,7 +580,7 @@ server: https://your-amcs-server
 token: your-bearer-token
 ```
 
-Env vars override the config file: `AMCS_URL`, `AMCS_TOKEN`. Flags `--server` and `--token` override env vars.
+Env vars override the config file: `AMCS_SERVER` (preferred), `AMCS_URL` (legacy alias), and `AMCS_TOKEN`. Flags `--server` and `--token` override env vars.
 
 ### stdio MCP client setup
 
@@ -572,7 +594,7 @@ With inline credentials (no config file):
 
 ```bash
 claude mcp add --transport stdio amcs amcs-cli stdio \
-  --env AMCS_URL=https://your-amcs-server \
+  --env AMCS_SERVER=https://your-amcs-server \
   --env AMCS_TOKEN=your-bearer-token
 ```
 
@@ -590,6 +612,26 @@ Run the SQL migrations against a local database with:
 
 The web UI now lives in the top-level `ui/` module and is embedded into the Go binary at build time with `go:embed`.
 
+### Admin UI deployment model
+
+AMCS uses a **lightweight embedded SPA panel** model:
+
+- the Svelte admin app is compiled to static assets
+- assets are embedded in the server binary and served from `/`
+- backend APIs (`/api/status`, `/api/rs/*`, admin action routes, OAuth endpoints) stay on the same origin
+- auth is enforced server-side for all sensitive API routes
+
+This keeps deployment simple (single binary/container) while preserving SPA ergonomics for operator workflows.
+
+### UI stack baseline
+
+The admin frontend baseline is:
+
+- Svelte 5 for the app shell and pages
+- ResolveSpec-backed APIs for data access
+- `@warkypublic/svelix` for admin UX components (including `GridlerFull` and form controllers)
+- `@warkypublic/artemis-kit` as the default JavaScript tooling dependency baseline in `ui/package.json`
+
 **Use `pnpm` for all UI work in this repo.**
 
 - `make build` — runs the real UI build first, then compiles the Go server
@@ -641,29 +683,50 @@ Notes:
 - Database migrations `001` through `005` run automatically when the Postgres volume is created for the first time.
 - `migrations/006_rls_and_grants.sql` is intentionally skipped during container bootstrap because it contains deployment-specific grants for a role named `amcs_user`.
 
+### Run config migration with Compose
+
+The container image now includes `/app/amcs-migrate-config`.
+
+Dry-run (prints migrated YAML, does not write files):
+
+```bash
+docker compose --profile tools run --rm migrate-config --config /app/configs/dev.yaml --dry-run
+```
+
+Apply migration in-place (writes file + creates backup):
+
+```bash
+docker compose --profile tools run --rm migrate-config --config /app/configs/dev.yaml
+```
+
 ## Ollama
 
-Set `ai.provider: "ollama"` to use a local or self-hosted Ollama server through its OpenAI-compatible API.
+Set your role targets to an Ollama provider to use a local or self-hosted Ollama server through its OpenAI-compatible API.
 
 Example:
 
 ```yaml
 ai:
-  provider: "ollama"
+  providers:
+    local:
+      type: "ollama"
+      base_url: "http://localhost:11434/v1"
+      api_key: "ollama"
+      request_headers: {}
   embeddings:
-    model: "nomic-embed-text"
     dimensions: 768
+    primary:
+      provider: "local"
+      model: "nomic-embed-text"
   metadata:
-    model: "llama3.2"
     temperature: 0.1
-  ollama:
-    base_url: "http://localhost:11434/v1"
-    api_key: "ollama"
-    request_headers: {}
+    primary:
+      provider: "local"
+      model: "llama3.2"
 ```
 
 Notes:
 
-- For remote Ollama servers, point `ai.ollama.base_url` at the remote `/v1` endpoint.
+- For remote Ollama servers, point `ai.providers.<name>.base_url` at the remote `/v1` endpoint.
 - The client always sends Bearer auth; Ollama ignores it locally, so `api_key: "ollama"` is a safe default.
 - `ai.embeddings.dimensions` must match the embedding model you actually use, or startup will fail the database vector-dimension check.

changelog.md

@@ -0,0 +1,90 @@
+# Changelog
+
+## 2026-04-21
+
+### 2026-04-21 21h - Config Schema v2 Introduced
+
+- Refactored configuration to schema version `2` with named AI providers and role-based model chains.
+- Added support for per-role primary and fallback targets for embeddings and metadata.
+- Added optional background role overrides for backfill and metadata retry workers.
+
+### 2026-04-21 21h - Automatic v1 -> v2 Migration
+
+- Added config migration framework with explicit schema versioning.
+- Implemented `v1 -> v2` migration to transform legacy provider blocks into named providers + role chains.
+- Loader now auto-migrates older config files, rewrites migrated YAML, and creates timestamped backups.
+
+### 2026-04-21 21h - AI Registry and Role Runners
+
+- Added `ai.Registry` to build provider clients from named provider config entries.
+- Added `EmbeddingRunner` and `MetadataRunner` with sequential fallback execution.
+- Added target health tracking with cooldowns for transient/permanent/empty-response failures.
+
+### 2026-04-21 21h - App and Tool Wiring Updates
+
+- Rewired app startup to use provider registry + role runners for foreground and background flows.
+- Updated capture, search, summarize, context, recall, backfill, metadata retry, and reparse paths to use new runners.
+- Preserved environment override behavior for provider credentials/endpoints across matching provider types.
+
+### 2026-04-21 21h - Migrate Config CLI Added
+
+- Added `cmd/amcs-migrate-config` CLI to migrate config files to the current schema version.
+- Supports dry-run output and in-place write mode with automatic backup file creation.
+
+### 2026-04-21 21h - Tests and Documentation Updated
+
+- Added focused tests for config migration, AI registry behavior, and runner fallback behavior.
+- Updated `configs/config.example.yaml` to the new v2 schema.
+- Updated README configuration sections and migration guidance to reflect v2 and `amcs-migrate-config` usage.
+
+### 2026-04-21 21h - Uncommitted File Change List
+
+- Modified: `.gitignore`
+- Modified: `README.md`
+- Modified: `configs/config.example.yaml`
+- Modified: `internal/ai/compat/client.go`
+- Modified: `internal/ai/compat/client_test.go`
+- Modified: `internal/app/app.go`
+- Modified: `internal/config/config.go`
+- Modified: `internal/config/loader.go`
+- Modified: `internal/config/loader_test.go`
+- Modified: `internal/config/validate.go`
+- Modified: `internal/config/validate_test.go`
+- Modified: `internal/mcpserver/server.go`
+- Modified: `internal/mcpserver/streamable_integration_test.go`
+- Modified: `internal/tools/backfill.go`
+- Modified: `internal/tools/capture.go`
+- Modified: `internal/tools/context.go`
+- Modified: `internal/tools/enrichment_retry.go`
+- Modified: `internal/tools/links.go`
+- Modified: `internal/tools/metadata_retry.go`
+- Modified: `internal/tools/recall.go`
+- Modified: `internal/tools/reparse_metadata.go`
+- Modified: `internal/tools/retrieval.go`
+- Modified: `internal/tools/search.go`
+- Modified: `internal/tools/summarize.go`
+- Modified: `internal/tools/update.go`
+- Deleted: `internal/ai/factory.go`
+- Deleted: `internal/ai/factory_test.go`
+- Deleted: `internal/ai/litellm/client.go`
+- Deleted: `internal/ai/ollama/client.go`
+- Deleted: `internal/ai/openrouter/client.go`
+- Deleted: `internal/ai/provider.go`
+- New: `changelog.md`
+- New: `cmd/amcs-migrate-config/main.go`
+- New: `internal/ai/registry.go`
+- New: `internal/ai/registry_test.go`
+- New: `internal/ai/runner.go`
+- New: `internal/ai/runner_test.go`
+- New: `internal/config/migrate.go`
+- New: `internal/config/migrate_test.go`
+
+### 2026-04-21 21h - Docker Support for Config Migration CLI
+- Added `amcs-migrate-config` binary to the Docker image build output.
+- Added `migrate-config` service in `docker-compose.yml` under the `tools` profile.
+- Documented compose-based migration commands (dry-run and in-place apply) in the README.
+
+### 2026-04-21 21h - Startup Migration Write Disabled
+- Changed config loading to migrate legacy schemas in memory only during startup.
+- Removed automatic file rewrite and backup creation from the startup config loader.
+- Added loader log hint to use `amcs-migrate-config` when persistent conversion is needed.

cmd/amcs-cli/cmd/root.go

@@ -6,7 +6,6 @@ import (
 	"net/http"
 	"os"
 	"strings"
-	"time"
 
 	"github.com/modelcontextprotocol/go-sdk/mcp"
 	"github.com/spf13/cobra"
@@ -17,9 +16,12 @@ var (
 	serverFlag string
 	tokenFlag  string
 	outputFlag string
+	verbose    bool
 	cfg        Config
 )
 
+const cliUserAgent = "amcs-cli/0.0.1"
+
 var rootCmd = &cobra.Command{
 	Use:           "amcs-cli",
 	Short:         "CLI for connecting to a remote AMCS MCP server",
@@ -42,6 +44,7 @@ func init() {
 	rootCmd.PersistentFlags().StringVar(&serverFlag, "server", "", "AMCS server URL")
 	rootCmd.PersistentFlags().StringVar(&tokenFlag, "token", "", "AMCS bearer token")
 	rootCmd.PersistentFlags().StringVar(&outputFlag, "output", "json", "Output format: json or yaml")
+	rootCmd.PersistentFlags().BoolVar(&verbose, "verbose", false, "Enable verbose logging to stderr")
 }
 
 func loadConfig() error {
@@ -54,6 +57,9 @@ func loadConfig() error {
 		return err
 	}
 	cfg = loaded
+	if v := strings.TrimSpace(os.Getenv("AMCS_SERVER")); v != "" {
+		cfg.Server = v
+	}
 	if v := strings.TrimSpace(os.Getenv("AMCS_URL")); v != "" {
 		cfg.Server = v
 	}
@@ -75,7 +81,7 @@ func loadConfig() error {
 
 func requireServer() error {
 	if strings.TrimSpace(cfg.Server) == "" {
-		return fmt.Errorf("server URL is required; set --server, AMCS_URL, or config server")
+		return fmt.Errorf("server URL is required; set --server, AMCS_SERVER, AMCS_URL, or config server")
 	}
 	return nil
 }
@@ -109,6 +115,9 @@ func (t *bearerTransport) RoundTrip(req *http.Request) (*http.Response, error) {
 		base = http.DefaultTransport
 	}
 	clone := req.Clone(req.Context())
+	if strings.TrimSpace(clone.Header.Get("User-Agent")) == "" {
+		clone.Header.Set("User-Agent", cliUserAgent)
+	}
 	if strings.TrimSpace(t.token) != "" {
 		clone.Header.Set("Authorization", "Bearer "+t.token)
 	}
@@ -119,16 +128,24 @@ func connectRemote(ctx context.Context) (*mcp.ClientSession, error) {
 	if err := requireServer(); err != nil {
 		return nil, err
 	}
+	verboseLogf("connecting to %s", endpointURL())
 	client := mcp.NewClient(&mcp.Implementation{Name: "amcs-cli", Version: "0.0.1"}, nil)
 	transport := &mcp.StreamableClientTransport{
-		Endpoint:   endpointURL(),
-		HTTPClient: newHTTPClient(),
+		Endpoint:             endpointURL(),
+		HTTPClient:           newHTTPClient(),
+		DisableStandaloneSSE: true,
 	}
-	ctx, cancel := context.WithTimeout(ctx, 30*time.Second)
-	defer cancel()
 	session, err := client.Connect(ctx, transport, nil)
 	if err != nil {
 		return nil, fmt.Errorf("connect to AMCS server: %w", err)
 	}
+	verboseLogf("connected to %s", endpointURL())
 	return session, nil
 }
+
+func verboseLogf(format string, args ...any) {
+	if !verbose {
+		return
+	}
+	_, _ = fmt.Fprintf(os.Stderr, "[amcs-cli] "+format+"\n", args...)
+}

cmd/amcs-cli/cmd/root_test.go

@@ -0,0 +1,35 @@
+package cmd
+
+import (
+	"net/http"
+	"net/http/httptest"
+	"testing"
+)
+
+func TestBearerTransportFormatsBearerToken(t *testing.T) {
+	const want = "Bearer X"
+	const wantUA = "amcs-cli/0.0.1"
+
+	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if got := r.Header.Get("Authorization"); got != want {
+			t.Fatalf("Authorization header = %q, want %q", got, want)
+		}
+		if got := r.Header.Get("User-Agent"); got != wantUA {
+			t.Fatalf("User-Agent header = %q, want %q", got, wantUA)
+		}
+		w.WriteHeader(http.StatusNoContent)
+	}))
+	defer ts.Close()
+
+	client := &http.Client{Transport: &bearerTransport{token: "X"}}
+	req, err := http.NewRequest(http.MethodGet, ts.URL, nil)
+	if err != nil {
+		t.Fatalf("NewRequest() error = %v", err)
+	}
+
+	res, err := client.Do(req)
+	if err != nil {
+		t.Fatalf("client.Do() error = %v", err)
+	}
+	_ = res.Body.Close()
+}

cmd/amcs-cli/cmd/sse.go

@@ -4,7 +4,6 @@ import (
 	"context"
 	"fmt"
 	"strings"
-	"time"
 
 	"github.com/modelcontextprotocol/go-sdk/mcp"
 	"github.com/spf13/cobra"
@@ -26,14 +25,13 @@ var sseCmd = &cobra.Command{
 			HTTPClient: newHTTPClient(),
 		}
 
-		connectCtx, cancel := context.WithTimeout(ctx, 30*time.Second)
-		defer cancel()
-
-		remote, err := client.Connect(connectCtx, transport, nil)
+		verboseLogf("connecting to SSE endpoint %s", sseEndpointURL())
+		remote, err := client.Connect(ctx, transport, nil)
 		if err != nil {
 			return fmt.Errorf("connect to AMCS SSE endpoint: %w", err)
 		}
 		defer func() { _ = remote.Close() }()
+		verboseLogf("connected to SSE endpoint %s", sseEndpointURL())
 
 		tools, err := remote.ListTools(ctx, nil)
 		if err != nil {
@@ -67,6 +65,8 @@ var sseCmd = &cobra.Command{
 			return fmt.Errorf("start stdio bridge: %w", err)
 		}
 		defer func() { _ = session.Close() }()
+		verboseLogf("sse stdio bridge ready")
+		verboseLogf("waiting for MCP commands on stdin")
 
 		<-ctx.Done()
 		return nil
@@ -75,6 +75,9 @@ var sseCmd = &cobra.Command{
 
 func sseEndpointURL() string {
 	base := strings.TrimRight(strings.TrimSpace(cfg.Server), "/")
+	if strings.HasSuffix(base, "/mcp") {
+		base = strings.TrimSuffix(base, "/mcp")
+	}
 	if strings.HasSuffix(base, "/sse") {
 		return base
 	}

cmd/amcs-cli/cmd/stdio.go

@@ -51,6 +51,8 @@ var stdioCmd = &cobra.Command{
 			return fmt.Errorf("start stdio bridge: %w", err)
 		}
 		defer func() { _ = session.Close() }()
+		verboseLogf("stdio bridge connected to remote AMCS and ready")
+		verboseLogf("waiting for MCP commands on stdin")
 
 		<-ctx.Done()
 		return nil

cmd/amcs-migrate-config/main.go

@@ -0,0 +1,105 @@
+package main
+
+import (
+	"flag"
+	"fmt"
+	"log"
+	"os"
+	"time"
+
+	"gopkg.in/yaml.v3"
+
+	"git.warky.dev/wdevs/amcs/internal/config"
+)
+
+func main() {
+	var (
+		configPath string
+		dryRun     bool
+		toVersion  int
+	)
+	flag.StringVar(&configPath, "config", "", "Path to the YAML config file (default: $AMCS_CONFIG or ./configs/dev.yaml)")
+	flag.BoolVar(&dryRun, "dry-run", false, "Print the migrated config to stdout instead of writing it back")
+	flag.IntVar(&toVersion, "to-version", config.CurrentConfigVersion, "Stop migrating after reaching this version")
+	flag.Parse()
+
+	if toVersion <= 0 || toVersion > config.CurrentConfigVersion {
+		log.Fatalf("invalid -to-version %d (must be between 1 and %d)", toVersion, config.CurrentConfigVersion)
+	}
+
+	path := config.ResolvePath(configPath)
+	original, err := os.ReadFile(path)
+	if err != nil {
+		log.Fatalf("read config %q: %v", path, err)
+	}
+
+	raw := map[string]any{}
+	if err := yaml.Unmarshal(original, &raw); err != nil {
+		log.Fatalf("decode config %q: %v", path, err)
+	}
+	if raw == nil {
+		raw = map[string]any{}
+	}
+
+	applied, err := migrateUpTo(raw, toVersion)
+	if err != nil {
+		log.Fatalf("migrate: %v", err)
+	}
+
+	if len(applied) == 0 {
+		fmt.Fprintf(os.Stderr, "%s already at version %d; nothing to do\n", path, currentVersion(raw))
+		return
+	}
+
+	out, err := yaml.Marshal(raw)
+	if err != nil {
+		log.Fatalf("marshal migrated config: %v", err)
+	}
+
+	for _, step := range applied {
+		fmt.Fprintf(os.Stderr, "applied migration v%d -> v%d: %s\n", step.From, step.To, step.Describe)
+	}
+
+	if dryRun {
+		_, _ = os.Stdout.Write(out)
+		return
+	}
+
+	backup := fmt.Sprintf("%s.bak.%d", path, time.Now().Unix())
+	if err := os.WriteFile(backup, original, 0o600); err != nil {
+		log.Fatalf("write backup %q: %v", backup, err)
+	}
+	if err := os.WriteFile(path, out, 0o600); err != nil {
+		log.Fatalf("write migrated config %q: %v", path, err)
+	}
+	fmt.Fprintf(os.Stderr, "wrote migrated config to %s (backup: %s)\n", path, backup)
+}
+
+// migrateUpTo runs the migration ladder but stops at the requested version.
+func migrateUpTo(raw map[string]any, target int) ([]config.ConfigMigration, error) {
+	if currentVersion(raw) >= target {
+		return nil, nil
+	}
+	if target == config.CurrentConfigVersion {
+		return config.Migrate(raw)
+	}
+	// Partial migrations are rare; for now reject anything other than the
+	// current version target since the migration ladder is short.
+	return nil, fmt.Errorf("partial migration to v%d is not supported (use -to-version=%d)", target, config.CurrentConfigVersion)
+}
+
+func currentVersion(raw map[string]any) int {
+	v, ok := raw["version"]
+	if !ok {
+		return 1
+	}
+	switch n := v.(type) {
+	case int:
+		return n
+	case int64:
+		return int(n)
+	case float64:
+		return int(n)
+	}
+	return 1
+}

configs/config.example.yaml

@@ -1,3 +1,5 @@
+version: 2
+
 server:
   host: "0.0.0.0"
   port: 8080
@@ -27,7 +29,7 @@ auth:
       - id: "oauth-client"
         client_id: ""
         client_secret: ""
-        description: "used when auth.mode=oauth_client_credentials"
+        description: "optional OAuth client credentials"
 
 database:
   url: "postgres://postgres:postgres@localhost:5432/amcs?sslmode=disable"
@@ -37,33 +39,58 @@ database:
   max_conn_idle_time: "10m"
 
 ai:
-  provider: "litellm"
+  providers:
+    default:
+      type: "litellm"
+      base_url: "http://localhost:4000/v1"
+      api_key: "replace-me"
+      request_headers: {}
+
+    ollama_local:
+      type: "ollama"
+      base_url: "http://localhost:11434/v1"
+      api_key: "ollama"
+      request_headers: {}
+
+    openrouter:
+      type: "openrouter"
+      base_url: "https://openrouter.ai/api/v1"
+      api_key: "replace-me"
+      app_name: "amcs"
+      site_url: ""
+      request_headers: {}
+
   embeddings:
-    model: "openai/text-embedding-3-small"
     dimensions: 1536
+    primary:
+      provider: "default"
+      model: "openai/text-embedding-3-small"
+    fallbacks:
+      - provider: "ollama_local"
+        model: "nomic-embed-text"
+
   metadata:
-    model: "gpt-4o-mini"
-    fallback_models: []
     temperature: 0.1
     log_conversations: false
-  litellm:
-    base_url: "http://localhost:4000/v1"
-    api_key: "replace-me"
-    use_responses_api: false
-    request_headers: {}
-    embedding_model: "openrouter/openai/text-embedding-3-small"
-    metadata_model: "gpt-4o-mini"
-    fallback_metadata_models: []
-  ollama:
-    base_url: "http://localhost:11434/v1"
-    api_key: "ollama"
-    request_headers: {}
-  openrouter:
-    base_url: "https://openrouter.ai/api/v1"
-    api_key: ""
-    app_name: "amcs"
-    site_url: ""
-    extra_headers: {}
+    timeout: "10s"
+    primary:
+      provider: "default"
+      model: "gpt-4o-mini"
+    fallbacks:
+      - provider: "openrouter"
+        model: "openai/gpt-4.1-mini"
+
+  # Optional overrides for background jobs (backfill_embeddings,
+  # retry_failed_metadata, reparse_thought_metadata).
+  background:
+    embeddings:
+      primary:
+        provider: "default"
+        model: "openai/text-embedding-3-small"
+    metadata:
+      primary:
+        provider: "default"
+        model: "gpt-4o-mini"
 
 capture:
   source: "mcp"

configs/dev.yaml

@@ -25,8 +25,8 @@ auth:
   oauth:
     clients:
       - id: "oauth-client"
-        client_id: ""
-        client_secret: ""
+        client_id: "test_aab32200464910ab697efbd760e7ed2c"
+        client_secret: "test_135369559a422b4b93fcb534a4aed2c9"
         description: "used when auth.mode=oauth_client_credentials"
 
 database:

docker-compose.yml

@@ -36,6 +36,18 @@ services:
     ports:
       - "8080:8080"
 
+  migrate-config:
+    build:
+      context: .
+    profiles: ["tools"]
+    restart: "no"
+    volumes:
+      - ./configs:/app/configs
+    environment:
+      AMCS_CONFIG: /app/configs/docker.yaml
+    entrypoint: ["/app/amcs-migrate-config"]
+    command: ["--config", "/app/configs/docker.yaml", "--dry-run"]
+
 volumes:
   postgres_data:
 

go.mod

@@ -3,29 +3,85 @@ module git.warky.dev/wdevs/amcs
 go 1.26.1
 
 require (
+	github.com/bitechdev/ResolveSpec v1.0.87
 	github.com/google/jsonschema-go v0.4.2
 	github.com/google/uuid v1.6.0
 	github.com/jackc/pgx/v5 v5.9.1
 	github.com/modelcontextprotocol/go-sdk v1.4.1
 	github.com/pgvector/pgvector-go v0.3.0
 	github.com/spf13/cobra v1.10.2
-	golang.org/x/sync v0.17.0
+	github.com/uptrace/bun v1.2.16
+	github.com/uptrace/bun/dialect/pgdialect v1.2.16
+	github.com/uptrace/bun/driver/pgdriver v1.1.12
+	github.com/uptrace/bunrouter v1.0.23
+	golang.org/x/sync v0.19.0
 	gopkg.in/yaml.v3 v3.0.1
 )
 
 require (
+	github.com/beorn7/perks v1.0.1 // indirect
+	github.com/bradfitz/gomemcache v0.0.0-20250403215159-8d39553ac7cf // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
+	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
+	github.com/fsnotify/fsnotify v1.9.0 // indirect
+	github.com/getsentry/sentry-go v0.40.0 // indirect
+	github.com/go-viper/mapstructure/v2 v2.4.0 // indirect
+	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
+	github.com/golang-sql/sqlexp v0.1.0 // indirect
+	github.com/gorilla/mux v1.8.1 // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
 	github.com/jackc/puddle/v2 v2.2.2 // indirect
-	github.com/kr/text v0.2.0 // indirect
+	github.com/jinzhu/inflection v1.0.0 // indirect
+	github.com/jinzhu/now v1.1.5 // indirect
+	github.com/mattn/go-sqlite3 v1.14.33 // indirect
+	github.com/microsoft/go-mssqldb v1.9.5 // indirect
+	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
+	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/prometheus/client_golang v1.23.2 // indirect
+	github.com/prometheus/client_model v0.6.2 // indirect
+	github.com/prometheus/common v0.67.4 // indirect
+	github.com/prometheus/procfs v0.19.2 // indirect
+	github.com/puzpuzpuz/xsync/v3 v3.5.1 // indirect
+	github.com/redis/go-redis/v9 v9.17.2 // indirect
 	github.com/rogpeppe/go-internal v1.14.1 // indirect
+	github.com/sagikazarmark/locafero v0.12.0 // indirect
 	github.com/segmentio/asm v1.1.3 // indirect
 	github.com/segmentio/encoding v0.5.4 // indirect
-	github.com/spf13/pflag v1.0.9 // indirect
+	github.com/shopspring/decimal v1.4.0 // indirect
+	github.com/spf13/afero v1.15.0 // indirect
+	github.com/spf13/cast v1.10.0 // indirect
+	github.com/spf13/pflag v1.0.10 // indirect
+	github.com/spf13/viper v1.21.0 // indirect
+	github.com/stretchr/testify v1.11.1 // indirect
+	github.com/subosito/gotenv v1.6.0 // indirect
+	github.com/tidwall/gjson v1.18.0 // indirect
+	github.com/tidwall/match v1.2.0 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
+	github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc // indirect
+	github.com/uptrace/bun/dialect/mssqldialect v1.2.16 // indirect
+	github.com/uptrace/bun/dialect/sqlitedialect v1.2.16 // indirect
+	github.com/vmihailenco/msgpack/v5 v5.4.1 // indirect
+	github.com/vmihailenco/tagparser/v2 v2.0.0 // indirect
 	github.com/x448/float16 v0.8.4 // indirect
 	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
+	go.uber.org/multierr v1.11.0 // indirect
+	go.uber.org/zap v1.27.1 // indirect
+	go.yaml.in/yaml/v2 v2.4.3 // indirect
+	go.yaml.in/yaml/v3 v3.0.4 // indirect
+	golang.org/x/crypto v0.46.0 // indirect
+	golang.org/x/mod v0.31.0 // indirect
 	golang.org/x/oauth2 v0.34.0 // indirect
 	golang.org/x/sys v0.40.0 // indirect
-	golang.org/x/text v0.29.0 // indirect
+	golang.org/x/text v0.32.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
+	gorm.io/driver/postgres v1.6.0 // indirect
+	gorm.io/driver/sqlite v1.6.0 // indirect
+	gorm.io/driver/sqlserver v1.6.3 // indirect
+	gorm.io/gorm v1.31.1 // indirect
+	mellium.im/sasl v0.3.1 // indirect
 )

go.sum

@@ -1,22 +1,129 @@
+dario.cat/mergo v1.0.2 h1:85+piFYR1tMbRrLcDwR18y4UKJ3aH1Tbzi24VRW1TK8=
+dario.cat/mergo v1.0.2/go.mod h1:E/hbnu0NxMFBjpMIE34DRGLWqDy0g5FuKDhCb31ngxA=
 entgo.io/ent v0.14.3 h1:wokAV/kIlH9TeklJWGGS7AYJdVckr0DloWjIcO9iIIQ=
 entgo.io/ent v0.14.3/go.mod h1:aDPE/OziPEu8+OWbzy4UlvWmD2/kbRuWfK2A40hcxJM=
+github.com/Azure/azure-sdk-for-go/sdk/azcore v1.7.0/go.mod h1:bjGvMhVMb+EEm3VRNQawDMUyMMjo+S5ewNjflkep/0Q=
+github.com/Azure/azure-sdk-for-go/sdk/azcore v1.7.1/go.mod h1:bjGvMhVMb+EEm3VRNQawDMUyMMjo+S5ewNjflkep/0Q=
+github.com/Azure/azure-sdk-for-go/sdk/azcore v1.11.1/go.mod h1:a6xsAQUZg+VsS3TJ05SRp524Hs4pZ/AeFSr5ENf0Yjo=
+github.com/Azure/azure-sdk-for-go/sdk/azcore v1.18.0 h1:Gt0j3wceWMwPmiazCa8MzMA0MfhmPIz0Qp0FJ6qcM0U=
+github.com/Azure/azure-sdk-for-go/sdk/azcore v1.18.0/go.mod h1:Ot/6aikWnKWi4l9QB7qVSwa8iMphQNqkWALMoNT3rzM=
+github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.3.1/go.mod h1:uE9zaUfEQT/nbQjVi2IblCG9iaLtZsuYZ8ne+PuQ02M=
+github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.6.0/go.mod h1:9kIvujWAA58nmPmWB1m23fyWic1kYZMxD9CxaWn4Qpg=
+github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.10.1 h1:B+blDbyVIG3WaikNxPnhPiJ1MThR03b3vKGtER95TP4=
+github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.10.1/go.mod h1:JdM5psgjfBf5fo2uWOZhflPWyDBZ/O/CNAH9CtsuZE4=
+github.com/Azure/azure-sdk-for-go/sdk/internal v1.3.0/go.mod h1:okt5dMMTOFjX/aovMlrjvvXoPMBVSPzk9185BT0+eZM=
+github.com/Azure/azure-sdk-for-go/sdk/internal v1.5.2/go.mod h1:yInRyqWXAuaPrgI7p70+lDDgh3mlBohis29jGMISnmc=
+github.com/Azure/azure-sdk-for-go/sdk/internal v1.8.0/go.mod h1:4OG6tQ9EOP/MT0NMjDlRzWoVFxfu9rN9B2X+tlSVktg=
+github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.1 h1:FPKJS1T+clwv+OLGt13a8UjqeRuh0O4SJ3lUriThc+4=
+github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.1/go.mod h1:j2chePtV91HrC22tGoRX3sGY42uF13WzmmV80/OdVAA=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.0.1/go.mod h1:GpPjLhVR9dnUoJMyHWSPy71xY9/lcmpzIPZXmF0FCVY=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.3.1 h1:Wgf5rZba3YZqeTNJPtvqZoBu1sBN/L4sry+u2U3Y75w=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.3.1/go.mod h1:xxCBG/f/4Vbmh2XQJBsOmNdxWUY5j/s27jujKPbQf14=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.0.0/go.mod h1:bTSOgj05NGRuHHhQwAdPnYr9TOdNmKlZTgGLL6nyAdI=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.1.1 h1:bFWuoEKg+gImo7pvkiQEFAc8ocibADgXeiLAxWhWmkI=
+github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.1.1/go.mod h1:Vih/3yc6yac2JzU4hzpaDupBJP0Flaia9rXXrU8xyww=
+github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 h1:UQHMgLO+TxOElx5B5HZ4hJQsoJ/PvUvKRhJHDQXO8P8=
+github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
+github.com/AzureAD/microsoft-authentication-library-for-go v1.1.1/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
+github.com/AzureAD/microsoft-authentication-library-for-go v1.2.2/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
+github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2 h1:oygO0locgZJe7PpYPXT5A29ZkwJaPqcva7BVeemZOZs=
+github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
+github.com/DATA-DOG/go-sqlmock v1.5.2 h1:OcvFkGmslmlZibjAjaHm3L//6LiuBgolP7OputlJIzU=
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+golang.org/x/term v0.18.0/go.mod h1:ILwASektA3OnRv7amZ1xhE/KTR+u50pbXfZ03+6Nx58=
+golang.org/x/term v0.19.0/go.mod h1:2CuTdWZ7KHSQwUzKva0cbMg6q2DMI3Mmxp+gKJbskEk=
+golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
+golang.org/x/term v0.21.0/go.mod h1:ooXLefLobQVslOqselCNF4SxFAaoS6KujMbsGzSDmX0=
+golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
+golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
+golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
+golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/text v0.8.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
+golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
+golang.org/x/text v0.11.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.12.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
+golang.org/x/text v0.15.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
+golang.org/x/text v0.16.0/go.mod h1:GhwF1Be+LQoKShO3cGOHzqOgRrGaYc9AvblQOmPVHnI=
+golang.org/x/text v0.20.0/go.mod h1:D4IsuqiFMhST5bX19pQ9ikHC2GsaKyk/oF+pn3ducp4=
+golang.org/x/text v0.32.0 h1:ZD01bjUt1FQ9WJ0ClOL5vxgxOI/sVCNgX1YtKwcY0mU=
+golang.org/x/text v0.32.0/go.mod h1:o/rUWzghvpD5TXrTIBuJU77MTaN0ljMWE47kxGJQ7jY=
+golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
+golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
+golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
+golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
+golang.org/x/tools v0.13.0/go.mod h1:HvlwmtVNQAhOuCjW7xxvovg8wbNq7LwfXh/k7wXUl58=
+golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
 golang.org/x/tools v0.41.0 h1:a9b8iMweWG+S0OBnlU36rzLp20z1Rp10w+IY2czHTQc=
 golang.org/x/tools v0.41.0/go.mod h1:XSY6eDqxVNiYgezAVqqCeihT4j1U2CCsqvH3WhQpnlg=
+golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
+gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/yaml.v2 v2.2.8/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-gorm.io/driver/postgres v1.5.4 h1:Iyrp9Meh3GmbSuyIAGyjkN+n9K+GHX9b9MqsTL4EJCo=
-gorm.io/driver/postgres v1.5.4/go.mod h1:Bgo89+h0CRcdA33Y6frlaHHVuTdOf87pmyzwW9C/BH0=
-gorm.io/gorm v1.25.5 h1:zR9lOiiYf09VNh5Q1gphfyia1JpiClIWG9hQaxB/mls=
-gorm.io/gorm v1.25.5/go.mod h1:hbnx/Oo0ChWMn1BIhpy1oYozzpM15i4YPuHDmfYtwg8=
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+gorm.io/driver/sqlserver v1.6.3 h1:UR+nWCuphPnq7UxnL57PSrlYjuvs+sf1N59GgFX7uAI=
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+modernc.org/libc v1.67.4 h1:zZGmCMUVPORtKv95c2ReQN5VDjvkoRm9GWPTEPuvlWg=
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+modernc.org/sqlite v1.42.2/go.mod h1:+VkC6v3pLOAE0A0uVucQEcbVW0I5nHCeDaBf+DpsQT8=

internal/ai/compat/client.go

@@ -14,7 +14,6 @@ import (
 	"regexp"
 	"slices"
 	"strings"
-	"sync"
 	"time"
 
 	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
@@ -36,36 +35,39 @@ Rules:
 - If unsure, prefer "observation".
 - Do not include any text outside the JSON object.`
 
+// Client is a low-level OpenAI-compatible HTTP client. It knows nothing about
+// role chains, fallbacks, or health — those concerns belong to ai.Runner. Each
+// method takes the model name per-call so a single Client instance can service
+// many different models on the same base URL.
 type Client struct {
-	name                   string
-	baseURL                string
-	apiKey                 string
-	embeddingModel         string
-	metadataModel          string
-	fallbackMetadataModels []string
-	temperature            float64
-	headers                map[string]string
-	httpClient             *http.Client
-	log                    *slog.Logger
-	dimensions             int
-	logConversations       bool
-	modelHealthMu          sync.Mutex
-	modelHealth            map[string]modelHealthState
+	name       string
+	baseURL    string
+	apiKey     string
+	headers    map[string]string
+	httpClient *http.Client
+	log        *slog.Logger
 }
 
 type Config struct {
-	Name                   string
-	BaseURL                string
-	APIKey                 string
-	EmbeddingModel         string
-	MetadataModel          string
-	FallbackMetadataModels []string
-	Temperature            float64
-	Headers                map[string]string
-	HTTPClient             *http.Client
-	Log                    *slog.Logger
-	Dimensions             int
-	LogConversations       bool
+	Name       string
+	BaseURL    string
+	APIKey     string
+	Headers    map[string]string
+	HTTPClient *http.Client
+	Log        *slog.Logger
+}
+
+// MetadataOptions control a single ExtractMetadataWith call.
+type MetadataOptions struct {
+	Model            string
+	Temperature      float64
+	LogConversations bool
+}
+
+// SummarizeOptions control a single SummarizeWith call.
+type SummarizeOptions struct {
+	Model       string
+	Temperature float64
 }
 
 type embeddingsRequest struct {
@@ -127,65 +129,38 @@ type providerError struct {
 
 const maxMetadataAttempts = 3
 
-const (
-	emptyResponseCircuitThreshold = 3
-	emptyResponseCircuitTTL       = 5 * time.Minute
-	permanentModelFailureTTL      = 24 * time.Hour
-)
-
+// ErrEmptyResponse and ErrNoJSONObject are sentinel errors callers can inspect
+// to classify metadata failures (e.g. bump empty-response health counters).
 var (
-	errMetadataEmptyResponse = errors.New("metadata empty response")
-	errMetadataNoJSONObject  = errors.New("metadata response contains no JSON object")
+	ErrEmptyResponse = errors.New("metadata empty response")
+	ErrNoJSONObject  = errors.New("metadata response contains no JSON object")
 )
 
-type modelHealthState struct {
-	consecutiveEmpty int
-	unhealthyUntil   time.Time
-}
-
 func New(cfg Config) *Client {
-	fallbacks := make([]string, 0, len(cfg.FallbackMetadataModels))
-	seen := make(map[string]struct{}, len(cfg.FallbackMetadataModels))
-	for _, model := range cfg.FallbackMetadataModels {
-		model = strings.TrimSpace(model)
-		if model == "" {
-			continue
-		}
-		if _, ok := seen[model]; ok {
-			continue
-		}
-		seen[model] = struct{}{}
-		fallbacks = append(fallbacks, model)
-	}
-
 	return &Client{
-		name:                   cfg.Name,
-		baseURL:                cfg.BaseURL,
-		apiKey:                 cfg.APIKey,
-		embeddingModel:         cfg.EmbeddingModel,
-		metadataModel:          cfg.MetadataModel,
-		fallbackMetadataModels: fallbacks,
-		temperature:            cfg.Temperature,
-		headers:                cfg.Headers,
-		httpClient:             cfg.HTTPClient,
-		log:                    cfg.Log,
-		dimensions:             cfg.Dimensions,
-		logConversations:       cfg.LogConversations,
-		modelHealth:            make(map[string]modelHealthState),
+		name:       cfg.Name,
+		baseURL:    cfg.BaseURL,
+		apiKey:     cfg.APIKey,
+		headers:    cfg.Headers,
+		httpClient: cfg.HTTPClient,
+		log:        cfg.Log,
 	}
 }
 
-func (c *Client) Embed(ctx context.Context, input string) ([]float32, error) {
+func (c *Client) Name() string { return c.name }
+
+// EmbedWith generates an embedding for the given input using model.
+func (c *Client) EmbedWith(ctx context.Context, model, input string) ([]float32, error) {
 	input = strings.TrimSpace(input)
 	if input == "" {
 		return nil, fmt.Errorf("%s embed: input must not be empty", c.name)
 	}
+	if strings.TrimSpace(model) == "" {
+		return nil, fmt.Errorf("%s embed: model is required", c.name)
+	}
 
 	var resp embeddingsResponse
-	err := c.doJSON(ctx, "/embeddings", embeddingsRequest{
-		Input: input,
-		Model: c.embeddingModel,
-	}, &resp)
+	err := c.doJSON(ctx, "/embeddings", embeddingsRequest{Input: input, Model: model}, &resp)
 	if err != nil {
 		return nil, err
 	}
@@ -195,141 +170,34 @@ func (c *Client) Embed(ctx context.Context, input string) ([]float32, error) {
 	if len(resp.Data) == 0 {
 		return nil, fmt.Errorf("%s embed: no embedding returned", c.name)
 	}
-	if c.dimensions > 0 && len(resp.Data[0].Embedding) != c.dimensions {
-		return nil, fmt.Errorf("%s embed: expected %d dimensions, got %d", c.name, c.dimensions, len(resp.Data[0].Embedding))
-	}
-
 	return resp.Data[0].Embedding, nil
 }
 
-func (c *Client) ExtractMetadata(ctx context.Context, input string) (thoughttypes.ThoughtMetadata, error) {
+// ExtractMetadataWith extracts structured metadata for input using opts.Model.
+// Returns compat.ErrEmptyResponse / ErrNoJSONObject wrapped when the model
+// produces unusable output so callers can classify the failure.
+func (c *Client) ExtractMetadataWith(ctx context.Context, opts MetadataOptions, input string) (thoughttypes.ThoughtMetadata, error) {
 	input = strings.TrimSpace(input)
 	if input == "" {
 		return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s extract metadata: input must not be empty", c.name)
 	}
-
-	start := time.Now()
-	if c.log != nil {
-		c.log.Info("metadata client started",
-			slog.String("provider", c.name),
-			slog.String("model", c.metadataModel),
-		)
-	}
-
-	logCompletion := func(model string, err error) {
-		if c.log == nil {
-			return
-		}
-
-		attrs := []any{
-			slog.String("provider", c.name),
-			slog.String("model", model),
-			slog.String("duration", formatLogDuration(time.Since(start))),
-		}
-		if err != nil {
-			attrs = append(attrs, slog.String("error", err.Error()))
-			c.log.Error("metadata client completed", attrs...)
-			return
-		}
-
-		c.log.Info("metadata client completed", attrs...)
-	}
-
-	result, err := c.extractMetadataWithModel(ctx, input, c.metadataModel)
-	if errors.Is(err, errMetadataEmptyResponse) {
-		c.noteEmptyResponse(c.metadataModel)
-	}
-	if isPermanentModelError(err) {
-		c.notePermanentModelFailure(c.metadataModel, err)
-	}
-	if err == nil {
-		c.noteModelSuccess(c.metadataModel)
-		logCompletion(c.metadataModel, nil)
-		return result, nil
-	}
-
-	for _, fallbackModel := range c.fallbackMetadataModels {
-		if ctx.Err() != nil {
-			break
-		}
-		if fallbackModel == "" || fallbackModel == c.metadataModel {
-			continue
-		}
-		if c.shouldBypassModel(fallbackModel) {
-			continue
-		}
-		if c.log != nil {
-			c.log.Warn("metadata extraction failed, trying fallback model",
-				slog.String("provider", c.name),
-				slog.String("primary_model", c.metadataModel),
-				slog.String("fallback_model", fallbackModel),
-				slog.String("error", err.Error()),
-			)
-		}
-		fallbackResult, fallbackErr := c.extractMetadataWithModel(ctx, input, fallbackModel)
-		if errors.Is(fallbackErr, errMetadataEmptyResponse) {
-			c.noteEmptyResponse(fallbackModel)
-		}
-		if isPermanentModelError(fallbackErr) {
-			c.notePermanentModelFailure(fallbackModel, fallbackErr)
-		}
-		if fallbackErr == nil {
-			c.noteModelSuccess(fallbackModel)
-			logCompletion(fallbackModel, nil)
-			return fallbackResult, nil
-		}
-		err = fallbackErr
-	}
-
-	if ctx.Err() != nil {
-		err = fmt.Errorf("%s metadata: %w", c.name, ctx.Err())
-		logCompletion(c.metadataModel, err)
-		return thoughttypes.ThoughtMetadata{}, err
-	}
-
-	heuristic := heuristicMetadataFromInput(input)
-	if c.log != nil {
-		c.log.Warn("metadata extraction failed for all models, using heuristic fallback",
-			slog.String("provider", c.name),
-			slog.String("error", err.Error()),
-		)
-	}
-	logCompletion(c.metadataModel, nil)
-	return heuristic, nil
-}
-
-func formatLogDuration(d time.Duration) string {
-	if d < 0 {
-		d = -d
-	}
-
-	totalMilliseconds := d.Milliseconds()
-	minutes := totalMilliseconds / 60000
-	seconds := (totalMilliseconds / 1000) % 60
-	milliseconds := totalMilliseconds % 1000
-	return fmt.Sprintf("%02d:%02d:%03d", minutes, seconds, milliseconds)
-}
-
-func (c *Client) extractMetadataWithModel(ctx context.Context, input, model string) (thoughttypes.ThoughtMetadata, error) {
-	if c.shouldBypassModel(model) {
-		return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata: model %q temporarily bypassed after repeated empty responses", c.name, model)
+	if strings.TrimSpace(opts.Model) == "" {
+		return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s extract metadata: model is required", c.name)
 	}
 
 	stream := true
 	req := chatCompletionsRequest{
-		Model:       model,
-		Temperature: c.temperature,
-		ResponseFormat: &responseType{
-			Type: "json_object",
-		},
-		Stream: &stream,
+		Model:          opts.Model,
+		Temperature:    opts.Temperature,
+		ResponseFormat: &responseType{Type: "json_object"},
+		Stream:         &stream,
 		Messages: []chatMessage{
 			{Role: "system", Content: metadataSystemPrompt},
 			{Role: "user", Content: input},
 		},
 	}
 
-	metadata, err := c.extractMetadataWithRequest(ctx, req, input, model)
+	metadata, err := c.extractMetadataWithRequest(ctx, req, input, opts)
 	if err == nil || !shouldRetryWithoutJSONMode(err) {
 		return metadata, err
 	}
@@ -337,23 +205,22 @@ func (c *Client) extractMetadataWithModel(ctx context.Context, input, model stri
 	if c.log != nil {
 		c.log.Warn("metadata json mode failed, retrying without response_format",
 			slog.String("provider", c.name),
-			slog.String("model", model),
+			slog.String("model", opts.Model),
 			slog.String("error", err.Error()),
 		)
 	}
 
 	req.ResponseFormat = nil
-	return c.extractMetadataWithRequest(ctx, req, input, model)
+	return c.extractMetadataWithRequest(ctx, req, input, opts)
 }
 
-func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatCompletionsRequest, input, model string) (thoughttypes.ThoughtMetadata, error) {
-
+func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatCompletionsRequest, input string, opts MetadataOptions) (thoughttypes.ThoughtMetadata, error) {
 	var lastErr error
 	for attempt := 1; attempt <= maxMetadataAttempts; attempt++ {
-		if c.logConversations && c.log != nil {
+		if opts.LogConversations && c.log != nil {
 			c.log.Info("metadata conversation request",
 				slog.String("provider", c.name),
-				slog.String("model", model),
+				slog.String("model", opts.Model),
 				slog.Int("attempt", attempt),
 				slog.String("system", metadataSystemPrompt),
 				slog.String("input", input),
@@ -373,10 +240,10 @@ func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatComplet
 
 		rawResponse := extractChoiceText(resp.Choices[0].Message, resp.Choices[0].Text)
 
-		if c.logConversations && c.log != nil {
+		if opts.LogConversations && c.log != nil {
 			c.log.Info("metadata conversation response",
 				slog.String("provider", c.name),
-				slog.String("model", model),
+				slog.String("model", opts.Model),
 				slog.Int("attempt", attempt),
 				slog.String("response", rawResponse),
 			)
@@ -387,13 +254,13 @@ func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatComplet
 		metadataText = stripCodeFence(metadataText)
 		metadataText = extractJSONObject(metadataText)
 		if metadataText == "" {
-			lastErr = fmt.Errorf("%s metadata: %w", c.name, errMetadataNoJSONObject)
+			lastErr = fmt.Errorf("%s metadata: %w", c.name, ErrNoJSONObject)
 			if strings.TrimSpace(rawResponse) == "" && attempt < maxMetadataAttempts && ctx.Err() == nil {
-				lastErr = fmt.Errorf("%s metadata: %w", c.name, errMetadataEmptyResponse)
+				lastErr = fmt.Errorf("%s metadata: %w", c.name, ErrEmptyResponse)
 				if c.log != nil {
 					c.log.Warn("metadata response empty, waiting and retrying",
 						slog.String("provider", c.name),
-						slog.String("model", model),
+						slog.String("model", opts.Model),
 						slog.Int("attempt", attempt+1),
 					)
 				}
@@ -403,7 +270,7 @@ func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatComplet
 				continue
 			}
 			if strings.TrimSpace(rawResponse) == "" {
-				lastErr = fmt.Errorf("%s metadata: %w", c.name, errMetadataEmptyResponse)
+				lastErr = fmt.Errorf("%s metadata: %w", c.name, ErrEmptyResponse)
 			}
 			return thoughttypes.ThoughtMetadata{}, lastErr
 		}
@@ -420,13 +287,17 @@ func (c *Client) extractMetadataWithRequest(ctx context.Context, req chatComplet
 	if lastErr != nil {
 		return thoughttypes.ThoughtMetadata{}, lastErr
 	}
-	return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata: %w", c.name, errMetadataNoJSONObject)
+	return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata: %w", c.name, ErrNoJSONObject)
 }
 
-func (c *Client) Summarize(ctx context.Context, systemPrompt, userPrompt string) (string, error) {
+// SummarizeWith runs a chat-completion summarisation using opts.Model.
+func (c *Client) SummarizeWith(ctx context.Context, opts SummarizeOptions, systemPrompt, userPrompt string) (string, error) {
+	if strings.TrimSpace(opts.Model) == "" {
+		return "", fmt.Errorf("%s summarize: model is required", c.name)
+	}
 	req := chatCompletionsRequest{
-		Model:       c.metadataModel,
-		Temperature: 0.2,
+		Model:       opts.Model,
+		Temperature: opts.Temperature,
 		Messages: []chatMessage{
 			{Role: "system", Content: systemPrompt},
 			{Role: "user", Content: userPrompt},
@@ -447,12 +318,49 @@ func (c *Client) Summarize(ctx context.Context, systemPrompt, userPrompt string)
 	return extractChoiceText(resp.Choices[0].Message, resp.Choices[0].Text), nil
 }
 
-func (c *Client) Name() string {
-	return c.name
+// IsPermanentModelError reports whether err indicates the model itself is
+// invalid or missing (vs. a transient outage). Runners use this to mark a
+// target unhealthy for longer.
+func IsPermanentModelError(err error) bool {
+	if err == nil {
+		return false
+	}
+	lower := strings.ToLower(err.Error())
+	for _, marker := range []string{
+		"invalid model name",
+		"model_not_found",
+		"model not found",
+		"unknown model",
+		"no such model",
+		"does not exist",
+	} {
+		if strings.Contains(lower, marker) {
+			return true
+		}
+	}
+	return false
 }
 
-func (c *Client) EmbeddingModel() string {
-	return c.embeddingModel
+// HeuristicMetadataFromInput produces best-effort metadata from the note text
+// when every model in the chain has failed. Exported so ai.Runner can use it.
+func HeuristicMetadataFromInput(input string) thoughttypes.ThoughtMetadata {
+	text := strings.TrimSpace(input)
+	lower := strings.ToLower(text)
+
+	metadata := thoughttypes.ThoughtMetadata{
+		People:         heuristicPeople(text),
+		ActionItems:    heuristicActionItems(text),
+		DatesMentioned: heuristicDates(text),
+		Topics:         heuristicTopics(lower),
+		Type:           heuristicType(lower),
+	}
+	if len(metadata.Topics) == 0 {
+		metadata.Topics = []string{"uncategorized"}
+	}
+	if metadata.Type == "" {
+		metadata.Type = "observation"
+	}
+	return metadata
 }
 
 func (c *Client) doJSON(ctx context.Context, path string, requestBody any, dest any) error {
@@ -724,8 +632,6 @@ func isRetryableChatResponseError(err error) bool {
 	return strings.Contains(lower, "read response") || strings.Contains(lower, "read stream response")
 }
 
-// extractJSONObject finds the first complete {...} block in s.
-// It handles models that prepend prose to a JSON response despite json_object mode.
 func extractJSONObject(s string) string {
 	for start := 0; start < len(s); start++ {
 		if s[start] != '{' {
@@ -768,10 +674,6 @@ func extractJSONObject(s string) string {
 	return ""
 }
 
-// stripThinkingBlocks removes <think>...</think> and <thinking>...</thinking>
-// blocks produced by reasoning models (DeepSeek R1, QwQ, etc.) so that the
-// remaining text can be parsed as JSON without interference from thinking content
-// that may itself contain braces.
 func stripThinkingBlocks(s string) string {
 	for _, tag := range []string{"think", "thinking"} {
 		open := "<" + tag + ">"
@@ -857,7 +759,6 @@ func extractTextFromAny(value any) string {
 		}
 		return strings.Join(parts, "\n")
 	case map[string]any:
-		// Common provider shapes for chat content parts.
 		for _, key := range []string{"text", "output_text", "content", "value"} {
 			if nested, ok := typed[key]; ok {
 				if text := strings.TrimSpace(extractTextFromAny(nested)); text != "" {
@@ -875,28 +776,6 @@ var (
 	wordPattern      = regexp.MustCompile(`[a-zA-Z][a-zA-Z0-9_/-]{2,}`)
 )
 
-func heuristicMetadataFromInput(input string) thoughttypes.ThoughtMetadata {
-	text := strings.TrimSpace(input)
-	lower := strings.ToLower(text)
-
-	metadata := thoughttypes.ThoughtMetadata{
-		People:         heuristicPeople(text),
-		ActionItems:    heuristicActionItems(text),
-		DatesMentioned: heuristicDates(text),
-		Topics:         heuristicTopics(lower),
-		Type:           heuristicType(lower),
-		Source:         "",
-	}
-
-	if len(metadata.Topics) == 0 {
-		metadata.Topics = []string{"uncategorized"}
-	}
-	if metadata.Type == "" {
-		metadata.Type = "observation"
-	}
-	return metadata
-}
-
 func heuristicType(lower string) string {
 	switch {
 	case strings.Contains(lower, "preferred name"), strings.Contains(lower, "personal profile"), strings.Contains(lower, "wife:"), strings.Contains(lower, "daughter:"), strings.Contains(lower, "born:"):
@@ -1055,7 +934,7 @@ func shouldRetryWithoutJSONMode(err error) bool {
 	if err == nil {
 		return false
 	}
-	if errors.Is(err, errMetadataEmptyResponse) || errors.Is(err, errMetadataNoJSONObject) {
+	if errors.Is(err, ErrEmptyResponse) || errors.Is(err, ErrNoJSONObject) {
 		return true
 	}
 
@@ -1063,27 +942,6 @@ func shouldRetryWithoutJSONMode(err error) bool {
 	return strings.Contains(lower, "parse json")
 }
 
-func isPermanentModelError(err error) bool {
-	if err == nil {
-		return false
-	}
-
-	lower := strings.ToLower(err.Error())
-	for _, marker := range []string{
-		"invalid model name",
-		"model_not_found",
-		"model not found",
-		"unknown model",
-		"no such model",
-		"does not exist",
-	} {
-		if strings.Contains(lower, marker) {
-			return true
-		}
-	}
-	return false
-}
-
 func sleepRetry(ctx context.Context, attempt int, log *slog.Logger, provider string) error {
 	delay := time.Duration(attempt*attempt) * 200 * time.Millisecond
 	if log != nil {
@@ -1110,59 +968,3 @@ func sleepMetadataRetry(ctx context.Context, attempt int) error {
 		return nil
 	}
 }
-
-func (c *Client) shouldBypassModel(model string) bool {
-	c.modelHealthMu.Lock()
-	defer c.modelHealthMu.Unlock()
-
-	state, ok := c.modelHealth[model]
-	if !ok {
-		return false
-	}
-	return !state.unhealthyUntil.IsZero() && time.Now().Before(state.unhealthyUntil)
-}
-
-func (c *Client) noteEmptyResponse(model string) {
-	c.modelHealthMu.Lock()
-	defer c.modelHealthMu.Unlock()
-
-	state := c.modelHealth[model]
-	state.consecutiveEmpty++
-	if state.consecutiveEmpty >= emptyResponseCircuitThreshold {
-		state.unhealthyUntil = time.Now().Add(emptyResponseCircuitTTL)
-		if c.log != nil {
-			c.log.Warn("metadata model marked temporarily unhealthy after repeated empty responses",
-				slog.String("provider", c.name),
-				slog.String("model", model),
-				slog.Time("until", state.unhealthyUntil),
-			)
-		}
-	}
-	c.modelHealth[model] = state
-}
-
-func (c *Client) noteModelSuccess(model string) {
-	c.modelHealthMu.Lock()
-	defer c.modelHealthMu.Unlock()
-
-	delete(c.modelHealth, model)
-}
-
-func (c *Client) notePermanentModelFailure(model string, err error) {
-	c.modelHealthMu.Lock()
-	defer c.modelHealthMu.Unlock()
-
-	state := c.modelHealth[model]
-	state.consecutiveEmpty = emptyResponseCircuitThreshold
-	state.unhealthyUntil = time.Now().Add(permanentModelFailureTTL)
-	c.modelHealth[model] = state
-
-	if c.log != nil {
-		c.log.Warn("metadata model marked unhealthy after permanent failure",
-			slog.String("provider", c.name),
-			slog.String("model", model),
-			slog.String("error", err.Error()),
-			slog.Time("until", state.unhealthyUntil),
-		)
-	}
-}

internal/ai/compat/client_test.go

@@ -11,6 +11,17 @@ import (
 	"testing"
 )
 
+func newTestClient(t *testing.T, url string) *Client {
+	t.Helper()
+	return New(Config{
+		Name:       "litellm",
+		BaseURL:    url,
+		APIKey:     "test-key",
+		HTTPClient: http.DefaultClient,
+		Log:        slog.New(slog.NewTextHandler(io.Discard, nil)),
+	})
+}
+
 func TestExtractMetadataFromStreamingResponse(t *testing.T) {
 	t.Parallel()
 
@@ -26,6 +37,9 @@ func TestExtractMetadataFromStreamingResponse(t *testing.T) {
 		if req.Stream == nil || !*req.Stream {
 			t.Fatalf("stream flag = %v, want true", req.Stream)
 		}
+		if req.Model != "qwen3.5:latest" {
+			t.Fatalf("model = %q, want qwen3.5:latest", req.Model)
+		}
 
 		w.Header().Set("Content-Type", "text/event-stream")
 		_, _ = io.WriteString(w, "data: {\"choices\":[{\"delta\":{\"content\":\"{\\\"people\\\":[],\"}}]}\n\n")
@@ -35,20 +49,13 @@ func TestExtractMetadataFromStreamingResponse(t *testing.T) {
 	}))
 	defer server.Close()
 
-	client := New(Config{
-		Name:           "litellm",
-		BaseURL:        server.URL,
-		APIKey:         "test-key",
-		MetadataModel:  "qwen3.5:latest",
-		Temperature:    0.1,
-		HTTPClient:     server.Client(),
-		Log:            slog.New(slog.NewTextHandler(io.Discard, nil)),
-		EmbeddingModel: "unused",
-	})
-
-	metadata, err := client.ExtractMetadata(context.Background(), "Project idea: Build an Android companion app.")
+	client := newTestClient(t, server.URL)
+	metadata, err := client.ExtractMetadataWith(context.Background(), MetadataOptions{
+		Model:       "qwen3.5:latest",
+		Temperature: 0.1,
+	}, "Project idea: Build an Android companion app.")
 	if err != nil {
-		t.Fatalf("ExtractMetadata() error = %v", err)
+		t.Fatalf("ExtractMetadataWith() error = %v", err)
 	}
 
 	if metadata.Type != "idea" {
@@ -94,20 +101,13 @@ func TestExtractMetadataRetriesWithoutJSONMode(t *testing.T) {
 	}))
 	defer server.Close()
 
-	client := New(Config{
-		Name:           "litellm",
-		BaseURL:        server.URL,
-		APIKey:         "test-key",
-		MetadataModel:  "qwen3.5:latest",
-		Temperature:    0.1,
-		HTTPClient:     server.Client(),
-		Log:            slog.New(slog.NewTextHandler(io.Discard, nil)),
-		EmbeddingModel: "unused",
-	})
-
-	metadata, err := client.ExtractMetadata(context.Background(), "Project idea: Build an Android companion app.")
+	client := newTestClient(t, server.URL)
+	metadata, err := client.ExtractMetadataWith(context.Background(), MetadataOptions{
+		Model:       "qwen3.5:latest",
+		Temperature: 0.1,
+	}, "Project idea: Build an Android companion app.")
 	if err != nil {
-		t.Fatalf("ExtractMetadata() error = %v", err)
+		t.Fatalf("ExtractMetadataWith() error = %v", err)
 	}
 
 	if metadata.Type != "idea" {
@@ -127,71 +127,33 @@ func TestExtractMetadataRetriesWithoutJSONMode(t *testing.T) {
 	}
 }
 
-func TestExtractMetadataBypassesInvalidFallbackModelAfterFirstFailure(t *testing.T) {
+func TestIsPermanentModelError(t *testing.T) {
 	t.Parallel()
 
-	var mu sync.Mutex
-	primaryCalls := 0
-	invalidFallbackCalls := 0
-
-	server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		defer func() {
-			_ = r.Body.Close()
-		}()
-
-		var req chatCompletionsRequest
-		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
-			t.Fatalf("decode request: %v", err)
-		}
-
-		switch req.Model {
-		case "empty-primary":
-			_, _ = io.WriteString(w, `{"choices":[{"message":{"role":"assistant","content":""}}]}`)
-		case "qwen3.5:latest":
-			mu.Lock()
-			primaryCalls++
-			mu.Unlock()
-			_, _ = io.WriteString(w, `{"choices":[{"message":{"role":"assistant","content":"{\"people\":[],\"action_items\":[],\"dates_mentioned\":[],\"topics\":[\"metadata\"],\"type\":\"observation\",\"source\":\"primary\"}"}}]}`)
-		case "qwen3":
-			mu.Lock()
-			invalidFallbackCalls++
-			mu.Unlock()
-			w.WriteHeader(http.StatusBadRequest)
-			_, _ = io.WriteString(w, "{\"error\":{\"message\":\"{'error': '/chat/completions: Invalid model name passed in model=qwen3. Call `/v1/models` to view available models for your key.'}\"}}")
-		default:
-			t.Fatalf("unexpected model %q", req.Model)
-		}
-	}))
-	defer server.Close()
-
-	client := New(Config{
-		Name:                   "litellm",
-		BaseURL:                server.URL,
-		APIKey:                 "test-key",
-		MetadataModel:          "empty-primary",
-		FallbackMetadataModels: []string{"qwen3", "qwen3.5:latest"},
-		Temperature:            0.1,
-		HTTPClient:             server.Client(),
-		Log:                    slog.New(slog.NewTextHandler(io.Discard, nil)),
-		EmbeddingModel:         "unused",
-	})
-
-	for i := 0; i < 2; i++ {
-		metadata, err := client.ExtractMetadata(context.Background(), "A short note about metadata.")
-		if err != nil {
-			t.Fatalf("ExtractMetadata() error = %v", err)
-		}
-		if metadata.Source != "primary" {
-			t.Fatalf("metadata source = %q, want primary", metadata.Source)
-		}
+	cases := []struct {
+		name string
+		err  error
+		want bool
+	}{
+		{"nil", nil, false},
+		{"invalid model", errMsg("Invalid model name passed in model=qwen3"), true},
+		{"model not found", errMsg("model_not_found"), true},
+		{"no such model", errMsg("no such model"), true},
+		{"transient", errMsg("connection refused"), false},
 	}
 
-	mu.Lock()
-	defer mu.Unlock()
-	if invalidFallbackCalls != 1 {
-		t.Fatalf("invalid fallback calls = %d, want 1", invalidFallbackCalls)
-	}
-	if primaryCalls != 2 {
-		t.Fatalf("valid fallback calls = %d, want 2", primaryCalls)
+	for _, tc := range cases {
+		tc := tc
+		t.Run(tc.name, func(t *testing.T) {
+			if got := IsPermanentModelError(tc.err); got != tc.want {
+				t.Fatalf("IsPermanentModelError(%v) = %v, want %v", tc.err, got, tc.want)
+			}
+		})
 	}
 }
+
+type stringError string
+
+func (s stringError) Error() string { return string(s) }
+
+func errMsg(s string) error { return stringError(s) }

internal/ai/factory.go

@@ -1,25 +0,0 @@
-package ai
-
-import (
-	"fmt"
-	"log/slog"
-	"net/http"
-
-	"git.warky.dev/wdevs/amcs/internal/ai/litellm"
-	"git.warky.dev/wdevs/amcs/internal/ai/ollama"
-	"git.warky.dev/wdevs/amcs/internal/ai/openrouter"
-	"git.warky.dev/wdevs/amcs/internal/config"
-)
-
-func NewProvider(cfg config.AIConfig, httpClient *http.Client, log *slog.Logger) (Provider, error) {
-	switch cfg.Provider {
-	case "litellm":
-		return litellm.New(cfg, httpClient, log)
-	case "ollama":
-		return ollama.New(cfg, httpClient, log)
-	case "openrouter":
-		return openrouter.New(cfg, httpClient, log)
-	default:
-		return nil, fmt.Errorf("unsupported ai.provider: %s", cfg.Provider)
-	}
-}

internal/ai/factory_test.go

@@ -1,33 +0,0 @@
-package ai
-
-import (
-	"io"
-	"log/slog"
-	"net/http"
-	"testing"
-
-	"git.warky.dev/wdevs/amcs/internal/config"
-)
-
-func TestNewProviderSupportsOllama(t *testing.T) {
-	provider, err := NewProvider(config.AIConfig{
-		Provider: "ollama",
-		Embeddings: config.AIEmbeddingConfig{
-			Model:      "nomic-embed-text",
-			Dimensions: 768,
-		},
-		Metadata: config.AIMetadataConfig{
-			Model: "llama3.2",
-		},
-		Ollama: config.OllamaConfig{
-			BaseURL: "http://localhost:11434/v1",
-			APIKey:  "ollama",
-		},
-	}, &http.Client{}, slog.New(slog.NewTextHandler(io.Discard, nil)))
-	if err != nil {
-		t.Fatalf("NewProvider() error = %v", err)
-	}
-	if provider.Name() != "ollama" {
-		t.Fatalf("provider name = %q, want ollama", provider.Name())
-	}
-}

internal/ai/litellm/client.go

@@ -1,30 +0,0 @@
-package litellm
-
-import (
-	"log/slog"
-	"net/http"
-
-	"git.warky.dev/wdevs/amcs/internal/ai/compat"
-	"git.warky.dev/wdevs/amcs/internal/config"
-)
-
-func New(cfg config.AIConfig, httpClient *http.Client, log *slog.Logger) (*compat.Client, error) {
-	fallbacks := cfg.LiteLLM.EffectiveFallbackMetadataModels()
-	if len(fallbacks) == 0 {
-		fallbacks = cfg.Metadata.EffectiveFallbackModels()
-	}
-	return compat.New(compat.Config{
-		Name:                   "litellm",
-		BaseURL:                cfg.LiteLLM.BaseURL,
-		APIKey:                 cfg.LiteLLM.APIKey,
-		EmbeddingModel:         cfg.LiteLLM.EmbeddingModel,
-		MetadataModel:          cfg.LiteLLM.MetadataModel,
-		FallbackMetadataModels: fallbacks,
-		Temperature:            cfg.Metadata.Temperature,
-		Headers:                cfg.LiteLLM.RequestHeaders,
-		HTTPClient:             httpClient,
-		Log:                    log,
-		Dimensions:             cfg.Embeddings.Dimensions,
-		LogConversations:       cfg.Metadata.LogConversations,
-	}), nil
-}

internal/ai/ollama/client.go

@@ -1,26 +0,0 @@
-package ollama
-
-import (
-	"log/slog"
-	"net/http"
-
-	"git.warky.dev/wdevs/amcs/internal/ai/compat"
-	"git.warky.dev/wdevs/amcs/internal/config"
-)
-
-func New(cfg config.AIConfig, httpClient *http.Client, log *slog.Logger) (*compat.Client, error) {
-	return compat.New(compat.Config{
-		Name:                   "ollama",
-		BaseURL:                cfg.Ollama.BaseURL,
-		APIKey:                 cfg.Ollama.APIKey,
-		EmbeddingModel:         cfg.Embeddings.Model,
-		MetadataModel:          cfg.Metadata.Model,
-		FallbackMetadataModels: cfg.Metadata.EffectiveFallbackModels(),
-		Temperature:            cfg.Metadata.Temperature,
-		Headers:                cfg.Ollama.RequestHeaders,
-		HTTPClient:             httpClient,
-		Log:                    log,
-		Dimensions:             cfg.Embeddings.Dimensions,
-		LogConversations:       cfg.Metadata.LogConversations,
-	}), nil
-}

internal/ai/openrouter/client.go

@@ -1,37 +0,0 @@
-package openrouter
-
-import (
-	"log/slog"
-	"net/http"
-
-	"git.warky.dev/wdevs/amcs/internal/ai/compat"
-	"git.warky.dev/wdevs/amcs/internal/config"
-)
-
-func New(cfg config.AIConfig, httpClient *http.Client, log *slog.Logger) (*compat.Client, error) {
-	headers := make(map[string]string, len(cfg.OpenRouter.ExtraHeaders)+2)
-	for key, value := range cfg.OpenRouter.ExtraHeaders {
-		headers[key] = value
-	}
-	if cfg.OpenRouter.SiteURL != "" {
-		headers["HTTP-Referer"] = cfg.OpenRouter.SiteURL
-	}
-	if cfg.OpenRouter.AppName != "" {
-		headers["X-Title"] = cfg.OpenRouter.AppName
-	}
-
-	return compat.New(compat.Config{
-		Name:                   "openrouter",
-		BaseURL:                cfg.OpenRouter.BaseURL,
-		APIKey:                 cfg.OpenRouter.APIKey,
-		EmbeddingModel:         cfg.Embeddings.Model,
-		MetadataModel:          cfg.Metadata.Model,
-		FallbackMetadataModels: cfg.Metadata.EffectiveFallbackModels(),
-		Temperature:            cfg.Metadata.Temperature,
-		Headers:                headers,
-		HTTPClient:             httpClient,
-		Log:                    log,
-		Dimensions:             cfg.Embeddings.Dimensions,
-		LogConversations:       cfg.Metadata.LogConversations,
-	}), nil
-}

internal/ai/provider.go

@@ -1,15 +0,0 @@
-package ai
-
-import (
-	"context"
-
-	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
-)
-
-type Provider interface {
-	Embed(ctx context.Context, input string) ([]float32, error)
-	ExtractMetadata(ctx context.Context, input string) (thoughttypes.ThoughtMetadata, error)
-	Summarize(ctx context.Context, systemPrompt, userPrompt string) (string, error)
-	Name() string
-	EmbeddingModel() string
-}

internal/ai/registry.go

@@ -0,0 +1,96 @@
+package ai
+
+import (
+	"fmt"
+	"log/slog"
+	"net/http"
+	"strings"
+
+	"git.warky.dev/wdevs/amcs/internal/ai/compat"
+	"git.warky.dev/wdevs/amcs/internal/config"
+)
+
+// Registry holds one compat.Client per named provider. Runners look up clients
+// by provider name when walking a role chain.
+type Registry struct {
+	clients map[string]*compat.Client
+}
+
+// NewRegistry builds a Registry from the configured providers. Each provider
+// type maps onto a compat.Client with type-specific header plumbing (e.g.
+// openrouter's HTTP-Referer / X-Title).
+func NewRegistry(providers map[string]config.ProviderConfig, httpClient *http.Client, log *slog.Logger) (*Registry, error) {
+	if httpClient == nil {
+		return nil, fmt.Errorf("ai registry: http client is required")
+	}
+	if len(providers) == 0 {
+		return nil, fmt.Errorf("ai registry: no providers configured")
+	}
+
+	clients := make(map[string]*compat.Client, len(providers))
+	for name, p := range providers {
+		headers, err := providerHeaders(p)
+		if err != nil {
+			return nil, fmt.Errorf("ai registry: provider %q: %w", name, err)
+		}
+		clients[name] = compat.New(compat.Config{
+			Name:       name,
+			BaseURL:    p.BaseURL,
+			APIKey:     p.APIKey,
+			Headers:    headers,
+			HTTPClient: httpClient,
+			Log:        log,
+		})
+	}
+	return &Registry{clients: clients}, nil
+}
+
+// Client returns the compat.Client registered under name.
+func (r *Registry) Client(name string) (*compat.Client, error) {
+	c, ok := r.clients[name]
+	if !ok {
+		return nil, fmt.Errorf("ai registry: provider %q is not configured", name)
+	}
+	return c, nil
+}
+
+// Names returns the registered provider names.
+func (r *Registry) Names() []string {
+	names := make([]string, 0, len(r.clients))
+	for name := range r.clients {
+		names = append(names, name)
+	}
+	return names
+}
+
+func providerHeaders(p config.ProviderConfig) (map[string]string, error) {
+	switch p.Type {
+	case "litellm", "ollama":
+		return cloneHeaders(p.RequestHeaders), nil
+	case "openrouter":
+		headers := cloneHeaders(p.RequestHeaders)
+		if headers == nil {
+			headers = map[string]string{}
+		}
+		if s := strings.TrimSpace(p.SiteURL); s != "" {
+			headers["HTTP-Referer"] = s
+		}
+		if s := strings.TrimSpace(p.AppName); s != "" {
+			headers["X-Title"] = s
+		}
+		return headers, nil
+	default:
+		return nil, fmt.Errorf("unsupported provider type %q", p.Type)
+	}
+}
+
+func cloneHeaders(in map[string]string) map[string]string {
+	if len(in) == 0 {
+		return nil
+	}
+	out := make(map[string]string, len(in))
+	for k, v := range in {
+		out[k] = v
+	}
+	return out
+}

internal/ai/registry_test.go

@@ -0,0 +1,80 @@
+package ai
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"git.warky.dev/wdevs/amcs/internal/ai/compat"
+	"git.warky.dev/wdevs/amcs/internal/config"
+)
+
+func TestNewRegistryOpenRouterHeaders(t *testing.T) {
+	var (
+		gotReferer string
+		gotTitle   string
+		gotCustom  string
+	)
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		gotReferer = r.Header.Get("HTTP-Referer")
+		gotTitle = r.Header.Get("X-Title")
+		gotCustom = r.Header.Get("X-Custom")
+		_ = json.NewEncoder(w).Encode(map[string]any{
+			"choices": []map[string]any{{"message": map[string]any{"role": "assistant", "content": "ok"}}},
+		})
+	}))
+	defer srv.Close()
+
+	providers := map[string]config.ProviderConfig{
+		"router": {
+			Type:    "openrouter",
+			BaseURL: srv.URL,
+			APIKey:  "secret",
+			RequestHeaders: map[string]string{
+				"X-Custom": "value",
+			},
+			AppName: "amcs",
+			SiteURL: "https://example.com",
+		},
+	}
+
+	reg, err := NewRegistry(providers, srv.Client(), nil)
+	if err != nil {
+		t.Fatalf("NewRegistry() error = %v", err)
+	}
+
+	client, err := reg.Client("router")
+	if err != nil {
+		t.Fatalf("Client(router) error = %v", err)
+	}
+
+	if _, err := client.SummarizeWith(context.Background(), compat.SummarizeOptions{Model: "gpt-4.1-mini"}, "system", "user"); err != nil {
+		t.Fatalf("SummarizeWith() error = %v", err)
+	}
+	if gotReferer != "https://example.com" {
+		t.Fatalf("HTTP-Referer = %q, want https://example.com", gotReferer)
+	}
+	if gotTitle != "amcs" {
+		t.Fatalf("X-Title = %q, want amcs", gotTitle)
+	}
+	if gotCustom != "value" {
+		t.Fatalf("X-Custom = %q, want value", gotCustom)
+	}
+}
+
+func TestNewRegistryRejectsUnsupportedProviderType(t *testing.T) {
+	providers := map[string]config.ProviderConfig{
+		"bad": {
+			Type:    "unknown",
+			BaseURL: "http://localhost:4000/v1",
+			APIKey:  "secret",
+		},
+	}
+
+	_, err := NewRegistry(providers, &http.Client{}, nil)
+	if err == nil {
+		t.Fatal("NewRegistry() error = nil, want unsupported provider type error")
+	}
+}

internal/ai/runner.go

@@ -0,0 +1,367 @@
+package ai
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"log/slog"
+	"sync"
+	"time"
+
+	"git.warky.dev/wdevs/amcs/internal/ai/compat"
+	"git.warky.dev/wdevs/amcs/internal/config"
+	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
+)
+
+// Health TTLs per failure class. These are short enough that a healed target
+// gets retried without manual intervention, but long enough to avoid hammering
+// a broken provider every call.
+const (
+	transientCooldown        = 30 * time.Second
+	permanentCooldown        = 10 * time.Minute
+	emptyResponseThreshold   = 3
+	emptyResponseCooldown    = 2 * time.Minute
+	dimensionMismatchWarning = "embedding dimension mismatch"
+)
+
+// EmbedResult carries the vector plus the (provider, model) that produced it —
+// callers store the actual model so later searches against that row use the
+// matching query embedding.
+type EmbedResult struct {
+	Vector   []float32
+	Provider string
+	Model    string
+}
+
+// EmbeddingRunner executes the embeddings role chain with sequential fallback.
+type EmbeddingRunner struct {
+	registry   *Registry
+	chain      []config.RoleTarget
+	dimensions int
+	health     *healthTracker
+	log        *slog.Logger
+}
+
+// MetadataRunner executes the metadata role chain with sequential fallback and
+// a heuristic fallthrough when every target is unhealthy or fails.
+type MetadataRunner struct {
+	registry *Registry
+	chain    []config.RoleTarget
+	opts     metadataRunOpts
+	health   *healthTracker
+	log      *slog.Logger
+}
+
+type metadataRunOpts struct {
+	temperature      float64
+	logConversations bool
+}
+
+// NewEmbeddingRunner builds a runner for the embeddings role. chain must be
+// non-empty and every target must be registered.
+func NewEmbeddingRunner(registry *Registry, chain []config.RoleTarget, dimensions int, log *slog.Logger) (*EmbeddingRunner, error) {
+	if registry == nil {
+		return nil, fmt.Errorf("embedding runner: registry is required")
+	}
+	if len(chain) == 0 {
+		return nil, fmt.Errorf("embedding runner: chain is empty")
+	}
+	if dimensions <= 0 {
+		return nil, fmt.Errorf("embedding runner: dimensions must be > 0")
+	}
+	for i, t := range chain {
+		if _, err := registry.Client(t.Provider); err != nil {
+			return nil, fmt.Errorf("embedding runner: chain[%d]: %w", i, err)
+		}
+	}
+	return &EmbeddingRunner{
+		registry:   registry,
+		chain:      chain,
+		dimensions: dimensions,
+		health:     newHealthTracker(),
+		log:        log,
+	}, nil
+}
+
+// NewMetadataRunner builds a runner for the metadata role.
+func NewMetadataRunner(registry *Registry, chain []config.RoleTarget, temperature float64, logConversations bool, log *slog.Logger) (*MetadataRunner, error) {
+	if registry == nil {
+		return nil, fmt.Errorf("metadata runner: registry is required")
+	}
+	if len(chain) == 0 {
+		return nil, fmt.Errorf("metadata runner: chain is empty")
+	}
+	for i, t := range chain {
+		if _, err := registry.Client(t.Provider); err != nil {
+			return nil, fmt.Errorf("metadata runner: chain[%d]: %w", i, err)
+		}
+	}
+	return &MetadataRunner{
+		registry: registry,
+		chain:    chain,
+		opts: metadataRunOpts{
+			temperature:      temperature,
+			logConversations: logConversations,
+		},
+		health: newHealthTracker(),
+		log:    log,
+	}, nil
+}
+
+// PrimaryProvider returns the first provider in the chain.
+func (r *EmbeddingRunner) PrimaryProvider() string { return r.chain[0].Provider }
+
+// PrimaryModel returns the first model in the chain — the one used as the
+// storage key for search matching.
+func (r *EmbeddingRunner) PrimaryModel() string { return r.chain[0].Model }
+
+// Dimensions returns the required vector dimension.
+func (r *EmbeddingRunner) Dimensions() int { return r.dimensions }
+
+// Embed walks the chain and returns the first successful embedding. The
+// returned EmbedResult names the actual (provider, model) that produced the
+// vector — callers use that when recording the row.
+func (r *EmbeddingRunner) Embed(ctx context.Context, input string) (EmbedResult, error) {
+	var errs []error
+	for _, target := range r.chain {
+		if r.health.skip(target) {
+			continue
+		}
+		client, err := r.registry.Client(target.Provider)
+		if err != nil {
+			errs = append(errs, err)
+			continue
+		}
+		vec, err := client.EmbedWith(ctx, target.Model, input)
+		if err != nil {
+			if ctx.Err() != nil {
+				return EmbedResult{}, ctx.Err()
+			}
+			r.classify(target, err)
+			r.logFailure("embed", target, err)
+			errs = append(errs, fmt.Errorf("%s/%s: %w", target.Provider, target.Model, err))
+			continue
+		}
+		if len(vec) != r.dimensions {
+			dimErr := fmt.Errorf("%s: expected %d, got %d", dimensionMismatchWarning, r.dimensions, len(vec))
+			r.health.markTransient(target)
+			r.logFailure("embed", target, dimErr)
+			errs = append(errs, fmt.Errorf("%s/%s: %w", target.Provider, target.Model, dimErr))
+			continue
+		}
+		r.health.markHealthy(target)
+		return EmbedResult{Vector: vec, Provider: target.Provider, Model: target.Model}, nil
+	}
+	return EmbedResult{}, fmt.Errorf("all embedding targets failed: %w", errors.Join(errs...))
+}
+
+// EmbedPrimary embeds using only the primary target — used for search queries
+// so the query vector matches rows stored under the primary model. Falls back
+// to returning the error without walking the chain.
+func (r *EmbeddingRunner) EmbedPrimary(ctx context.Context, input string) ([]float32, error) {
+	target := r.chain[0]
+	client, err := r.registry.Client(target.Provider)
+	if err != nil {
+		return nil, err
+	}
+	vec, err := client.EmbedWith(ctx, target.Model, input)
+	if err != nil {
+		r.classify(target, err)
+		return nil, err
+	}
+	if len(vec) != r.dimensions {
+		return nil, fmt.Errorf("%s: expected %d, got %d", dimensionMismatchWarning, r.dimensions, len(vec))
+	}
+	r.health.markHealthy(target)
+	return vec, nil
+}
+
+// PrimaryProvider / PrimaryModel for metadata mirror the embedding runner.
+func (r *MetadataRunner) PrimaryProvider() string { return r.chain[0].Provider }
+func (r *MetadataRunner) PrimaryModel() string    { return r.chain[0].Model }
+
+// ExtractMetadata walks the chain sequentially. If every target fails or is
+// unhealthy, it returns a heuristic metadata so capture never hard-fails.
+func (r *MetadataRunner) ExtractMetadata(ctx context.Context, input string) (thoughttypes.ThoughtMetadata, error) {
+	var errs []error
+	for _, target := range r.chain {
+		if r.health.skip(target) {
+			continue
+		}
+		client, err := r.registry.Client(target.Provider)
+		if err != nil {
+			errs = append(errs, err)
+			continue
+		}
+		md, err := client.ExtractMetadataWith(ctx, compat.MetadataOptions{
+			Model:            target.Model,
+			Temperature:      r.opts.temperature,
+			LogConversations: r.opts.logConversations,
+		}, input)
+		if err != nil {
+			if ctx.Err() != nil {
+				return thoughttypes.ThoughtMetadata{}, ctx.Err()
+			}
+			r.classify(target, err)
+			r.logFailure("metadata", target, err)
+			errs = append(errs, fmt.Errorf("%s/%s: %w", target.Provider, target.Model, err))
+			continue
+		}
+		r.health.markHealthy(target)
+		return md, nil
+	}
+	if r.log != nil {
+		r.log.Warn("metadata chain exhausted, using heuristic fallback",
+			slog.Int("targets", len(r.chain)),
+			slog.String("error", errors.Join(errs...).Error()),
+		)
+	}
+	return compat.HeuristicMetadataFromInput(input), nil
+}
+
+// Summarize walks the chain; unlike metadata, there is no heuristic fallback —
+// returns the joined error when everything fails.
+func (r *MetadataRunner) Summarize(ctx context.Context, systemPrompt, userPrompt string) (string, error) {
+	var errs []error
+	for _, target := range r.chain {
+		if r.health.skip(target) {
+			continue
+		}
+		client, err := r.registry.Client(target.Provider)
+		if err != nil {
+			errs = append(errs, err)
+			continue
+		}
+		out, err := client.SummarizeWith(ctx, compat.SummarizeOptions{
+			Model:       target.Model,
+			Temperature: r.opts.temperature,
+		}, systemPrompt, userPrompt)
+		if err != nil {
+			if ctx.Err() != nil {
+				return "", ctx.Err()
+			}
+			r.classify(target, err)
+			r.logFailure("summarize", target, err)
+			errs = append(errs, fmt.Errorf("%s/%s: %w", target.Provider, target.Model, err))
+			continue
+		}
+		r.health.markHealthy(target)
+		return out, nil
+	}
+	return "", fmt.Errorf("all summarize targets failed: %w", errors.Join(errs...))
+}
+
+func (r *EmbeddingRunner) classify(target config.RoleTarget, err error) {
+	switch {
+	case compat.IsPermanentModelError(err):
+		r.health.markPermanent(target)
+	default:
+		r.health.markTransient(target)
+	}
+}
+
+func (r *MetadataRunner) classify(target config.RoleTarget, err error) {
+	switch {
+	case compat.IsPermanentModelError(err):
+		r.health.markPermanent(target)
+	case errors.Is(err, compat.ErrEmptyResponse):
+		r.health.markEmpty(target)
+	default:
+		r.health.markTransient(target)
+	}
+}
+
+func (r *EmbeddingRunner) logFailure(role string, target config.RoleTarget, err error) {
+	if r.log == nil {
+		return
+	}
+	r.log.Warn("ai target failed",
+		slog.String("role", role),
+		slog.String("provider", target.Provider),
+		slog.String("model", target.Model),
+		slog.String("error", err.Error()),
+	)
+}
+
+func (r *MetadataRunner) logFailure(role string, target config.RoleTarget, err error) {
+	if r.log == nil {
+		return
+	}
+	r.log.Warn("ai target failed",
+		slog.String("role", role),
+		slog.String("provider", target.Provider),
+		slog.String("model", target.Model),
+		slog.String("error", err.Error()),
+	)
+}
+
+// healthTracker records per-(provider, model) failure state. skip returns true
+// when a target is still inside its cooldown window; the caller then tries the
+// next target in the chain.
+type healthTracker struct {
+	mu     sync.Mutex
+	states map[config.RoleTarget]*healthState
+}
+
+type healthState struct {
+	unhealthyUntil time.Time
+	emptyCount     int
+}
+
+func newHealthTracker() *healthTracker {
+	return &healthTracker{states: map[config.RoleTarget]*healthState{}}
+}
+
+func (h *healthTracker) skip(target config.RoleTarget) bool {
+	h.mu.Lock()
+	defer h.mu.Unlock()
+	s, ok := h.states[target]
+	if !ok {
+		return false
+	}
+	return time.Now().Before(s.unhealthyUntil)
+}
+
+func (h *healthTracker) markTransient(target config.RoleTarget) {
+	h.setCooldown(target, transientCooldown)
+}
+
+func (h *healthTracker) markPermanent(target config.RoleTarget) {
+	h.setCooldown(target, permanentCooldown)
+}
+
+func (h *healthTracker) markEmpty(target config.RoleTarget) {
+	h.mu.Lock()
+	defer h.mu.Unlock()
+	s := h.states[target]
+	if s == nil {
+		s = &healthState{}
+		h.states[target] = s
+	}
+	s.emptyCount++
+	if s.emptyCount >= emptyResponseThreshold {
+		s.unhealthyUntil = time.Now().Add(emptyResponseCooldown)
+		s.emptyCount = 0
+	}
+}
+
+func (h *healthTracker) markHealthy(target config.RoleTarget) {
+	h.mu.Lock()
+	defer h.mu.Unlock()
+	if s, ok := h.states[target]; ok {
+		s.unhealthyUntil = time.Time{}
+		s.emptyCount = 0
+	}
+}
+
+func (h *healthTracker) setCooldown(target config.RoleTarget, d time.Duration) {
+	h.mu.Lock()
+	defer h.mu.Unlock()
+	s := h.states[target]
+	if s == nil {
+		s = &healthState{}
+		h.states[target] = s
+	}
+	s.unhealthyUntil = time.Now().Add(d)
+	s.emptyCount = 0
+}

internal/ai/runner_test.go

@@ -0,0 +1,139 @@
+package ai
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"sync"
+	"testing"
+
+	"git.warky.dev/wdevs/amcs/internal/config"
+)
+
+func TestEmbeddingRunnerFallsBackAndSkipsUnhealthyPrimary(t *testing.T) {
+	var (
+		mu           sync.Mutex
+		primaryCalls int
+	)
+
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/embeddings" {
+			http.NotFound(w, r)
+			return
+		}
+		var req struct {
+			Model string `json:"model"`
+		}
+		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+		switch req.Model {
+		case "embed-primary":
+			mu.Lock()
+			primaryCalls++
+			mu.Unlock()
+			http.Error(w, "upstream down", http.StatusBadGateway)
+		case "embed-fallback":
+			_ = json.NewEncoder(w).Encode(map[string]any{
+				"data": []map[string]any{{"embedding": []float32{0.1, 0.2, 0.3}}},
+			})
+		default:
+			http.Error(w, "unknown model", http.StatusBadRequest)
+		}
+	}))
+	defer srv.Close()
+
+	reg, err := NewRegistry(map[string]config.ProviderConfig{
+		"p1": {Type: "litellm", BaseURL: srv.URL, APIKey: "k1"},
+		"p2": {Type: "litellm", BaseURL: srv.URL, APIKey: "k2"},
+	}, srv.Client(), nil)
+	if err != nil {
+		t.Fatalf("NewRegistry() error = %v", err)
+	}
+
+	runner, err := NewEmbeddingRunner(reg, []config.RoleTarget{
+		{Provider: "p1", Model: "embed-primary"},
+		{Provider: "p2", Model: "embed-fallback"},
+	}, 3, nil)
+	if err != nil {
+		t.Fatalf("NewEmbeddingRunner() error = %v", err)
+	}
+
+	res, err := runner.Embed(context.Background(), "hello")
+	if err != nil {
+		t.Fatalf("Embed() first call error = %v", err)
+	}
+	if res.Provider != "p2" || res.Model != "embed-fallback" {
+		t.Fatalf("Embed() first call target = %s/%s, want p2/embed-fallback", res.Provider, res.Model)
+	}
+
+	res, err = runner.Embed(context.Background(), "hello again")
+	if err != nil {
+		t.Fatalf("Embed() second call error = %v", err)
+	}
+	if res.Provider != "p2" || res.Model != "embed-fallback" {
+		t.Fatalf("Embed() second call target = %s/%s, want p2/embed-fallback", res.Provider, res.Model)
+	}
+
+	mu.Lock()
+	calls := primaryCalls
+	mu.Unlock()
+	if calls != 3 {
+		t.Fatalf("primary calls = %d, want 3 (first request retries 3x; second call should skip unhealthy primary)", calls)
+	}
+}
+
+func TestMetadataRunnerSummarizeFallsBack(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/chat/completions" {
+			http.NotFound(w, r)
+			return
+		}
+		var req struct {
+			Model string `json:"model"`
+		}
+		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+		switch req.Model {
+		case "sum-primary":
+			http.Error(w, "provider error", http.StatusBadGateway)
+		case "sum-fallback":
+			_ = json.NewEncoder(w).Encode(map[string]any{
+				"choices": []map[string]any{{
+					"message": map[string]any{"role": "assistant", "content": "fallback summary"},
+				}},
+			})
+		default:
+			http.Error(w, "unknown model", http.StatusBadRequest)
+		}
+	}))
+	defer srv.Close()
+
+	reg, err := NewRegistry(map[string]config.ProviderConfig{
+		"p1": {Type: "litellm", BaseURL: srv.URL, APIKey: "k1"},
+		"p2": {Type: "litellm", BaseURL: srv.URL, APIKey: "k2"},
+	}, srv.Client(), nil)
+	if err != nil {
+		t.Fatalf("NewRegistry() error = %v", err)
+	}
+
+	runner, err := NewMetadataRunner(reg, []config.RoleTarget{
+		{Provider: "p1", Model: "sum-primary"},
+		{Provider: "p2", Model: "sum-fallback"},
+	}, 0.1, false, nil)
+	if err != nil {
+		t.Fatalf("NewMetadataRunner() error = %v", err)
+	}
+
+	summary, err := runner.Summarize(context.Background(), "system", "user")
+	if err != nil {
+		t.Fatalf("Summarize() error = %v", err)
+	}
+	if summary != "fallback summary" {
+		t.Fatalf("summary = %q, want %q", summary, "fallback summary")
+	}
+}

internal/app/admin_actions.go

@@ -0,0 +1,79 @@
+package app
+
+import (
+	"encoding/json"
+	"log/slog"
+	"net/http"
+
+	"git.warky.dev/wdevs/amcs/internal/tools"
+)
+
+type adminActions struct {
+	backfill *tools.BackfillTool
+	retry    *tools.EnrichmentRetryer
+	logger   *slog.Logger
+}
+
+func newAdminActions(backfill *tools.BackfillTool, retry *tools.EnrichmentRetryer, logger *slog.Logger) *adminActions {
+	return &adminActions{
+		backfill: backfill,
+		retry:    retry,
+		logger:   logger,
+	}
+}
+
+func (a *adminActions) backfillHandler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.Method != http.MethodPost {
+			w.Header().Set("Allow", http.MethodPost)
+			http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+			return
+		}
+
+		var in tools.BackfillInput
+		if err := json.NewDecoder(r.Body).Decode(&in); err != nil {
+			http.Error(w, "invalid request body", http.StatusBadRequest)
+			return
+		}
+
+		_, out, err := a.backfill.Handle(r.Context(), nil, in)
+		if err != nil {
+			if a.logger != nil {
+				a.logger.Warn("admin backfill failed", slog.String("error", err.Error()))
+			}
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(out)
+	})
+}
+
+func (a *adminActions) retryMetadataHandler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.Method != http.MethodPost {
+			w.Header().Set("Allow", http.MethodPost)
+			http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+			return
+		}
+
+		var in tools.RetryEnrichmentInput
+		if err := json.NewDecoder(r.Body).Decode(&in); err != nil {
+			http.Error(w, "invalid request body", http.StatusBadRequest)
+			return
+		}
+
+		_, out, err := a.retry.Handle(r.Context(), nil, in)
+		if err != nil {
+			if a.logger != nil {
+				a.logger.Warn("admin metadata retry failed", slog.String("error", err.Error()))
+			}
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(out)
+	})
+}

internal/app/admin_legacy.go.disabled

@@ -0,0 +1,268 @@
+package app
+// Legacy admin handlers retired in favor of ResolveSpec-backed routes.
+
+import (
+	"encoding/json"
+	"log/slog"
+	"net/http"
+	"strconv"
+	"strings"
+
+	"git.warky.dev/wdevs/amcs/internal/store"
+	ext "git.warky.dev/wdevs/amcs/internal/types"
+
+	"github.com/google/uuid"
+)
+
+type adminHandlers struct {
+	db     *store.DB
+	logger *slog.Logger
+}
+
+func newAdminHandlers(db *store.DB, logger *slog.Logger) *adminHandlers {
+	return &adminHandlers{db: db, logger: logger}
+}
+
+func (h *adminHandlers) register(mux *http.ServeMux, middleware func(http.Handler) http.Handler) {
+	handle := func(pattern string, fn http.HandlerFunc) {
+		mux.Handle(pattern, middleware(fn))
+	}
+
+	handle("GET /api/admin/projects", h.listProjects)
+	handle("POST /api/admin/projects", h.createProject)
+	handle("GET /api/admin/thoughts", h.listThoughts)
+	handle("GET /api/admin/thoughts/{id}", h.getThought)
+	handle("DELETE /api/admin/thoughts/{id}", h.deleteThought)
+	handle("POST /api/admin/thoughts/{id}/archive", h.archiveThought)
+	handle("GET /api/admin/skills", h.listSkills)
+	handle("DELETE /api/admin/skills/{id}", h.deleteSkill)
+	handle("GET /api/admin/guardrails", h.listGuardrails)
+	handle("DELETE /api/admin/guardrails/{id}", h.deleteGuardrail)
+	handle("GET /api/admin/files", h.listFiles)
+	handle("GET /api/admin/stats", h.stats)
+}
+
+// --- Projects ---
+
+func (h *adminHandlers) listProjects(w http.ResponseWriter, r *http.Request) {
+	projects, err := h.db.ListProjects(r.Context())
+	if err != nil {
+		h.internalError(w, "list projects", err)
+		return
+	}
+	writeJSON(w, projects)
+}
+
+func (h *adminHandlers) createProject(w http.ResponseWriter, r *http.Request) {
+	var body struct {
+		Name        string `json:"name"`
+		Description string `json:"description"`
+	}
+	if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
+		http.Error(w, "invalid request body", http.StatusBadRequest)
+		return
+	}
+	if strings.TrimSpace(body.Name) == "" {
+		http.Error(w, "name is required", http.StatusBadRequest)
+		return
+	}
+	project, err := h.db.CreateProject(r.Context(), body.Name, body.Description)
+	if err != nil {
+		h.internalError(w, "create project", err)
+		return
+	}
+	w.WriteHeader(http.StatusCreated)
+	writeJSON(w, project)
+}
+
+// --- Thoughts ---
+
+func (h *adminHandlers) listThoughts(w http.ResponseWriter, r *http.Request) {
+	q := r.URL.Query()
+	limit := 50
+	if l := q.Get("limit"); l != "" {
+		if n, err := strconv.Atoi(l); err == nil && n > 0 {
+			limit = min(n, 200)
+		}
+	}
+
+	query := strings.TrimSpace(q.Get("q"))
+	includeArchived := q.Get("include_archived") == "true"
+
+	var projectID *uuid.UUID
+	if pid := q.Get("project_id"); pid != "" {
+		if id, err := uuid.Parse(pid); err == nil {
+			projectID = &id
+		}
+	}
+
+	if query != "" {
+		results, err := h.db.SearchThoughtsText(r.Context(), query, limit, projectID, nil)
+		if err != nil {
+			h.internalError(w, "search thoughts", err)
+			return
+		}
+		writeJSON(w, results)
+		return
+	}
+
+	thoughts, err := h.db.ListThoughts(r.Context(), ext.ListFilter{
+		Limit:           limit,
+		ProjectID:       projectID,
+		IncludeArchived: includeArchived,
+	})
+	if err != nil {
+		h.internalError(w, "list thoughts", err)
+		return
+	}
+	writeJSON(w, thoughts)
+}
+
+func (h *adminHandlers) getThought(w http.ResponseWriter, r *http.Request) {
+	id, ok := parseUUID(w, r.PathValue("id"))
+	if !ok {
+		return
+	}
+	thought, err := h.db.GetThought(r.Context(), id)
+	if err != nil {
+		h.internalError(w, "get thought", err)
+		return
+	}
+	writeJSON(w, thought)
+}
+
+func (h *adminHandlers) deleteThought(w http.ResponseWriter, r *http.Request) {
+	id, ok := parseUUID(w, r.PathValue("id"))
+	if !ok {
+		return
+	}
+	if err := h.db.DeleteThought(r.Context(), id); err != nil {
+		h.internalError(w, "delete thought", err)
+		return
+	}
+	w.WriteHeader(http.StatusNoContent)
+}
+
+func (h *adminHandlers) archiveThought(w http.ResponseWriter, r *http.Request) {
+	id, ok := parseUUID(w, r.PathValue("id"))
+	if !ok {
+		return
+	}
+	if err := h.db.ArchiveThought(r.Context(), id); err != nil {
+		h.internalError(w, "archive thought", err)
+		return
+	}
+	w.WriteHeader(http.StatusNoContent)
+}
+
+// --- Skills ---
+
+func (h *adminHandlers) listSkills(w http.ResponseWriter, r *http.Request) {
+	tag := r.URL.Query().Get("tag")
+	skills, err := h.db.ListSkills(r.Context(), tag)
+	if err != nil {
+		h.internalError(w, "list skills", err)
+		return
+	}
+	writeJSON(w, skills)
+}
+
+func (h *adminHandlers) deleteSkill(w http.ResponseWriter, r *http.Request) {
+	id, ok := parseUUID(w, r.PathValue("id"))
+	if !ok {
+		return
+	}
+	if err := h.db.RemoveSkill(r.Context(), id); err != nil {
+		h.internalError(w, "delete skill", err)
+		return
+	}
+	w.WriteHeader(http.StatusNoContent)
+}
+
+// --- Guardrails ---
+
+func (h *adminHandlers) listGuardrails(w http.ResponseWriter, r *http.Request) {
+	q := r.URL.Query()
+	guardrails, err := h.db.ListGuardrails(r.Context(), q.Get("tag"), q.Get("severity"))
+	if err != nil {
+		h.internalError(w, "list guardrails", err)
+		return
+	}
+	writeJSON(w, guardrails)
+}
+
+func (h *adminHandlers) deleteGuardrail(w http.ResponseWriter, r *http.Request) {
+	id, ok := parseUUID(w, r.PathValue("id"))
+	if !ok {
+		return
+	}
+	if err := h.db.RemoveGuardrail(r.Context(), id); err != nil {
+		h.internalError(w, "delete guardrail", err)
+		return
+	}
+	w.WriteHeader(http.StatusNoContent)
+}
+
+// --- Files ---
+
+func (h *adminHandlers) listFiles(w http.ResponseWriter, r *http.Request) {
+	q := r.URL.Query()
+	limit := 100
+	if l := q.Get("limit"); l != "" {
+		if n, err := strconv.Atoi(l); err == nil && n > 0 {
+			limit = min(n, 500)
+		}
+	}
+
+	filter := ext.StoredFileFilter{Limit: limit}
+	if pid := q.Get("project_id"); pid != "" {
+		if id, err := uuid.Parse(pid); err == nil {
+			filter.ProjectID = &id
+		}
+	}
+	if tid := q.Get("thought_id"); tid != "" {
+		if id, err := uuid.Parse(tid); err == nil {
+			filter.ThoughtID = &id
+		}
+	}
+	filter.Kind = q.Get("kind")
+
+	files, err := h.db.ListStoredFiles(r.Context(), filter)
+	if err != nil {
+		h.internalError(w, "list files", err)
+		return
+	}
+	writeJSON(w, files)
+}
+
+// --- Stats ---
+
+func (h *adminHandlers) stats(w http.ResponseWriter, r *http.Request) {
+	stats, err := h.db.Stats(r.Context())
+	if err != nil {
+		h.internalError(w, "stats", err)
+		return
+	}
+	writeJSON(w, stats)
+}
+
+// --- Helpers ---
+
+func (h *adminHandlers) internalError(w http.ResponseWriter, op string, err error) {
+	h.logger.Error("admin handler error", slog.String("op", op), slog.String("error", err.Error()))
+	http.Error(w, "internal server error", http.StatusInternalServerError)
+}
+
+func writeJSON(w http.ResponseWriter, v any) {
+	w.Header().Set("Content-Type", "application/json")
+	_ = json.NewEncoder(w).Encode(v)
+}
+
+func parseUUID(w http.ResponseWriter, s string) (uuid.UUID, bool) {
+	id, err := uuid.Parse(s)
+	if err != nil {
+		http.Error(w, "invalid id", http.StatusBadRequest)
+		return uuid.UUID{}, false
+	}
+	return id, true
+}

internal/app/app.go

@@ -34,7 +34,7 @@ func Run(ctx context.Context, configPath string) error {
 
 	logger.Info("loaded configuration",
 		slog.String("path", loadedFrom),
-		slog.String("provider", cfg.AI.Provider),
+		slog.Int("config_version", cfg.Version),
 		slog.String("version", info.Version),
 		slog.String("tag_name", info.TagName),
 		slog.String("build_date", info.BuildDate),
@@ -52,11 +52,37 @@ func Run(ctx context.Context, configPath string) error {
 	}
 
 	httpClient := &http.Client{Timeout: 30 * time.Second}
-	provider, err := ai.NewProvider(cfg.AI, httpClient, logger)
+	registry, err := ai.NewRegistry(cfg.AI.Providers, httpClient, logger)
 	if err != nil {
 		return err
 	}
 
+	foregroundEmbeddings, err := ai.NewEmbeddingRunner(registry, cfg.AI.Embeddings.Chain(), cfg.AI.Embeddings.Dimensions, logger)
+	if err != nil {
+		return err
+	}
+	foregroundMetadata, err := ai.NewMetadataRunner(registry, cfg.AI.Metadata.Chain(), cfg.AI.Metadata.Temperature, cfg.AI.Metadata.LogConversations, logger)
+	if err != nil {
+		return err
+	}
+
+	backgroundEmbeddings := foregroundEmbeddings
+	backgroundMetadata := foregroundMetadata
+	if cfg.AI.Background != nil {
+		if cfg.AI.Background.Embeddings != nil {
+			backgroundEmbeddings, err = ai.NewEmbeddingRunner(registry, cfg.AI.Background.Embeddings.AsTargets(), cfg.AI.Embeddings.Dimensions, logger)
+			if err != nil {
+				return err
+			}
+		}
+		if cfg.AI.Background.Metadata != nil {
+			backgroundMetadata, err = ai.NewMetadataRunner(registry, cfg.AI.Background.Metadata.AsTargets(), cfg.AI.Metadata.Temperature, cfg.AI.Metadata.LogConversations, logger)
+			if err != nil {
+				return err
+			}
+		}
+	}
+
 	var keyring *auth.Keyring
 	var oauthRegistry *auth.OAuthRegistry
 	var tokenStore *auth.TokenStore
@@ -66,23 +92,24 @@ func Run(ctx context.Context, configPath string) error {
 			return err
 		}
 	}
+	tokenStore = auth.NewTokenStore(0)
 	if len(cfg.Auth.OAuth.Clients) > 0 {
 		oauthRegistry, err = auth.NewOAuthRegistry(cfg.Auth.OAuth.Clients)
 		if err != nil {
 			return err
 		}
-		tokenStore = auth.NewTokenStore(0)
 	}
 	authCodes := auth.NewAuthCodeStore()
 	dynClients := auth.NewDynamicClientStore()
 	activeProjects := session.NewActiveProjects()
 
-	logger.Info("database connection verified",
-		slog.String("provider", provider.Name()),
+	logger.Info("ai providers initialised",
+		slog.String("embedding_primary", foregroundEmbeddings.PrimaryProvider()+"/"+foregroundEmbeddings.PrimaryModel()),
+		slog.String("metadata_primary", foregroundMetadata.PrimaryProvider()+"/"+foregroundMetadata.PrimaryModel()),
 	)
 
 	if cfg.Backfill.Enabled && cfg.Backfill.RunOnStartup {
-		go runBackfillPass(ctx, db, provider, cfg.Backfill, logger)
+		go runBackfillPass(ctx, db, backgroundEmbeddings, cfg.Backfill, logger)
 	}
 
 	if cfg.Backfill.Enabled && cfg.Backfill.Interval > 0 {
@@ -94,14 +121,14 @@ func Run(ctx context.Context, configPath string) error {
 				case <-ctx.Done():
 					return
 				case <-ticker.C:
-					runBackfillPass(ctx, db, provider, cfg.Backfill, logger)
+					runBackfillPass(ctx, db, backgroundEmbeddings, cfg.Backfill, logger)
 				}
 			}
 		}()
 	}
 
 	if cfg.MetadataRetry.Enabled && cfg.MetadataRetry.RunOnStartup {
-		go runMetadataRetryPass(ctx, db, provider, cfg, activeProjects, logger)
+		go runMetadataRetryPass(ctx, db, backgroundMetadata, cfg, activeProjects, logger)
 	}
 
 	if cfg.MetadataRetry.Enabled && cfg.MetadataRetry.Interval > 0 {
@@ -113,13 +140,13 @@ func Run(ctx context.Context, configPath string) error {
 				case <-ctx.Done():
 					return
 				case <-ticker.C:
-					runMetadataRetryPass(ctx, db, provider, cfg, activeProjects, logger)
+					runMetadataRetryPass(ctx, db, backgroundMetadata, cfg, activeProjects, logger)
 				}
 			}
 		}()
 	}
 
-	handler, err := routes(logger, cfg, info, db, provider, keyring, oauthRegistry, tokenStore, authCodes, dynClients, activeProjects)
+	handler, err := routes(logger, cfg, info, db, foregroundEmbeddings, foregroundMetadata, backgroundEmbeddings, backgroundMetadata, keyring, oauthRegistry, tokenStore, authCodes, dynClients, activeProjects)
 	if err != nil {
 		return err
 	}
@@ -156,38 +183,41 @@ func Run(ctx context.Context, configPath string) error {
 	}
 }
 
-func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *store.DB, provider ai.Provider, keyring *auth.Keyring, oauthRegistry *auth.OAuthRegistry, tokenStore *auth.TokenStore, authCodes *auth.AuthCodeStore, dynClients *auth.DynamicClientStore, activeProjects *session.ActiveProjects) (http.Handler, error) {
+func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *store.DB, embeddings *ai.EmbeddingRunner, metadata *ai.MetadataRunner, bgEmbeddings *ai.EmbeddingRunner, bgMetadata *ai.MetadataRunner, keyring *auth.Keyring, oauthRegistry *auth.OAuthRegistry, tokenStore *auth.TokenStore, authCodes *auth.AuthCodeStore, dynClients *auth.DynamicClientStore, activeProjects *session.ActiveProjects) (http.Handler, error) {
 	mux := http.NewServeMux()
 	accessTracker := auth.NewAccessTracker()
-	oauthEnabled := oauthRegistry != nil && tokenStore != nil
+	oauthEnabled := oauthRegistry != nil
 	authMiddleware := auth.Middleware(cfg.Auth, keyring, oauthRegistry, tokenStore, accessTracker, logger)
 	filesTool := tools.NewFilesTool(db, activeProjects)
-	enrichmentRetryer := tools.NewEnrichmentRetryer(context.Background(), db, provider, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, logger)
-	backfillTool := tools.NewBackfillTool(db, provider, activeProjects, logger)
+	enrichmentRetryer := tools.NewEnrichmentRetryer(context.Background(), db, bgMetadata, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, logger)
+	backfillTool := tools.NewBackfillTool(db, bgEmbeddings, activeProjects, logger)
+	adminActions := newAdminActions(backfillTool, enrichmentRetryer, logger)
 
 	toolSet := mcpserver.ToolSet{
-		Capture:       tools.NewCaptureTool(db, provider, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, enrichmentRetryer, backfillTool, logger),
-		Search:        tools.NewSearchTool(db, provider, cfg.Search, activeProjects),
+		Capture:       tools.NewCaptureTool(db, embeddings, cfg.Capture, activeProjects, enrichmentRetryer, backfillTool),
+		Search:        tools.NewSearchTool(db, embeddings, cfg.Search, activeProjects),
 		List:          tools.NewListTool(db, cfg.Search, activeProjects),
 		Stats:         tools.NewStatsTool(db),
 		Get:           tools.NewGetTool(db),
-		Update:        tools.NewUpdateTool(db, provider, cfg.Capture, logger),
+		Update:        tools.NewUpdateTool(db, embeddings, metadata, cfg.Capture, logger),
 		Delete:        tools.NewDeleteTool(db),
 		Archive:       tools.NewArchiveTool(db),
 		Projects:      tools.NewProjectsTool(db, activeProjects),
 		Version:       tools.NewVersionTool(cfg.MCP.ServerName, info),
-		Context:       tools.NewContextTool(db, provider, cfg.Search, activeProjects),
-		Recall:        tools.NewRecallTool(db, provider, cfg.Search, activeProjects),
-		Summarize:     tools.NewSummarizeTool(db, provider, cfg.Search, activeProjects),
-		Links:         tools.NewLinksTool(db, provider, cfg.Search),
+		Learnings:     tools.NewLearningsTool(db, activeProjects, cfg.Search),
+		Plans:         tools.NewPlansTool(db, activeProjects, cfg.Search),
+		Context:       tools.NewContextTool(db, embeddings, cfg.Search, activeProjects),
+		Recall:        tools.NewRecallTool(db, embeddings, cfg.Search, activeProjects),
+		Summarize:     tools.NewSummarizeTool(db, embeddings, metadata, cfg.Search, activeProjects),
+		Links:         tools.NewLinksTool(db, embeddings, cfg.Search),
 		Files:         filesTool,
 		Backfill:      backfillTool,
-		Reparse:       tools.NewReparseMetadataTool(db, provider, cfg.Capture, activeProjects, logger),
+		Reparse:       tools.NewReparseMetadataTool(db, bgMetadata, cfg.Capture, activeProjects, logger),
 		RetryMetadata: tools.NewRetryEnrichmentTool(enrichmentRetryer),
-		Maintenance:   tools.NewMaintenanceTool(db),
-		Skills:        tools.NewSkillsTool(db, activeProjects),
-		ChatHistory:   tools.NewChatHistoryTool(db, activeProjects),
-		Describe:      tools.NewDescribeTool(db, mcpserver.BuildToolCatalog()),
+		//Maintenance:   tools.NewMaintenanceTool(db),
+		Skills:      tools.NewSkillsTool(db, activeProjects),
+		ChatHistory: tools.NewChatHistoryTool(db, activeProjects),
+		Describe:    tools.NewDescribeTool(db, mcpserver.BuildToolCatalog()),
 	}
 
 	mcpHandlers, err := mcpserver.NewHandlers(cfg.MCP, logger, toolSet, activeProjects.Clear)
@@ -199,21 +229,26 @@ func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *st
 		mux.Handle(cfg.MCP.SSEPath, authMiddleware(mcpHandlers.SSE))
 		logger.Info("SSE transport enabled", slog.String("sse_path", cfg.MCP.SSEPath))
 	}
+	if err := registerResolveSpecAdminRoutes(mux, db, authMiddleware, logger); err != nil {
+		return nil, fmt.Errorf("setup resolvespec admin routes: %w", err)
+	}
 	mux.Handle("/files", authMiddleware(fileHandler(filesTool)))
 	mux.Handle("/files/{id}", authMiddleware(fileHandler(filesTool)))
-	if oauthEnabled {
-		mux.HandleFunc("/.well-known/oauth-authorization-server", oauthMetadataHandler())
-		mux.HandleFunc("/oauth-authorization-server", oauthMetadataHandler())
-		mux.HandleFunc("/oauth/register", oauthRegisterHandler(dynClients, logger))
-		mux.HandleFunc("/authorize", oauthAuthorizeHandler(dynClients, authCodes, logger))
-		mux.HandleFunc("/oauth/authorize", oauthAuthorizeHandler(dynClients, authCodes, logger))
-		mux.HandleFunc("/oauth/token", oauthTokenHandler(oauthRegistry, tokenStore, authCodes, logger))
-	}
+	mux.HandleFunc("/.well-known/oauth-authorization-server", oauthMetadataHandler())
+	mux.HandleFunc("/api/oauth/register", oauthRegisterHandler(dynClients, logger))
+	mux.HandleFunc("/api/oauth/authorize", oauthAuthorizeHandler(dynClients, authCodes, logger))
+	mux.HandleFunc("/api/oauth/token", oauthTokenHandler(oauthRegistry, tokenStore, authCodes, logger))
+	mux.Handle("/api/admin/actions/backfill", authMiddleware(adminActions.backfillHandler()))
+	mux.Handle("/api/admin/actions/retry-metadata", authMiddleware(adminActions.retryMetadataHandler()))
 	mux.HandleFunc("/favicon.ico", serveFavicon)
 	mux.HandleFunc("/images/project.jpg", serveHomeImage)
 	mux.HandleFunc("/images/icon.png", serveIcon)
 	mux.HandleFunc("/llm", serveLLMInstructions)
-	mux.HandleFunc("/api/status", statusAPIHandler(info, accessTracker, oauthEnabled))
+	mux.HandleFunc("/llms.txt", serveLLMSTXT)
+	mux.HandleFunc("/.well-known/llms.txt", serveLLMSTXT)
+	mux.HandleFunc("/robots.txt", serveRobotsTXT)
+	mux.Handle("/api/status", authMiddleware(statusAPIHandler(info, accessTracker, oauthEnabled)))
+	mux.HandleFunc("/status", publicStatusHandler(accessTracker))
 
 	mux.HandleFunc("/healthz", func(w http.ResponseWriter, r *http.Request) {
 		w.WriteHeader(http.StatusOK)
@@ -242,8 +277,8 @@ func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *st
 	), nil
 }
 
-func runMetadataRetryPass(ctx context.Context, db *store.DB, provider ai.Provider, cfg *config.Config, activeProjects *session.ActiveProjects, logger *slog.Logger) {
-	retryer := tools.NewMetadataRetryer(ctx, db, provider, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, logger)
+func runMetadataRetryPass(ctx context.Context, db *store.DB, metadataRunner *ai.MetadataRunner, cfg *config.Config, activeProjects *session.ActiveProjects, logger *slog.Logger) {
+	retryer := tools.NewMetadataRetryer(ctx, db, metadataRunner, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, logger)
 	_, out, err := retryer.Handle(ctx, nil, tools.RetryMetadataInput{
 		Limit:           cfg.MetadataRetry.MaxPerRun,
 		IncludeArchived: cfg.MetadataRetry.IncludeArchived,
@@ -261,8 +296,8 @@ func runMetadataRetryPass(ctx context.Context, db *store.DB, provider ai.Provide
 	)
 }
 
-func runBackfillPass(ctx context.Context, db *store.DB, provider ai.Provider, cfg config.BackfillConfig, logger *slog.Logger) {
-	backfiller := tools.NewBackfillTool(db, provider, nil, logger)
+func runBackfillPass(ctx context.Context, db *store.DB, embeddings *ai.EmbeddingRunner, cfg config.BackfillConfig, logger *slog.Logger) {
+	backfiller := tools.NewBackfillTool(db, embeddings, nil, logger)
 	_, out, err := backfiller.Handle(ctx, nil, tools.BackfillInput{
 		Limit:           cfg.MaxPerRun,
 		IncludeArchived: cfg.IncludeArchived,

internal/app/llm.go

@@ -1,7 +1,9 @@
 package app
 
 import (
+	"fmt"
 	"net/http"
+	"strings"
 
 	amcsllm "git.warky.dev/wdevs/amcs/llm"
 )
@@ -20,3 +22,74 @@ func serveLLMInstructions(w http.ResponseWriter, r *http.Request) {
 	}
 	_, _ = w.Write(amcsllm.MemoryInstructions)
 }
+
+func serveRobotsTXT(w http.ResponseWriter, r *http.Request) {
+	if r.URL.Path != "/robots.txt" {
+		http.NotFound(w, r)
+		return
+	}
+	if r.Method != http.MethodGet && r.Method != http.MethodHead {
+		w.Header().Set("Allow", "GET, HEAD")
+		http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
+	w.Header().Set("Content-Type", "text/plain; charset=utf-8")
+	w.Header().Set("Cache-Control", "public, max-age=300")
+	w.WriteHeader(http.StatusOK)
+	if r.Method == http.MethodHead {
+		return
+	}
+
+	body := fmt.Sprintf("User-agent: *\nAllow: /\n\n# LLM-friendly docs\nLLM: %s/llm\nLLMS: %s/llms.txt\n", requestBaseURL(r), requestBaseURL(r))
+	_, _ = w.Write([]byte(body))
+}
+
+func serveLLMSTXT(w http.ResponseWriter, r *http.Request) {
+	if r.URL.Path != "/llms.txt" && r.URL.Path != "/.well-known/llms.txt" {
+		http.NotFound(w, r)
+		return
+	}
+	if r.Method != http.MethodGet && r.Method != http.MethodHead {
+		w.Header().Set("Allow", "GET, HEAD")
+		http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
+	w.Header().Set("Content-Type", "text/plain; charset=utf-8")
+	w.Header().Set("Cache-Control", "public, max-age=300")
+	w.WriteHeader(http.StatusOK)
+	if r.Method == http.MethodHead {
+		return
+	}
+
+	base := requestBaseURL(r)
+	body := fmt.Sprintf(
+		"# AMCS\n\n> A memory server for AI assistants (MCP tools, semantic retrieval, and structured project memory).\n\n## Endpoints\n- %s/llm\n- %s/status\n- %s/mcp\n- %s/.well-known/oauth-authorization-server\n",
+		base,
+		base,
+		base,
+		base,
+	)
+	_, _ = w.Write([]byte(body))
+}
+
+func requestBaseURL(r *http.Request) string {
+	scheme := "http"
+	if r != nil && r.TLS != nil {
+		scheme = "https"
+	}
+	if r != nil {
+		if proto := strings.TrimSpace(r.Header.Get("X-Forwarded-Proto")); proto != "" {
+			scheme = proto
+		}
+	}
+
+	host := "localhost"
+	if r != nil {
+		if v := strings.TrimSpace(r.Host); v != "" {
+			host = v
+		}
+	}
+	return scheme + "://" + host
+}

internal/app/llm_test.go

@@ -3,6 +3,7 @@ package app
 import (
 	"net/http"
 	"net/http/httptest"
+	"strings"
 	"testing"
 
 	amcsllm "git.warky.dev/wdevs/amcs/llm"
@@ -29,3 +30,70 @@ func TestServeLLMInstructions(t *testing.T) {
 		t.Fatalf("body = %q, want embedded instructions", body)
 	}
 }
+
+func TestServeRobotsTXT(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/robots.txt", nil)
+	req.Host = "amcs.example.com"
+	req.Header.Set("X-Forwarded-Proto", "https")
+	rec := httptest.NewRecorder()
+
+	serveRobotsTXT(rec, req)
+
+	res := rec.Result()
+	defer func() {
+		_ = res.Body.Close()
+	}()
+
+	if res.StatusCode != http.StatusOK {
+		t.Fatalf("status = %d, want %d", res.StatusCode, http.StatusOK)
+	}
+	if got := res.Header.Get("Content-Type"); got != "text/plain; charset=utf-8" {
+		t.Fatalf("content-type = %q, want %q", got, "text/plain; charset=utf-8")
+	}
+	body := rec.Body.String()
+	if !strings.Contains(body, "LLM: https://amcs.example.com/llm") {
+		t.Fatalf("body = %q, want LLM link", body)
+	}
+	if !strings.Contains(body, "LLMS: https://amcs.example.com/llms.txt") {
+		t.Fatalf("body = %q, want LLMS link", body)
+	}
+}
+
+func TestServeLLMSTXT(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/llms.txt", nil)
+	req.Host = "amcs.example.com"
+	req.Header.Set("X-Forwarded-Proto", "https")
+	rec := httptest.NewRecorder()
+
+	serveLLMSTXT(rec, req)
+
+	res := rec.Result()
+	defer func() {
+		_ = res.Body.Close()
+	}()
+
+	if res.StatusCode != http.StatusOK {
+		t.Fatalf("status = %d, want %d", res.StatusCode, http.StatusOK)
+	}
+	if got := res.Header.Get("Content-Type"); got != "text/plain; charset=utf-8" {
+		t.Fatalf("content-type = %q, want %q", got, "text/plain; charset=utf-8")
+	}
+	body := rec.Body.String()
+	if !strings.Contains(body, "https://amcs.example.com/llm") {
+		t.Fatalf("body = %q, want /llm link", body)
+	}
+	if !strings.Contains(body, "https://amcs.example.com/.well-known/oauth-authorization-server") {
+		t.Fatalf("body = %q, want oauth discovery link", body)
+	}
+}
+
+func TestServeLLMSTXTWellKnownPath(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/.well-known/llms.txt", nil)
+	rec := httptest.NewRecorder()
+
+	serveLLMSTXT(rec, req)
+
+	if rec.Code != http.StatusOK {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusOK)
+	}
+}

internal/app/oauth.go

@@ -14,6 +14,7 @@ import (
 	"time"
 
 	"git.warky.dev/wdevs/amcs/internal/auth"
+	"git.warky.dev/wdevs/amcs/internal/requestip"
 )
 
 // --- JSON types ---
@@ -66,9 +67,9 @@ func oauthMetadataHandler() http.HandlerFunc {
 		base := serverBaseURL(r)
 		meta := oauthServerMetadata{
 			Issuer:                            base,
-			AuthorizationEndpoint:             base + "/authorize",
-			TokenEndpoint:                     base + "/oauth/token",
-			RegistrationEndpoint:              base + "/oauth/register",
+			AuthorizationEndpoint:             base + "/api/oauth/authorize",
+			TokenEndpoint:                     base + "/api/oauth/token",
+			RegistrationEndpoint:              base + "/api/oauth/register",
 			ScopesSupported:                   []string{"mcp"},
 			ResponseTypesSupported:            []string{"code"},
 			GrantTypesSupported:               []string{"authorization_code", "client_credentials"},
@@ -243,6 +244,10 @@ func oauthTokenHandler(oauthRegistry *auth.OAuthRegistry, tokenStore *auth.Token
 
 		switch r.FormValue("grant_type") {
 		case "client_credentials":
+			if oauthRegistry == nil {
+				writeTokenError(w, "unsupported_grant_type", http.StatusBadRequest)
+				return
+			}
 			handleClientCredentials(w, r, oauthRegistry, tokenStore, log)
 		case "authorization_code":
 			handleAuthorizationCode(w, r, authCodes, tokenStore, log)
@@ -261,7 +266,7 @@ func handleClientCredentials(w http.ResponseWriter, r *http.Request, oauthRegist
 	}
 	keyID, ok := oauthRegistry.Lookup(clientID, clientSecret)
 	if !ok {
-		log.Warn("oauth token: invalid client credentials", slog.String("remote_addr", r.RemoteAddr))
+		log.Warn("oauth token: invalid client credentials", slog.String("remote_addr", requestip.FromRequest(r)))
 		w.Header().Set("WWW-Authenticate", `Basic realm="oauth"`)
 		writeTokenError(w, "invalid_client", http.StatusUnauthorized)
 		return
@@ -290,7 +295,7 @@ func handleAuthorizationCode(w http.ResponseWriter, r *http.Request, authCodes *
 		return
 	}
 	if !verifyPKCE(codeVerifier, entry.CodeChallenge, entry.CodeChallengeMethod) {
-		log.Warn("oauth token: PKCE verification failed", slog.String("remote_addr", r.RemoteAddr))
+		log.Warn("oauth token: PKCE verification failed", slog.String("remote_addr", requestip.FromRequest(r)))
 		writeTokenError(w, "invalid_grant", http.StatusBadRequest)
 		return
 	}
@@ -333,7 +338,7 @@ button{padding:.5rem 1.2rem;margin-right:.5rem;cursor:pointer;font-size:1rem}
 <body>
 <h2>Authorize Access</h2>
 <p><strong>%s</strong> is requesting access to this AMCS server.</p>
-<form method=POST action=/oauth/authorize>
+<form method=POST action=/api/oauth/authorize>
 <input type=hidden name=client_id value="%s">
 <input type=hidden name=redirect_uri value="%s">
 <input type=hidden name=state value="%s">

internal/app/resolvespec_admin.go

@@ -0,0 +1,172 @@
+package app
+
+import (
+	"fmt"
+	"log/slog"
+	"net/http"
+	"strings"
+
+	"github.com/bitechdev/ResolveSpec/pkg/resolvespec"
+	"github.com/uptrace/bunrouter"
+
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+	"git.warky.dev/wdevs/amcs/internal/store"
+)
+
+func registerResolveSpecAdminRoutes(mux *http.ServeMux, db *store.DB, middleware func(http.Handler) http.Handler, logger *slog.Logger) error {
+	rs := resolvespec.NewHandlerWithBun(db.Bun())
+	registerResolveSpecGuards(rs)
+	for _, model := range resolveSpecModels() {
+		if err := rs.RegisterModel(model.schema, model.entity, model.model); err != nil {
+			return fmt.Errorf("register resolvespec model %s.%s: %w", model.schema, model.entity, err)
+		}
+	}
+
+	rsRouter := bunrouter.New()
+	resolvespec.SetupBunRouterRoutes(rsRouter, rs, nil)
+
+	rsMount := http.StripPrefix("/api/rs", rsRouter)
+	protectedRSMount := http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/" && strings.HasSuffix(r.URL.Path, "/") {
+			trimmed := strings.TrimRight(r.URL.Path, "/")
+			if trimmed == "" {
+				trimmed = "/"
+			}
+			clone := r.Clone(r.Context())
+			clone.URL.Path = trimmed
+			if clone.URL.RawPath != "" {
+				clone.URL.RawPath = strings.TrimRight(clone.URL.RawPath, "/")
+				if clone.URL.RawPath == "" {
+					clone.URL.RawPath = "/"
+				}
+			}
+			r = clone
+		}
+		if r.Method == http.MethodOptions {
+			rsMount.ServeHTTP(w, r)
+			return
+		}
+		middleware(rsMount).ServeHTTP(w, r)
+	})
+
+	mux.Handle("/api/rs/", protectedRSMount)
+	mux.Handle("/api/rs", http.RedirectHandler("/api/rs/openapi", http.StatusTemporaryRedirect))
+
+	if logger != nil {
+		logger.Info("resolvespec admin api enabled",
+			slog.String("prefix", "/api/rs"),
+			slog.Int("models", len(resolveSpecModels())),
+		)
+	}
+
+	return nil
+}
+
+func registerResolveSpecGuards(rs *resolvespec.Handler) {
+	mutableByEntity := map[string]map[string]struct{}{
+		"projects": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"thoughts": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"plans": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"learnings": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"agent_skills": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"agent_guardrails": {
+			"create": {},
+			"update": {},
+			"delete": {},
+		},
+		"stored_files": {
+			"update": {},
+			"delete": {},
+		},
+	}
+
+	rs.Hooks().Register(resolvespec.BeforeHandle, func(hookCtx *resolvespec.HookContext) error {
+		switch hookCtx.Operation {
+		case "read", "meta":
+			return nil
+		case "create", "update", "delete":
+			allowedOps, ok := mutableByEntity[hookCtx.Entity]
+			if !ok {
+				hookCtx.Abort = true
+				hookCtx.AbortCode = http.StatusForbidden
+				hookCtx.AbortMessage = fmt.Sprintf("operation %q is not allowed for %s.%s", hookCtx.Operation, hookCtx.Schema, hookCtx.Entity)
+				return fmt.Errorf("forbidden operation")
+			}
+			if _, ok := allowedOps[hookCtx.Operation]; !ok {
+				hookCtx.Abort = true
+				hookCtx.AbortCode = http.StatusForbidden
+				hookCtx.AbortMessage = fmt.Sprintf("operation %q is not allowed for %s.%s", hookCtx.Operation, hookCtx.Schema, hookCtx.Entity)
+				return fmt.Errorf("forbidden operation")
+			}
+			return nil
+		default:
+			hookCtx.Abort = true
+			hookCtx.AbortCode = http.StatusBadRequest
+			hookCtx.AbortMessage = fmt.Sprintf("unsupported operation %q", hookCtx.Operation)
+			return fmt.Errorf("unsupported operation")
+		}
+	})
+}
+
+type resolveSpecModel struct {
+	schema string
+	entity string
+	model  any
+}
+
+func resolveSpecModels() []resolveSpecModel {
+	//This must be generated with relspec to include all models
+	//Use the relspec command with template generation. It supprot templ.
+	return []resolveSpecModel{
+		// {schema: "public", entity: "activities", model: generatedmodels.ModelPublicActivities{}},
+		{schema: "public", entity: "agent_guardrails", model: generatedmodels.ModelPublicAgentGuardrails{}},
+		{schema: "public", entity: "agent_skills", model: generatedmodels.ModelPublicAgentSkills{}},
+		{schema: "public", entity: "chat_histories", model: generatedmodels.ModelPublicChatHistories{}},
+		// {schema: "public", entity: "contact_interactions", model: generatedmodels.ModelPublicContactInteractions{}},
+		{schema: "public", entity: "embeddings", model: generatedmodels.ModelPublicEmbeddings{}},
+		// {schema: "public", entity: "family_members", model: generatedmodels.ModelPublicFamilyMembers{}},
+		// {schema: "public", entity: "household_items", model: generatedmodels.ModelPublicHouseholdItems{}},
+		// {schema: "public", entity: "household_vendors", model: generatedmodels.ModelPublicHouseholdVendors{}},
+		// {schema: "public", entity: "important_dates", model: generatedmodels.ModelPublicImportantDates{}},
+		{schema: "public", entity: "learnings", model: generatedmodels.ModelPublicLearnings{}},
+		// {schema: "public", entity: "maintenance_logs", model: generatedmodels.ModelPublicMaintenanceLogs{}},
+		// {schema: "public", entity: "maintenance_tasks", model: generatedmodels.ModelPublicMaintenanceTasks{}},
+		// {schema: "public", entity: "meal_plans", model: generatedmodels.ModelPublicMealPlans{}},
+		// {schema: "public", entity: "opportunities", model: generatedmodels.ModelPublicOpportunities{}},
+		{schema: "public", entity: "plan_dependencies", model: generatedmodels.ModelPublicPlanDependencies{}},
+		{schema: "public", entity: "plan_guardrails", model: generatedmodels.ModelPublicPlanGuardrails{}},
+		{schema: "public", entity: "plan_related_plans", model: generatedmodels.ModelPublicPlanRelatedPlans{}},
+		{schema: "public", entity: "plan_skills", model: generatedmodels.ModelPublicPlanSkills{}},
+		{schema: "public", entity: "plans", model: generatedmodels.ModelPublicPlans{}},
+		// {schema: "public", entity: "professional_contacts", model: generatedmodels.ModelPublicProfessionalContacts{}},
+		{schema: "public", entity: "project_guardrails", model: generatedmodels.ModelPublicProjectGuardrails{}},
+		{schema: "public", entity: "project_skills", model: generatedmodels.ModelPublicProjectSkills{}},
+		{schema: "public", entity: "projects", model: generatedmodels.ModelPublicProjects{}},
+		// {schema: "public", entity: "recipes", model: generatedmodels.ModelPublicRecipes{}},
+		// {schema: "public", entity: "shopping_lists", model: generatedmodels.ModelPublicShoppingLists{}},
+		{schema: "public", entity: "stored_files", model: generatedmodels.ModelPublicStoredFiles{}},
+		{schema: "public", entity: "thought_links", model: generatedmodels.ModelPublicThoughtLinks{}},
+		{schema: "public", entity: "thoughts", model: generatedmodels.ModelPublicThoughts{}},
+		{schema: "public", entity: "tool_annotations", model: generatedmodels.ModelPublicToolAnnotations{}},
+	}
+}

internal/app/resolvespec_admin_test.go

@@ -0,0 +1,173 @@
+package app
+
+import (
+	"io"
+	"log/slog"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+
+	"git.warky.dev/wdevs/amcs/internal/auth"
+	"git.warky.dev/wdevs/amcs/internal/config"
+
+	"github.com/bitechdev/ResolveSpec/pkg/resolvespec"
+)
+
+func TestResolveSpecAuthRequiresValidCredentials(t *testing.T) {
+	keyring, err := auth.NewKeyring([]config.APIKey{{ID: "operator", Value: "secret"}})
+	if err != nil {
+		t.Fatalf("NewKeyring() error = %v", err)
+	}
+
+	logger := slog.New(slog.NewTextHandler(io.Discard, nil))
+	protected := auth.Middleware(config.AuthConfig{}, keyring, nil, nil, nil, logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/api/rs/public/projects" {
+			t.Fatalf("path = %q, want /api/rs/public/projects", r.URL.Path)
+		}
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	t.Run("missing credentials are rejected", func(t *testing.T) {
+		req := httptest.NewRequest(http.MethodPost, "/api/rs/public/projects", strings.NewReader(`{"operation":"read"}`))
+		rec := httptest.NewRecorder()
+
+		protected.ServeHTTP(rec, req)
+
+		if rec.Code != http.StatusUnauthorized {
+			t.Fatalf("status = %d, want %d", rec.Code, http.StatusUnauthorized)
+		}
+	})
+
+	t.Run("valid API key is accepted", func(t *testing.T) {
+		req := httptest.NewRequest(http.MethodPost, "/api/rs/public/projects", strings.NewReader(`{"operation":"read"}`))
+		req.Header.Set("x-brain-key", "secret")
+		rec := httptest.NewRecorder()
+
+		protected.ServeHTTP(rec, req)
+
+		if rec.Code != http.StatusNoContent {
+			t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+		}
+	})
+}
+
+func TestResolveSpecGuardAllowsSupportedMutations(t *testing.T) {
+	rs := resolvespec.NewHandler(nil, nil)
+	registerResolveSpecGuards(rs)
+
+	cases := []struct {
+		name      string
+		entity    string
+		operation string
+	}{
+		{name: "learnings read", entity: "learnings", operation: "read"},
+		{name: "projects create", entity: "projects", operation: "create"},
+		{name: "projects update", entity: "projects", operation: "update"},
+		{name: "projects delete", entity: "projects", operation: "delete"},
+		{name: "plans create", entity: "plans", operation: "create"},
+		{name: "plans update", entity: "plans", operation: "update"},
+		{name: "plans delete", entity: "plans", operation: "delete"},
+		{name: "learnings create", entity: "learnings", operation: "create"},
+		{name: "learnings update", entity: "learnings", operation: "update"},
+		{name: "learnings delete", entity: "learnings", operation: "delete"},
+		{name: "thoughts create", entity: "thoughts", operation: "create"},
+		{name: "thoughts update", entity: "thoughts", operation: "update"},
+		{name: "thoughts delete", entity: "thoughts", operation: "delete"},
+		{name: "agent_skills create", entity: "agent_skills", operation: "create"},
+		{name: "agent_skills update", entity: "agent_skills", operation: "update"},
+		{name: "agent_skills delete", entity: "agent_skills", operation: "delete"},
+		{name: "agent_guardrails create", entity: "agent_guardrails", operation: "create"},
+		{name: "agent_guardrails update", entity: "agent_guardrails", operation: "update"},
+		{name: "agent_guardrails delete", entity: "agent_guardrails", operation: "delete"},
+		{name: "stored_files update", entity: "stored_files", operation: "update"},
+		{name: "stored_files delete", entity: "stored_files", operation: "delete"},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			hookCtx := &resolvespec.HookContext{
+				Schema:    "public",
+				Entity:    tc.entity,
+				Operation: tc.operation,
+			}
+
+			err := rs.Hooks().Execute(resolvespec.BeforeHandle, hookCtx)
+			if err != nil {
+				t.Fatalf("Execute() error = %v, want nil", err)
+			}
+			if hookCtx.Abort {
+				t.Fatalf("Abort = true, want false (code=%d message=%q)", hookCtx.AbortCode, hookCtx.AbortMessage)
+			}
+		})
+	}
+}
+
+func TestResolveSpecGuardBlocksUnsupportedMutations(t *testing.T) {
+	rs := resolvespec.NewHandler(nil, nil)
+	registerResolveSpecGuards(rs)
+
+	cases := []struct {
+		name          string
+		entity        string
+		operation     string
+		wantCode      int
+		wantMessageIn string
+	}{
+		{
+			name:          "mutations blocked for non-allowlisted operation",
+			entity:        "stored_files",
+			operation:     "create",
+			wantCode:      http.StatusForbidden,
+			wantMessageIn: `operation "create" is not allowed for public.stored_files`,
+		},
+		{
+			name:          "mutations blocked for non-allowlisted entity",
+			entity:        "maintenance_logs",
+			operation:     "delete",
+			wantCode:      http.StatusForbidden,
+			wantMessageIn: `operation "delete" is not allowed for public.maintenance_logs`,
+		},
+		{
+			name:          "unknown operation is rejected",
+			entity:        "projects",
+			operation:     "scan",
+			wantCode:      http.StatusBadRequest,
+			wantMessageIn: `unsupported operation "scan"`,
+		},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			hookCtx := &resolvespec.HookContext{
+				Schema:    "public",
+				Entity:    tc.entity,
+				Operation: tc.operation,
+			}
+
+			err := rs.Hooks().Execute(resolvespec.BeforeHandle, hookCtx)
+			if err == nil {
+				t.Fatal("Execute() error = nil, want non-nil")
+			}
+			if !hookCtx.Abort {
+				t.Fatal("Abort = false, want true")
+			}
+			if hookCtx.AbortCode != tc.wantCode {
+				t.Fatalf("AbortCode = %d, want %d", hookCtx.AbortCode, tc.wantCode)
+			}
+			if !strings.Contains(hookCtx.AbortMessage, tc.wantMessageIn) {
+				t.Fatalf("AbortMessage = %q, want substring %q", hookCtx.AbortMessage, tc.wantMessageIn)
+			}
+		})
+	}
+}
+
+func TestResolveSpecModelsIncludeLearnings(t *testing.T) {
+	models := resolveSpecModels()
+	for _, model := range models {
+		if model.schema == "public" && model.entity == "learnings" {
+			return
+		}
+	}
+	t.Fatal("resolveSpecModels() missing public.learnings")
+}

internal/app/status.go

@@ -25,11 +25,28 @@ type statusAPIResponse struct {
 	TotalKnown      int                   `json:"total_known"`
 	ConnectedWindow string                `json:"connected_window"`
 	Entries         []auth.AccessSnapshot `json:"entries"`
+	Metrics         auth.AccessMetrics    `json:"metrics"`
 	OAuthEnabled    bool                  `json:"oauth_enabled"`
 }
 
+type publicClientStatus struct {
+	KeyID          string    `json:"key_id"`
+	RequestCount   int       `json:"request_count"`
+	LastAccessedAt time.Time `json:"last_accessed_at"`
+}
+
+type publicStatusResponse struct {
+	ConnectedCount  int                  `json:"connected_count"`
+	ConnectedWindow string               `json:"connected_window"`
+	Entries         []publicClientStatus `json:"entries"`
+}
+
 func statusSnapshot(info buildinfo.Info, tracker *auth.AccessTracker, oauthEnabled bool, now time.Time) statusAPIResponse {
 	entries := tracker.Snapshot()
+	metrics := tracker.Metrics(20)
+	metrics.TopIPs = nil
+	metrics.TopAgents = nil
+	metrics.TopTools = nil
 	return statusAPIResponse{
 		Title:           "Avelon Memory Crystal Server (AMCS)",
 		Description:     "AMCS is a memory server that captures, links, and retrieves structured project thoughts for AI assistants using semantic search, summaries, and MCP tools.",
@@ -39,7 +56,8 @@ func statusSnapshot(info buildinfo.Info, tracker *auth.AccessTracker, oauthEnabl
 		ConnectedCount:  tracker.ConnectedCount(now, connectedWindow),
 		TotalKnown:      len(entries),
 		ConnectedWindow: "last 10 minutes",
-		Entries:         entries,
+		Entries:         nil,
+		Metrics:         metrics,
 		OAuthEnabled:    oauthEnabled,
 	}
 }
@@ -73,6 +91,47 @@ func statusAPIHandler(info buildinfo.Info, tracker *auth.AccessTracker, oauthEna
 	}
 }
 
+func publicStatusHandler(tracker *auth.AccessTracker) http.HandlerFunc {
+	return func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/status" {
+			http.NotFound(w, r)
+			return
+		}
+		if r.Method != http.MethodGet && r.Method != http.MethodHead {
+			w.Header().Set("Allow", "GET, HEAD")
+			http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+			return
+		}
+
+		now := time.Now()
+		cutoff := now.UTC().Add(-connectedWindow)
+		snapshot := tracker.Snapshot()
+		entries := make([]publicClientStatus, 0, len(snapshot))
+		for _, item := range snapshot {
+			if item.LastAccessedAt.Before(cutoff) {
+				continue
+			}
+			entries = append(entries, publicClientStatus{
+				KeyID:          item.KeyID,
+				RequestCount:   item.RequestCount,
+				LastAccessedAt: item.LastAccessedAt,
+			})
+		}
+
+		w.Header().Set("Content-Type", "application/json; charset=utf-8")
+		w.WriteHeader(http.StatusOK)
+		if r.Method == http.MethodHead {
+			return
+		}
+
+		_ = json.NewEncoder(w).Encode(publicStatusResponse{
+			ConnectedCount:  len(entries),
+			ConnectedWindow: "last 10 minutes",
+			Entries:         entries,
+		})
+	}
+}
+
 func homeHandler(_ buildinfo.Info, _ *auth.AccessTracker, _ bool) http.HandlerFunc {
 	return func(w http.ResponseWriter, r *http.Request) {
 		if r.Method != http.MethodGet && r.Method != http.MethodHead {
@@ -90,8 +149,6 @@ func homeHandler(_ buildinfo.Info, _ *auth.AccessTracker, _ bool) http.HandlerFu
 			if serveUIAsset(w, r, requestPath) {
 				return
 			}
-			http.NotFound(w, r)
-			return
 		}
 
 		serveUIIndex(w, r)

internal/app/status_test.go

@@ -33,7 +33,7 @@ func TestStatusSnapshotHidesOAuthLinkWhenDisabled(t *testing.T) {
 func TestStatusSnapshotShowsTrackedAccess(t *testing.T) {
 	tracker := auth.NewAccessTracker()
 	now := time.Date(2026, 4, 4, 12, 0, 0, 0, time.UTC)
-	tracker.Record("client-a", "/files", "127.0.0.1:1234", "tester", now)
+	tracker.Record("client-a", "/files", "127.0.0.1:1234", "tester", "list_projects", now)
 
 	snapshot := statusSnapshot(buildinfo.Info{Version: "v1.2.3"}, tracker, true, now)
 
@@ -43,11 +43,23 @@ func TestStatusSnapshotShowsTrackedAccess(t *testing.T) {
 	if snapshot.ConnectedCount != 1 {
 		t.Fatalf("ConnectedCount = %d, want 1", snapshot.ConnectedCount)
 	}
-	if len(snapshot.Entries) != 1 {
-		t.Fatalf("len(Entries) = %d, want 1", len(snapshot.Entries))
+	if len(snapshot.Entries) != 0 {
+		t.Fatalf("len(Entries) = %d, want 0 for counts-only status", len(snapshot.Entries))
 	}
-	if snapshot.Entries[0].KeyID != "client-a" || snapshot.Entries[0].LastPath != "/files" {
-		t.Fatalf("entry = %+v, want keyID client-a and path /files", snapshot.Entries[0])
+	if snapshot.Metrics.TotalRequests != 1 {
+		t.Fatalf("Metrics.TotalRequests = %d, want 1", snapshot.Metrics.TotalRequests)
+	}
+	if snapshot.Metrics.UniqueIPs != 1 {
+		t.Fatalf("Metrics.UniqueIPs = %d, want 1", snapshot.Metrics.UniqueIPs)
+	}
+	if snapshot.Metrics.UniqueAgents != 1 {
+		t.Fatalf("Metrics.UniqueAgents = %d, want 1", snapshot.Metrics.UniqueAgents)
+	}
+	if snapshot.Metrics.UniqueTools != 1 {
+		t.Fatalf("Metrics.UniqueTools = %d, want 1", snapshot.Metrics.UniqueTools)
+	}
+	if len(snapshot.Metrics.TopIPs) != 0 || len(snapshot.Metrics.TopAgents) != 0 || len(snapshot.Metrics.TopTools) != 0 {
+		t.Fatalf("Top breakdowns should be hidden in counts-only status: %+v", snapshot.Metrics)
 	}
 }
 
@@ -74,6 +86,52 @@ func TestStatusAPIHandlerReturnsJSON(t *testing.T) {
 	}
 }
 
+func TestStatusAPIHandlerRejectsStatusPath(t *testing.T) {
+	handler := statusAPIHandler(buildinfo.Info{Version: "v1"}, auth.NewAccessTracker(), true)
+	req := httptest.NewRequest(http.MethodGet, "/status", nil)
+	rec := httptest.NewRecorder()
+
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNotFound {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNotFound)
+	}
+}
+
+func TestPublicStatusHandlerReturnsConnectedClientsOnly(t *testing.T) {
+	tracker := auth.NewAccessTracker()
+	now := time.Now().UTC()
+	tracker.Record("recent-client", "/mcp", "127.0.0.1:1234", "tester", "list_projects", now.Add(-2*time.Minute))
+	tracker.Record("stale-client", "/mcp", "127.0.0.1:9999", "tester", "list_projects", now.Add(-30*time.Minute))
+
+	handler := publicStatusHandler(tracker)
+	req := httptest.NewRequest(http.MethodGet, "/status", nil)
+	rec := httptest.NewRecorder()
+
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusOK {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusOK)
+	}
+
+	var payload publicStatusResponse
+	if err := json.Unmarshal(rec.Body.Bytes(), &payload); err != nil {
+		t.Fatalf("json.Unmarshal() error = %v", err)
+	}
+	if payload.ConnectedCount != 1 {
+		t.Fatalf("ConnectedCount = %d, want 1", payload.ConnectedCount)
+	}
+	if len(payload.Entries) != 1 {
+		t.Fatalf("len(Entries) = %d, want 1", len(payload.Entries))
+	}
+	if payload.Entries[0].KeyID != "recent-client" {
+		t.Fatalf("Entries[0].KeyID = %q, want %q", payload.Entries[0].KeyID, "recent-client")
+	}
+	if payload.Entries[0].LastAccessedAt.Before(now.Add(-11 * time.Minute)) {
+		t.Fatalf("Entries[0].LastAccessedAt = %v, expected recent timestamp", payload.Entries[0].LastAccessedAt)
+	}
+}
+
 func TestHomeHandlerAllowsHead(t *testing.T) {
 	handler := homeHandler(buildinfo.Info{Version: "v1"}, auth.NewAccessTracker(), false)
 	req := httptest.NewRequest(http.MethodHead, "/", nil)

internal/auth/access_tracker.go

@@ -1,7 +1,9 @@
 package auth
 
 import (
+	"net"
 	"sort"
+	"strings"
 	"sync"
 	"time"
 )
@@ -16,15 +18,24 @@ type AccessSnapshot struct {
 }
 
 type AccessTracker struct {
-	mu      sync.RWMutex
-	entries map[string]AccessSnapshot
+	mu            sync.RWMutex
+	entries       map[string]AccessSnapshot
+	ipCounts      map[string]int
+	agentCounts   map[string]int
+	toolCounts    map[string]int
+	totalRequests int
 }
 
 func NewAccessTracker() *AccessTracker {
-	return &AccessTracker{entries: make(map[string]AccessSnapshot)}
+	return &AccessTracker{
+		entries:     make(map[string]AccessSnapshot),
+		ipCounts:    make(map[string]int),
+		agentCounts: make(map[string]int),
+		toolCounts:  make(map[string]int),
+	}
 }
 
-func (t *AccessTracker) Record(keyID, path, remoteAddr, userAgent string, now time.Time) {
+func (t *AccessTracker) Record(keyID, path, remoteAddr, userAgent, toolName string, now time.Time) {
 	if t == nil || keyID == "" {
 		return
 	}
@@ -32,14 +43,39 @@ func (t *AccessTracker) Record(keyID, path, remoteAddr, userAgent string, now ti
 	t.mu.Lock()
 	defer t.mu.Unlock()
 
+	normalizedRemoteAddr := normalizeRemoteAddr(remoteAddr)
+
 	entry := t.entries[keyID]
 	entry.KeyID = keyID
 	entry.LastPath = path
-	entry.RemoteAddr = remoteAddr
+	entry.RemoteAddr = normalizedRemoteAddr
 	entry.UserAgent = userAgent
 	entry.LastAccessedAt = now.UTC()
 	entry.RequestCount++
 	t.entries[keyID] = entry
+	t.totalRequests++
+
+	if normalizedRemoteAddr != "" {
+		t.ipCounts[normalizedRemoteAddr]++
+	}
+	if userAgent != "" {
+		t.agentCounts[userAgent]++
+	}
+	if tool := strings.TrimSpace(toolName); tool != "" {
+		t.toolCounts[tool]++
+	}
+}
+
+func normalizeRemoteAddr(value string) string {
+	trimmed := strings.TrimSpace(value)
+	if trimmed == "" {
+		return ""
+	}
+	host, _, err := net.SplitHostPort(trimmed)
+	if err == nil {
+		return host
+	}
+	return trimmed
 }
 
 func (t *AccessTracker) Snapshot() []AccessSnapshot {
@@ -79,3 +115,59 @@ func (t *AccessTracker) ConnectedCount(now time.Time, window time.Duration) int
 	}
 	return count
 }
+
+type RequestAggregate struct {
+	Key          string `json:"key"`
+	RequestCount int    `json:"request_count"`
+}
+
+type AccessMetrics struct {
+	TotalRequests    int                `json:"total_requests"`
+	UniquePrincipals int                `json:"unique_principals"`
+	UniqueIPs        int                `json:"unique_ips"`
+	UniqueAgents     int                `json:"unique_agents"`
+	UniqueTools      int                `json:"unique_tools"`
+	TopIPs           []RequestAggregate `json:"top_ips"`
+	TopAgents        []RequestAggregate `json:"top_agents"`
+	TopTools         []RequestAggregate `json:"top_tools"`
+}
+
+func (t *AccessTracker) Metrics(topN int) AccessMetrics {
+	if t == nil {
+		return AccessMetrics{}
+	}
+	if topN <= 0 {
+		topN = 10
+	}
+
+	t.mu.RLock()
+	defer t.mu.RUnlock()
+
+	return AccessMetrics{
+		TotalRequests:    t.totalRequests,
+		UniquePrincipals: len(t.entries),
+		UniqueIPs:        len(t.ipCounts),
+		UniqueAgents:     len(t.agentCounts),
+		UniqueTools:      len(t.toolCounts),
+		TopIPs:           topAggregates(t.ipCounts, topN),
+		TopAgents:        topAggregates(t.agentCounts, topN),
+		TopTools:         topAggregates(t.toolCounts, topN),
+	}
+}
+
+func topAggregates(items map[string]int, topN int) []RequestAggregate {
+	out := make([]RequestAggregate, 0, len(items))
+	for key, count := range items {
+		out = append(out, RequestAggregate{Key: key, RequestCount: count})
+	}
+	sort.Slice(out, func(i, j int) bool {
+		if out[i].RequestCount == out[j].RequestCount {
+			return out[i].Key < out[j].Key
+		}
+		return out[i].RequestCount > out[j].RequestCount
+	})
+	if len(out) > topN {
+		out = out[:topN]
+	}
+	return out
+}

internal/auth/access_tracker_test.go

@@ -10,9 +10,9 @@ func TestAccessTrackerRecordAndSnapshot(t *testing.T) {
 	older := time.Date(2026, 4, 4, 10, 0, 0, 0, time.UTC)
 	newer := older.Add(2 * time.Minute)
 
-	tracker.Record("client-a", "/files", "10.0.0.1:1234", "agent-a", older)
-	tracker.Record("client-b", "/mcp", "10.0.0.2:1234", "agent-b", newer)
-	tracker.Record("client-a", "/files/1", "10.0.0.1:1234", "agent-a2", newer.Add(30*time.Second))
+	tracker.Record("client-a", "/files", "10.0.0.1:1234", "agent-a", "", older)
+	tracker.Record("client-b", "/mcp", "10.0.0.2:1234", "agent-b", "list_projects", newer)
+	tracker.Record("client-a", "/files/1", "10.0.0.1:1234", "agent-a2", "", newer.Add(30*time.Second))
 
 	snap := tracker.Snapshot()
 	if len(snap) != 2 {
@@ -30,16 +30,67 @@ func TestAccessTrackerRecordAndSnapshot(t *testing.T) {
 	if snap[0].UserAgent != "agent-a2" {
 		t.Fatalf("snapshot[0].UserAgent = %q, want agent-a2", snap[0].UserAgent)
 	}
+	if snap[0].RemoteAddr != "10.0.0.1" {
+		t.Fatalf("snapshot[0].RemoteAddr = %q, want 10.0.0.1", snap[0].RemoteAddr)
+	}
 }
 
 func TestAccessTrackerConnectedCount(t *testing.T) {
 	tracker := NewAccessTracker()
 	now := time.Date(2026, 4, 4, 12, 0, 0, 0, time.UTC)
 
-	tracker.Record("recent", "/mcp", "", "", now.Add(-2*time.Minute))
-	tracker.Record("stale", "/mcp", "", "", now.Add(-11*time.Minute))
+	tracker.Record("recent", "/mcp", "", "", "", now.Add(-2*time.Minute))
+	tracker.Record("stale", "/mcp", "", "", "", now.Add(-11*time.Minute))
 
 	if got := tracker.ConnectedCount(now, 10*time.Minute); got != 1 {
 		t.Fatalf("ConnectedCount() = %d, want 1", got)
 	}
 }
+
+func TestAccessTrackerMetrics(t *testing.T) {
+	tracker := NewAccessTracker()
+	now := time.Date(2026, 4, 4, 12, 0, 0, 0, time.UTC)
+
+	tracker.Record("client-a", "/mcp", "10.0.0.1:1234", "agent-a", "list_projects", now)
+	tracker.Record("client-a", "/mcp", "10.0.0.1:1234", "agent-a", "list_projects", now.Add(1*time.Second))
+	tracker.Record("client-b", "/files", "10.0.0.2:5678", "agent-b", "", now.Add(2*time.Second))
+	tracker.Record("client-c", "/files", "10.0.0.2:5678", "agent-b", "search_thoughts", now.Add(3*time.Second))
+
+	metrics := tracker.Metrics(5)
+	if metrics.TotalRequests != 4 {
+		t.Fatalf("TotalRequests = %d, want 4", metrics.TotalRequests)
+	}
+	if metrics.UniquePrincipals != 3 {
+		t.Fatalf("UniquePrincipals = %d, want 3", metrics.UniquePrincipals)
+	}
+	if metrics.UniqueIPs != 2 {
+		t.Fatalf("UniqueIPs = %d, want 2", metrics.UniqueIPs)
+	}
+	if metrics.UniqueAgents != 2 {
+		t.Fatalf("UniqueAgents = %d, want 2", metrics.UniqueAgents)
+	}
+	if metrics.UniqueTools != 2 {
+		t.Fatalf("UniqueTools = %d, want 2", metrics.UniqueTools)
+	}
+	if len(metrics.TopIPs) != 2 {
+		t.Fatalf("len(TopIPs) = %d, want 2", len(metrics.TopIPs))
+	}
+	if metrics.TopIPs[0].RequestCount != 2 || metrics.TopIPs[1].RequestCount != 2 {
+		t.Fatalf("TopIPs counts = %+v, want both counts to be 2", metrics.TopIPs)
+	}
+	if metrics.TopIPs[0].Key != "10.0.0.1" && metrics.TopIPs[0].Key != "10.0.0.2" {
+		t.Fatalf("TopIPs[0].Key = %q, want normalized IP", metrics.TopIPs[0].Key)
+	}
+	if len(metrics.TopAgents) != 2 {
+		t.Fatalf("len(TopAgents) = %d, want 2", len(metrics.TopAgents))
+	}
+	if metrics.TopAgents[0].RequestCount != 2 || metrics.TopAgents[1].RequestCount != 2 {
+		t.Fatalf("TopAgents counts = %+v, want both counts to be 2", metrics.TopAgents)
+	}
+	if len(metrics.TopTools) != 2 {
+		t.Fatalf("len(TopTools) = %d, want 2", len(metrics.TopTools))
+	}
+	if metrics.TopTools[0].Key != "list_projects" || metrics.TopTools[0].RequestCount != 2 {
+		t.Fatalf("TopTools[0] = %+v, want list_projects with count 2", metrics.TopTools[0])
+	}
+}

internal/auth/keyring_test.go

@@ -1,6 +1,8 @@
 package auth
 
 import (
+	"bytes"
+	"encoding/json"
 	"io"
 	"log/slog"
 	"net/http"
@@ -8,6 +10,7 @@ import (
 	"testing"
 
 	"git.warky.dev/wdevs/amcs/internal/config"
+	"git.warky.dev/wdevs/amcs/internal/observability"
 )
 
 func testLogger() *slog.Logger {
@@ -157,3 +160,81 @@ func TestMiddlewareRejectsMissingOrInvalidKey(t *testing.T) {
 		t.Fatalf("invalid key status = %d, want %d", rec.Code, http.StatusUnauthorized)
 	}
 }
+
+func TestMiddlewareRecordsForwardedRemoteAddr(t *testing.T) {
+	keyring, err := NewKeyring([]config.APIKey{{ID: "client-a", Value: "secret"}})
+	if err != nil {
+		t.Fatalf("NewKeyring() error = %v", err)
+	}
+	tracker := NewAccessTracker()
+
+	handler := Middleware(config.AuthConfig{HeaderName: "x-brain-key"}, keyring, nil, nil, tracker, testLogger())(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	req := httptest.NewRequest(http.MethodGet, "/mcp", nil)
+	req.RemoteAddr = "10.0.0.5:2222"
+	req.Header.Set("x-brain-key", "secret")
+	req.Header.Set("X-Real-IP", "203.0.113.99")
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+
+	snap := tracker.Snapshot()
+	if len(snap) != 1 {
+		t.Fatalf("len(snapshot) = %d, want 1", len(snap))
+	}
+	if snap[0].RemoteAddr != "203.0.113.99" {
+		t.Fatalf("snapshot remote_addr = %q, want %q", snap[0].RemoteAddr, "203.0.113.99")
+	}
+}
+
+func TestMiddlewareRecordsMCPToolUsage(t *testing.T) {
+	keyring, err := NewKeyring([]config.APIKey{{ID: "client-a", Value: "secret"}})
+	if err != nil {
+		t.Fatalf("NewKeyring() error = %v", err)
+	}
+	tracker := NewAccessTracker()
+	logger := testLogger()
+
+	authenticated := Middleware(config.AuthConfig{HeaderName: "x-brain-key"}, keyring, nil, nil, tracker, logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+	handler := observability.AccessLog(logger)(authenticated)
+
+	payload := map[string]any{
+		"jsonrpc": "2.0",
+		"id":      "1",
+		"method":  "tools/call",
+		"params": map[string]any{
+			"name": "list_projects",
+		},
+	}
+	body, err := json.Marshal(payload)
+	if err != nil {
+		t.Fatalf("json.Marshal() error = %v", err)
+	}
+
+	req := httptest.NewRequest(http.MethodPost, "/mcp", bytes.NewReader(body))
+	req.Header.Set("x-brain-key", "secret")
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+
+	metrics := tracker.Metrics(10)
+	if metrics.UniqueTools != 1 {
+		t.Fatalf("UniqueTools = %d, want 1", metrics.UniqueTools)
+	}
+	if len(metrics.TopTools) != 1 {
+		t.Fatalf("len(TopTools) = %d, want 1", len(metrics.TopTools))
+	}
+	if metrics.TopTools[0].Key != "list_projects" || metrics.TopTools[0].RequestCount != 1 {
+		t.Fatalf("TopTools[0] = %+v, want list_projects with count 1", metrics.TopTools[0])
+	}
+}

internal/auth/middleware.go

@@ -9,6 +9,8 @@ import (
 	"time"
 
 	"git.warky.dev/wdevs/amcs/internal/config"
+	"git.warky.dev/wdevs/amcs/internal/observability"
+	"git.warky.dev/wdevs/amcs/internal/requestip"
 )
 
 type contextKey string
@@ -22,17 +24,25 @@ func Middleware(cfg config.AuthConfig, keyring *Keyring, oauthRegistry *OAuthReg
 	}
 	recordAccess := func(r *http.Request, keyID string) {
 		if tracker != nil {
-			tracker.Record(keyID, r.URL.Path, r.RemoteAddr, r.UserAgent(), time.Now())
+			tracker.Record(
+				keyID,
+				r.URL.Path,
+				requestip.FromRequest(r),
+				r.UserAgent(),
+				observability.MCPToolFromContext(r.Context()),
+				time.Now(),
+			)
 		}
 	}
 	return func(next http.Handler) http.Handler {
 		return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+			remoteAddr := requestip.FromRequest(r)
 			// 1. Custom header → keyring only.
 			if keyring != nil {
 				if token := strings.TrimSpace(r.Header.Get(headerName)); token != "" {
 					keyID, ok := keyring.Lookup(token)
 					if !ok {
-						log.Warn("authentication failed", slog.String("remote_addr", r.RemoteAddr))
+						log.Warn("authentication failed", slog.String("remote_addr", remoteAddr))
 						http.Error(w, "invalid API key", http.StatusUnauthorized)
 						return
 					}
@@ -58,7 +68,7 @@ func Middleware(cfg config.AuthConfig, keyring *Keyring, oauthRegistry *OAuthReg
 						return
 					}
 				}
-				log.Warn("bearer token rejected", slog.String("remote_addr", r.RemoteAddr))
+				log.Warn("bearer token rejected", slog.String("remote_addr", remoteAddr))
 				http.Error(w, "invalid token or API key", http.StatusUnauthorized)
 				return
 			}
@@ -71,7 +81,7 @@ func Middleware(cfg config.AuthConfig, keyring *Keyring, oauthRegistry *OAuthReg
 				}
 				keyID, ok := oauthRegistry.Lookup(clientID, clientSecret)
 				if !ok {
-					log.Warn("oauth client authentication failed", slog.String("remote_addr", r.RemoteAddr))
+					log.Warn("oauth client authentication failed", slog.String("remote_addr", remoteAddr))
 					http.Error(w, "invalid OAuth client credentials", http.StatusUnauthorized)
 					return
 				}
@@ -85,7 +95,7 @@ func Middleware(cfg config.AuthConfig, keyring *Keyring, oauthRegistry *OAuthReg
 				if token := strings.TrimSpace(r.URL.Query().Get(cfg.QueryParam)); token != "" {
 					keyID, ok := keyring.Lookup(token)
 					if !ok {
-						log.Warn("authentication failed", slog.String("remote_addr", r.RemoteAddr))
+						log.Warn("authentication failed", slog.String("remote_addr", remoteAddr))
 						http.Error(w, "invalid API key", http.StatusUnauthorized)
 						return
 					}

internal/config/config.go

@@ -8,6 +8,7 @@ const (
 )
 
 type Config struct {
+	Version       int                 `yaml:"version"`
 	Server        ServerConfig        `yaml:"server"`
 	MCP           MCPConfig           `yaml:"mcp"`
 	Auth          AuthConfig          `yaml:"auth"`
@@ -37,11 +38,8 @@ type MCPConfig struct {
 	Version        string        `yaml:"version"`
 	Transport      string        `yaml:"transport"`
 	SessionTimeout time.Duration `yaml:"session_timeout"`
-	// PublicURL is the externally reachable base URL of this server (e.g. https://amcs.example.com).
-	// When set, it is used to build absolute icon URLs in the MCP server identity.
-	PublicURL string `yaml:"public_url"`
-	// Instructions is set at startup from the embedded memory.md and sent to MCP clients on initialise.
-	Instructions string `yaml:"-"`
+	PublicURL      string        `yaml:"public_url"`
+	Instructions   string        `yaml:"-"`
 }
 
 type AuthConfig struct {
@@ -77,52 +75,82 @@ type DatabaseConfig struct {
 	MaxConnIdleTime time.Duration `yaml:"max_conn_idle_time"`
 }
 
+// AIConfig (v2): named providers + per-role chains.
 type AIConfig struct {
-	Provider   string             `yaml:"provider"`
-	Embeddings AIEmbeddingConfig  `yaml:"embeddings"`
-	Metadata   AIMetadataConfig   `yaml:"metadata"`
-	LiteLLM    LiteLLMConfig      `yaml:"litellm"`
-	Ollama     OllamaConfig       `yaml:"ollama"`
-	OpenRouter OpenRouterAIConfig `yaml:"openrouter"`
+	Providers  map[string]ProviderConfig `yaml:"providers"`
+	Embeddings EmbeddingsRoleConfig      `yaml:"embeddings"`
+	Metadata   MetadataRoleConfig        `yaml:"metadata"`
+	Background *BackgroundRolesConfig    `yaml:"background,omitempty"`
 }
 
-type AIEmbeddingConfig struct {
-	Model      string `yaml:"model"`
-	Dimensions int    `yaml:"dimensions"`
+type ProviderConfig struct {
+	Type           string            `yaml:"type"`
+	BaseURL        string            `yaml:"base_url"`
+	APIKey         string            `yaml:"api_key"`
+	RequestHeaders map[string]string `yaml:"request_headers,omitempty"`
+	AppName        string            `yaml:"app_name,omitempty"`
+	SiteURL        string            `yaml:"site_url,omitempty"`
 }
 
-type AIMetadataConfig struct {
-	Model            string        `yaml:"model"`
-	FallbackModels   []string      `yaml:"fallback_models"`
-	FallbackModel    string        `yaml:"fallback_model"` // legacy single fallback
+type RoleTarget struct {
+	Provider string `yaml:"provider"`
+	Model    string `yaml:"model"`
+}
+
+type RoleChain struct {
+	Primary   RoleTarget   `yaml:"primary"`
+	Fallbacks []RoleTarget `yaml:"fallbacks,omitempty"`
+}
+
+type EmbeddingsRoleConfig struct {
+	Dimensions int          `yaml:"dimensions"`
+	Primary    RoleTarget   `yaml:"primary"`
+	Fallbacks  []RoleTarget `yaml:"fallbacks,omitempty"`
+}
+
+type MetadataRoleConfig struct {
 	Temperature      float64       `yaml:"temperature"`
 	LogConversations bool          `yaml:"log_conversations"`
 	Timeout          time.Duration `yaml:"timeout"`
+	Primary          RoleTarget    `yaml:"primary"`
+	Fallbacks        []RoleTarget  `yaml:"fallbacks,omitempty"`
 }
 
-type LiteLLMConfig struct {
-	BaseURL                string            `yaml:"base_url"`
-	APIKey                 string            `yaml:"api_key"`
-	UseResponsesAPI        bool              `yaml:"use_responses_api"`
-	RequestHeaders         map[string]string `yaml:"request_headers"`
-	EmbeddingModel         string            `yaml:"embedding_model"`
-	MetadataModel          string            `yaml:"metadata_model"`
-	FallbackMetadataModels []string          `yaml:"fallback_metadata_models"`
-	FallbackMetadataModel  string            `yaml:"fallback_metadata_model"` // legacy single fallback
+// BackgroundRolesConfig overrides the foreground chains for background workers
+// (backfill_embeddings, metadata_retry, reparse_metadata). Either field may be
+// nil to inherit the foreground role unchanged.
+type BackgroundRolesConfig struct {
+	Embeddings *RoleChain `yaml:"embeddings,omitempty"`
+	Metadata   *RoleChain `yaml:"metadata,omitempty"`
 }
 
-type OllamaConfig struct {
-	BaseURL        string            `yaml:"base_url"`
-	APIKey         string            `yaml:"api_key"`
-	RequestHeaders map[string]string `yaml:"request_headers"`
+// Chain returns primary followed by fallbacks (deduped, blanks dropped).
+func (e EmbeddingsRoleConfig) Chain() []RoleTarget {
+	return dedupeTargets(append([]RoleTarget{e.Primary}, e.Fallbacks...))
 }
 
-type OpenRouterAIConfig struct {
-	BaseURL      string            `yaml:"base_url"`
-	APIKey       string            `yaml:"api_key"`
-	AppName      string            `yaml:"app_name"`
-	SiteURL      string            `yaml:"site_url"`
-	ExtraHeaders map[string]string `yaml:"extra_headers"`
+func (m MetadataRoleConfig) Chain() []RoleTarget {
+	return dedupeTargets(append([]RoleTarget{m.Primary}, m.Fallbacks...))
+}
+
+func (c RoleChain) AsTargets() []RoleTarget {
+	return dedupeTargets(append([]RoleTarget{c.Primary}, c.Fallbacks...))
+}
+
+func dedupeTargets(in []RoleTarget) []RoleTarget {
+	out := make([]RoleTarget, 0, len(in))
+	seen := make(map[RoleTarget]struct{}, len(in))
+	for _, t := range in {
+		if t.Provider == "" || t.Model == "" {
+			continue
+		}
+		if _, ok := seen[t]; ok {
+			continue
+		}
+		seen[t] = struct{}{}
+		out = append(out, t)
+	}
+	return out
 }
 
 type CaptureConfig struct {
@@ -167,45 +195,3 @@ type MetadataRetryConfig struct {
 	MaxPerRun       int           `yaml:"max_per_run"`
 	IncludeArchived bool          `yaml:"include_archived"`
 }
-
-func (c AIMetadataConfig) EffectiveFallbackModels() []string {
-	models := make([]string, 0, len(c.FallbackModels)+1)
-	for _, model := range c.FallbackModels {
-		if model != "" {
-			models = append(models, model)
-		}
-	}
-	if c.FallbackModel != "" {
-		models = append(models, c.FallbackModel)
-	}
-	return dedupeNonEmpty(models)
-}
-
-func (c LiteLLMConfig) EffectiveFallbackMetadataModels() []string {
-	models := make([]string, 0, len(c.FallbackMetadataModels)+1)
-	for _, model := range c.FallbackMetadataModels {
-		if model != "" {
-			models = append(models, model)
-		}
-	}
-	if c.FallbackMetadataModel != "" {
-		models = append(models, c.FallbackMetadataModel)
-	}
-	return dedupeNonEmpty(models)
-}
-
-func dedupeNonEmpty(values []string) []string {
-	seen := make(map[string]struct{}, len(values))
-	out := make([]string, 0, len(values))
-	for _, value := range values {
-		if value == "" {
-			continue
-		}
-		if _, ok := seen[value]; ok {
-			continue
-		}
-		seen[value] = struct{}{}
-		out = append(out, value)
-	}
-	return out
-}

internal/config/loader.go

@@ -2,6 +2,7 @@ package config
 
 import (
 	"fmt"
+	"log/slog"
 	"os"
 	"strconv"
 	"strings"
@@ -12,6 +13,12 @@ import (
 )
 
 func Load(explicitPath string) (*Config, string, error) {
+	return LoadWithLogger(explicitPath, nil)
+}
+
+// LoadWithLogger is Load with a logger surface for migration notices. Passing
+// nil is fine — migration events will simply not be logged.
+func LoadWithLogger(explicitPath string, log *slog.Logger) (*Config, string, error) {
 	path := ResolvePath(explicitPath)
 
 	data, err := os.ReadFile(path)
@@ -19,10 +26,38 @@ func Load(explicitPath string) (*Config, string, error) {
 		return nil, path, fmt.Errorf("read config %q: %w", path, err)
 	}
 
-	cfg := defaultConfig()
-	if err := yaml.Unmarshal(data, &cfg); err != nil {
+	raw := map[string]any{}
+	if err := yaml.Unmarshal(data, &raw); err != nil {
 		return nil, path, fmt.Errorf("decode config %q: %w", path, err)
 	}
+	if raw == nil {
+		raw = map[string]any{}
+	}
+
+	applied, err := Migrate(raw)
+	if err != nil {
+		return nil, path, fmt.Errorf("migrate config %q: %w", path, err)
+	}
+
+	if len(applied) > 0 {
+		if log != nil {
+			for _, step := range applied {
+				log.Warn("config migrated in memory",
+					slog.String("path", path),
+					slog.Int("from_version", step.From),
+					slog.Int("to_version", step.To),
+					slog.String("describe", step.Describe),
+					slog.String("hint", "persist with amcs-migrate-config"),
+				)
+			}
+		}
+	}
+
+	cfg, err := decodeTyped(raw)
+	if err != nil {
+		return nil, path, fmt.Errorf("decode migrated config %q: %w", path, err)
+	}
+	cfg.Version = CurrentConfigVersion
 
 	applyEnvOverrides(&cfg)
 	if err := cfg.Validate(); err != nil {
@@ -32,6 +67,18 @@ func Load(explicitPath string) (*Config, string, error) {
 	return &cfg, path, nil
 }
 
+func decodeTyped(raw map[string]any) (Config, error) {
+	out, err := yaml.Marshal(raw)
+	if err != nil {
+		return Config{}, fmt.Errorf("re-marshal migrated config: %w", err)
+	}
+	cfg := defaultConfig()
+	if err := yaml.Unmarshal(out, &cfg); err != nil {
+		return Config{}, err
+	}
+	return cfg, nil
+}
+
 func ResolvePath(explicitPath string) string {
 	if path := strings.TrimSpace(explicitPath); path != "" {
 		if path != ".yaml" && path != ".yml" {
@@ -49,6 +96,7 @@ func ResolvePath(explicitPath string) string {
 func defaultConfig() Config {
 	info := buildinfo.Current()
 	return Config{
+		Version: CurrentConfigVersion,
 		Server: ServerConfig{
 			Host:         "0.0.0.0",
 			Port:         8080,
@@ -69,20 +117,14 @@ func defaultConfig() Config {
 			QueryParam: "key",
 		},
 		AI: AIConfig{
-			Provider: "litellm",
-			Embeddings: AIEmbeddingConfig{
-				Model:      "openai/text-embedding-3-small",
+			Providers: map[string]ProviderConfig{},
+			Embeddings: EmbeddingsRoleConfig{
 				Dimensions: 1536,
 			},
-			Metadata: AIMetadataConfig{
-				Model:       "gpt-4o-mini",
+			Metadata: MetadataRoleConfig{
 				Temperature: 0.1,
 				Timeout:     10 * time.Second,
 			},
-			Ollama: OllamaConfig{
-				BaseURL: "http://localhost:11434/v1",
-				APIKey:  "ollama",
-			},
 		},
 		Capture: CaptureConfig{
 			Source: DefaultSource,
@@ -119,11 +161,12 @@ func defaultConfig() Config {
 func applyEnvOverrides(cfg *Config) {
 	overrideString(&cfg.Database.URL, "AMCS_DATABASE_URL")
 	overrideString(&cfg.MCP.PublicURL, "AMCS_PUBLIC_URL")
-	overrideString(&cfg.AI.LiteLLM.BaseURL, "AMCS_LITELLM_BASE_URL")
-	overrideString(&cfg.AI.LiteLLM.APIKey, "AMCS_LITELLM_API_KEY")
-	overrideString(&cfg.AI.Ollama.BaseURL, "AMCS_OLLAMA_BASE_URL")
-	overrideString(&cfg.AI.Ollama.APIKey, "AMCS_OLLAMA_API_KEY")
-	overrideString(&cfg.AI.OpenRouter.APIKey, "AMCS_OPENROUTER_API_KEY")
+
+	overrideProviderField(cfg, "AMCS_LITELLM_BASE_URL", "litellm", func(p *ProviderConfig, v string) { p.BaseURL = v })
+	overrideProviderField(cfg, "AMCS_LITELLM_API_KEY", "litellm", func(p *ProviderConfig, v string) { p.APIKey = v })
+	overrideProviderField(cfg, "AMCS_OLLAMA_BASE_URL", "ollama", func(p *ProviderConfig, v string) { p.BaseURL = v })
+	overrideProviderField(cfg, "AMCS_OLLAMA_API_KEY", "ollama", func(p *ProviderConfig, v string) { p.APIKey = v })
+	overrideProviderField(cfg, "AMCS_OPENROUTER_API_KEY", "openrouter", func(p *ProviderConfig, v string) { p.APIKey = v })
 
 	if value, ok := os.LookupEnv("AMCS_SERVER_PORT"); ok {
 		if port, err := strconv.Atoi(strings.TrimSpace(value)); err == nil {
@@ -132,6 +175,24 @@ func applyEnvOverrides(cfg *Config) {
 	}
 }
 
+// overrideProviderField applies an env var to every configured provider of the
+// given type. This preserves the v1 behaviour where e.g. AMCS_LITELLM_API_KEY
+// rewrote the single litellm block — in v2 it rewrites every litellm provider.
+func overrideProviderField(cfg *Config, envKey, providerType string, apply func(*ProviderConfig, string)) {
+	value, ok := os.LookupEnv(envKey)
+	if !ok {
+		return
+	}
+	value = strings.TrimSpace(value)
+	for name, p := range cfg.AI.Providers {
+		if p.Type != providerType {
+			continue
+		}
+		apply(&p, value)
+		cfg.AI.Providers[name] = p
+	}
+}
+
 func overrideString(target *string, envKey string) {
 	if value, ok := os.LookupEnv(envKey); ok {
 		*target = strings.TrimSpace(value)

internal/config/loader_test.go

@@ -3,6 +3,7 @@ package config
 import (
 	"os"
 	"path/filepath"
+	"strings"
 	"testing"
 	"time"
 )
@@ -31,9 +32,8 @@ func TestResolvePathIgnoresBareYAMLExtension(t *testing.T) {
 	}
 }
 
-func TestLoadAppliesEnvOverrides(t *testing.T) {
-	configPath := filepath.Join(t.TempDir(), "test.yaml")
-	if err := os.WriteFile(configPath, []byte(`
+const v2ConfigYAML = `
+version: 2
 server:
   port: 8080
 mcp:
@@ -46,18 +46,30 @@ auth:
 database:
   url: "postgres://from-file"
 ai:
-  provider: "litellm"
+  providers:
+    default:
+      type: "litellm"
+      base_url: "http://localhost:4000/v1"
+      api_key: "file-key"
   embeddings:
     dimensions: 1536
-  litellm:
-    base_url: "http://localhost:4000/v1"
-    api_key: "file-key"
+    primary:
+      provider: "default"
+      model: "text-embed"
+  metadata:
+    primary:
+      provider: "default"
+      model: "gpt-4"
 search:
   default_limit: 10
   max_limit: 50
 logging:
   level: "info"
-`), 0o600); err != nil {
+`
+
+func TestLoadAppliesEnvOverrides(t *testing.T) {
+	configPath := filepath.Join(t.TempDir(), "test.yaml")
+	if err := os.WriteFile(configPath, []byte(v2ConfigYAML), 0o600); err != nil {
 		t.Fatalf("write config: %v", err)
 	}
 
@@ -76,8 +88,8 @@ logging:
 	if cfg.Database.URL != "postgres://from-env" {
 		t.Fatalf("database url = %q, want env override", cfg.Database.URL)
 	}
-	if cfg.AI.LiteLLM.APIKey != "env-key" {
-		t.Fatalf("litellm api key = %q, want env override", cfg.AI.LiteLLM.APIKey)
+	if cfg.AI.Providers["default"].APIKey != "env-key" {
+		t.Fatalf("litellm api key = %q, want env override", cfg.AI.Providers["default"].APIKey)
 	}
 	if cfg.Server.Port != 9090 {
 		t.Fatalf("server port = %d, want 9090", cfg.Server.Port)
@@ -90,10 +102,12 @@ logging:
 func TestLoadAppliesOllamaEnvOverrides(t *testing.T) {
 	configPath := filepath.Join(t.TempDir(), "test.yaml")
 	if err := os.WriteFile(configPath, []byte(`
+version: 2
 server:
   port: 8080
 mcp:
   path: "/mcp"
+  session_timeout: "10m"
 auth:
   keys:
     - id: "test"
@@ -101,15 +115,20 @@ auth:
 database:
   url: "postgres://from-file"
 ai:
-  provider: "ollama"
+  providers:
+    local:
+      type: "ollama"
+      base_url: "http://localhost:11434/v1"
+      api_key: "ollama"
   embeddings:
-    model: "nomic-embed-text"
     dimensions: 768
+    primary:
+      provider: "local"
+      model: "nomic-embed-text"
   metadata:
-    model: "llama3.2"
-  ollama:
-    base_url: "http://localhost:11434/v1"
-    api_key: "ollama"
+    primary:
+      provider: "local"
+      model: "llama3.2"
 search:
   default_limit: 10
   max_limit: 50
@@ -127,10 +146,85 @@ logging:
 		t.Fatalf("Load() error = %v", err)
 	}
 
-	if cfg.AI.Ollama.BaseURL != "https://ollama.example.com/v1" {
-		t.Fatalf("ollama base url = %q, want env override", cfg.AI.Ollama.BaseURL)
+	p := cfg.AI.Providers["local"]
+	if p.BaseURL != "https://ollama.example.com/v1" {
+		t.Fatalf("ollama base url = %q, want env override", p.BaseURL)
 	}
-	if cfg.AI.Ollama.APIKey != "remote-key" {
-		t.Fatalf("ollama api key = %q, want env override", cfg.AI.Ollama.APIKey)
+	if p.APIKey != "remote-key" {
+		t.Fatalf("ollama api key = %q, want env override", p.APIKey)
+	}
+}
+
+func TestLoadMigratesV1Config(t *testing.T) {
+	configPath := filepath.Join(t.TempDir(), "v1.yaml")
+	v1 := `
+server:
+  port: 8080
+mcp:
+  path: "/mcp"
+  session_timeout: "10m"
+auth:
+  keys:
+    - id: "test"
+      value: "secret"
+database:
+  url: "postgres://from-file"
+ai:
+  provider: "litellm"
+  embeddings:
+    model: "text-embed"
+    dimensions: 1536
+  metadata:
+    model: "gpt-4"
+    temperature: 0.2
+    fallback_models: ["gpt-3.5"]
+  litellm:
+    base_url: "http://localhost:4000/v1"
+    api_key: "file-key"
+search:
+  default_limit: 10
+  max_limit: 50
+logging:
+  level: "info"
+`
+	if err := os.WriteFile(configPath, []byte(v1), 0o600); err != nil {
+		t.Fatalf("write config: %v", err)
+	}
+
+	cfg, _, err := Load(configPath)
+	if err != nil {
+		t.Fatalf("Load() error = %v", err)
+	}
+
+	if cfg.Version != CurrentConfigVersion {
+		t.Fatalf("version = %d, want %d", cfg.Version, CurrentConfigVersion)
+	}
+	if p, ok := cfg.AI.Providers["default"]; !ok || p.Type != "litellm" || p.APIKey != "file-key" {
+		t.Fatalf("providers[default] = %+v, want litellm/file-key", p)
+	}
+	if cfg.AI.Embeddings.Primary.Model != "text-embed" || cfg.AI.Embeddings.Primary.Provider != "default" {
+		t.Fatalf("embeddings.primary = %+v, want default/text-embed", cfg.AI.Embeddings.Primary)
+	}
+	if cfg.AI.Metadata.Primary.Model != "gpt-4" || cfg.AI.Metadata.Primary.Provider != "default" {
+		t.Fatalf("metadata.primary = %+v, want default/gpt-4", cfg.AI.Metadata.Primary)
+	}
+	if len(cfg.AI.Metadata.Fallbacks) != 1 || cfg.AI.Metadata.Fallbacks[0].Model != "gpt-3.5" {
+		t.Fatalf("metadata.fallbacks = %+v, want [default/gpt-3.5]", cfg.AI.Metadata.Fallbacks)
+	}
+
+	entries, err := filepath.Glob(configPath + ".bak.*")
+	if err != nil {
+		t.Fatalf("glob backups: %v", err)
+	}
+	if len(entries) != 0 {
+		t.Fatalf("backup files = %d, want 0 (load should not rewrite config)", len(entries))
+	}
+
+	originalOnDisk, err := os.ReadFile(configPath)
+	if err != nil {
+		t.Fatalf("read original config: %v", err)
+	}
+	if !strings.Contains(string(originalOnDisk), "provider: \"litellm\"") {
+		t.Fatalf("expected source config to remain unchanged on disk")
 	}
 }

internal/config/migrate.go

@@ -0,0 +1,341 @@
+package config
+
+import (
+	"fmt"
+	"sort"
+)
+
+// CurrentConfigVersion is the schema version this binary expects. Files at a
+// lower version are migrated automatically when loaded.
+const CurrentConfigVersion = 2
+
+// ConfigMigration upgrades a raw YAML map by one version.
+type ConfigMigration struct {
+	From, To int
+	Describe string
+	Apply    func(map[string]any) error
+}
+
+// migrations is the ordered ladder of upgrades. Add new entries at the end.
+var migrations = []ConfigMigration{
+	{From: 1, To: 2, Describe: "named providers + role chains", Apply: migrateV1toV2},
+}
+
+// Migrate brings raw up to CurrentConfigVersion in place. Returns the list of
+// migrations that were applied (may be empty if already current).
+func Migrate(raw map[string]any) ([]ConfigMigration, error) {
+	if raw == nil {
+		return nil, fmt.Errorf("migrate: raw config is nil")
+	}
+
+	version := readVersion(raw)
+	if version > CurrentConfigVersion {
+		return nil, fmt.Errorf("migrate: config version %d is newer than supported version %d", version, CurrentConfigVersion)
+	}
+
+	applied := make([]ConfigMigration, 0)
+	for {
+		if version >= CurrentConfigVersion {
+			break
+		}
+		step, ok := findMigration(version)
+		if !ok {
+			return nil, fmt.Errorf("migrate: no migration registered from version %d", version)
+		}
+		if err := step.Apply(raw); err != nil {
+			return nil, fmt.Errorf("migrate v%d->v%d: %w", step.From, step.To, err)
+		}
+		raw["version"] = step.To
+		version = step.To
+		applied = append(applied, step)
+	}
+	return applied, nil
+}
+
+func findMigration(from int) (ConfigMigration, bool) {
+	for _, m := range migrations {
+		if m.From == from {
+			return m, true
+		}
+	}
+	return ConfigMigration{}, false
+}
+
+// readVersion returns the version from raw. Files without a version field are
+// treated as version 1 (the original schema).
+func readVersion(raw map[string]any) int {
+	v, ok := raw["version"]
+	if !ok {
+		return 1
+	}
+	switch n := v.(type) {
+	case int:
+		return n
+	case int64:
+		return int(n)
+	case float64:
+		return int(n)
+	}
+	return 1
+}
+
+// migrateV1toV2 lifts the single-provider config into the named-providers +
+// role-chains layout. The pre-v2 config implicitly used one provider for both
+// embeddings and metadata; we materialise that as a provider named "default".
+func migrateV1toV2(raw map[string]any) error {
+	aiRaw := mapValue(raw, "ai")
+	if aiRaw == nil {
+		aiRaw = map[string]any{}
+	}
+
+	providerType := stringValue(aiRaw, "provider")
+	if providerType == "" {
+		providerType = "litellm"
+	}
+
+	providers, embeddingModel, metadataModel, fallbackModels := buildV1Provider(aiRaw, providerType)
+
+	embeddingsOld := mapValue(aiRaw, "embeddings")
+	dimensions := intValue(embeddingsOld, "dimensions")
+	if dimensions <= 0 {
+		dimensions = 1536
+	}
+	if embeddingModel == "" {
+		embeddingModel = stringValue(embeddingsOld, "model")
+	}
+
+	metadataOld := mapValue(aiRaw, "metadata")
+	if metadataModel == "" {
+		metadataModel = stringValue(metadataOld, "model")
+	}
+	temperature := floatValue(metadataOld, "temperature")
+	logConversations := boolValue(metadataOld, "log_conversations")
+	timeoutStr := stringValue(metadataOld, "timeout")
+
+	if list := stringListValue(metadataOld, "fallback_models"); len(list) > 0 {
+		fallbackModels = append(fallbackModels, list...)
+	}
+	if v := stringValue(metadataOld, "fallback_model"); v != "" {
+		fallbackModels = append(fallbackModels, v)
+	}
+
+	embeddings := map[string]any{
+		"dimensions": dimensions,
+		"primary":    map[string]any{"provider": "default", "model": embeddingModel},
+	}
+
+	metadata := map[string]any{
+		"temperature":       temperature,
+		"log_conversations": logConversations,
+		"primary":           map[string]any{"provider": "default", "model": metadataModel},
+	}
+	if timeoutStr != "" {
+		metadata["timeout"] = timeoutStr
+	}
+	if fallbacks := chainTargets("default", fallbackModels); len(fallbacks) > 0 {
+		metadata["fallbacks"] = fallbacks
+	}
+
+	raw["ai"] = map[string]any{
+		"providers":  providers,
+		"embeddings": embeddings,
+		"metadata":   metadata,
+	}
+	return nil
+}
+
+func buildV1Provider(aiRaw map[string]any, providerType string) (map[string]any, string, string, []string) {
+	providers := map[string]any{}
+	defaultEntry := map[string]any{"type": providerType}
+	embedModel := ""
+	metaModel := ""
+	var fallbacks []string
+
+	switch providerType {
+	case "litellm":
+		block := mapValue(aiRaw, "litellm")
+		copyKeys(defaultEntry, block, "base_url", "api_key")
+		copyHeaders(defaultEntry, block, "request_headers")
+		embedModel = stringValue(block, "embedding_model")
+		metaModel = stringValue(block, "metadata_model")
+		if list := stringListValue(block, "fallback_metadata_models"); len(list) > 0 {
+			fallbacks = append(fallbacks, list...)
+		}
+		if v := stringValue(block, "fallback_metadata_model"); v != "" {
+			fallbacks = append(fallbacks, v)
+		}
+	case "ollama":
+		block := mapValue(aiRaw, "ollama")
+		copyKeys(defaultEntry, block, "base_url", "api_key")
+		copyHeaders(defaultEntry, block, "request_headers")
+	case "openrouter":
+		block := mapValue(aiRaw, "openrouter")
+		copyKeys(defaultEntry, block, "base_url", "api_key", "app_name", "site_url")
+		copyHeaders(defaultEntry, block, "extra_headers")
+		// rename: extra_headers → request_headers
+		if hdr, ok := defaultEntry["extra_headers"]; ok {
+			defaultEntry["request_headers"] = hdr
+			delete(defaultEntry, "extra_headers")
+		}
+	}
+
+	providers["default"] = defaultEntry
+	return providers, embedModel, metaModel, fallbacks
+}
+
+func chainTargets(provider string, models []string) []any {
+	out := make([]any, 0, len(models))
+	seen := map[string]struct{}{}
+	for _, m := range models {
+		if m == "" {
+			continue
+		}
+		key := provider + "|" + m
+		if _, ok := seen[key]; ok {
+			continue
+		}
+		seen[key] = struct{}{}
+		out = append(out, map[string]any{"provider": provider, "model": m})
+	}
+	return out
+}
+
+func mapValue(raw map[string]any, key string) map[string]any {
+	if raw == nil {
+		return nil
+	}
+	v, ok := raw[key]
+	if !ok {
+		return nil
+	}
+	switch m := v.(type) {
+	case map[string]any:
+		return m
+	case map[any]any:
+		return convertAnyMap(m)
+	}
+	return nil
+}
+
+func convertAnyMap(in map[any]any) map[string]any {
+	out := make(map[string]any, len(in))
+	keys := make([]string, 0, len(in))
+	for k, v := range in {
+		ks, ok := k.(string)
+		if !ok {
+			continue
+		}
+		keys = append(keys, ks)
+		out[ks] = v
+	}
+	sort.Strings(keys)
+	return out
+}
+
+func stringValue(raw map[string]any, key string) string {
+	if raw == nil {
+		return ""
+	}
+	v, ok := raw[key]
+	if !ok {
+		return ""
+	}
+	if s, ok := v.(string); ok {
+		return s
+	}
+	return ""
+}
+
+func intValue(raw map[string]any, key string) int {
+	if raw == nil {
+		return 0
+	}
+	switch n := raw[key].(type) {
+	case int:
+		return n
+	case int64:
+		return int(n)
+	case float64:
+		return int(n)
+	}
+	return 0
+}
+
+func floatValue(raw map[string]any, key string) float64 {
+	if raw == nil {
+		return 0
+	}
+	switch n := raw[key].(type) {
+	case float64:
+		return n
+	case int:
+		return float64(n)
+	case int64:
+		return float64(n)
+	}
+	return 0
+}
+
+func boolValue(raw map[string]any, key string) bool {
+	if raw == nil {
+		return false
+	}
+	if b, ok := raw[key].(bool); ok {
+		return b
+	}
+	return false
+}
+
+func stringListValue(raw map[string]any, key string) []string {
+	if raw == nil {
+		return nil
+	}
+	v, ok := raw[key]
+	if !ok {
+		return nil
+	}
+	list, ok := v.([]any)
+	if !ok {
+		return nil
+	}
+	out := make([]string, 0, len(list))
+	for _, item := range list {
+		if s, ok := item.(string); ok && s != "" {
+			out = append(out, s)
+		}
+	}
+	return out
+}
+
+func copyKeys(dst, src map[string]any, keys ...string) {
+	if src == nil {
+		return
+	}
+	for _, k := range keys {
+		if v, ok := src[k]; ok {
+			dst[k] = v
+		}
+	}
+}
+
+func copyHeaders(dst, src map[string]any, key string) {
+	if src == nil {
+		return
+	}
+	v, ok := src[key]
+	if !ok {
+		return
+	}
+	switch headers := v.(type) {
+	case map[string]any:
+		if len(headers) == 0 {
+			return
+		}
+		dst[key] = headers
+	case map[any]any:
+		if len(headers) == 0 {
+			return
+		}
+		dst[key] = convertAnyMap(headers)
+	}
+}

internal/config/migrate_test.go

@@ -0,0 +1,77 @@
+package config
+
+import "testing"
+
+func TestMigrateV1ToV2Litellm(t *testing.T) {
+	raw := map[string]any{
+		"ai": map[string]any{
+			"provider": "litellm",
+			"embeddings": map[string]any{
+				"model":      "text-embedding-3-small",
+				"dimensions": 1536,
+			},
+			"metadata": map[string]any{
+				"model":           "gpt-4o-mini",
+				"temperature":     0.2,
+				"fallback_models": []any{"gpt-4.1-mini"},
+			},
+			"litellm": map[string]any{
+				"base_url": "http://localhost:4000/v1",
+				"api_key":  "secret",
+			},
+		},
+	}
+
+	applied, err := Migrate(raw)
+	if err != nil {
+		t.Fatalf("Migrate() error = %v", err)
+	}
+	if len(applied) != 1 || applied[0].From != 1 || applied[0].To != 2 {
+		t.Fatalf("applied = %+v, want [v1->v2]", applied)
+	}
+	if got := readVersion(raw); got != CurrentConfigVersion {
+		t.Fatalf("version = %d, want %d", got, CurrentConfigVersion)
+	}
+
+	ai := mapValue(raw, "ai")
+	providers := mapValue(ai, "providers")
+	def := mapValue(providers, "default")
+	if got := stringValue(def, "type"); got != "litellm" {
+		t.Fatalf("providers.default.type = %q, want litellm", got)
+	}
+	if got := stringValue(def, "base_url"); got != "http://localhost:4000/v1" {
+		t.Fatalf("providers.default.base_url = %q", got)
+	}
+
+	emb := mapValue(ai, "embeddings")
+	embPrimary := mapValue(emb, "primary")
+	if stringValue(embPrimary, "provider") != "default" || stringValue(embPrimary, "model") != "text-embedding-3-small" {
+		t.Fatalf("embeddings.primary = %+v, want default/text-embedding-3-small", embPrimary)
+	}
+
+	meta := mapValue(ai, "metadata")
+	metaPrimary := mapValue(meta, "primary")
+	if stringValue(metaPrimary, "provider") != "default" || stringValue(metaPrimary, "model") != "gpt-4o-mini" {
+		t.Fatalf("metadata.primary = %+v, want default/gpt-4o-mini", metaPrimary)
+	}
+	fallbacks, ok := meta["fallbacks"].([]any)
+	if !ok || len(fallbacks) != 1 {
+		t.Fatalf("metadata.fallbacks = %#v, want len=1", meta["fallbacks"])
+	}
+	firstFallback, ok := fallbacks[0].(map[string]any)
+	if !ok {
+		t.Fatalf("metadata.fallbacks[0] type = %T, want map[string]any", fallbacks[0])
+	}
+	if stringValue(firstFallback, "provider") != "default" || stringValue(firstFallback, "model") != "gpt-4.1-mini" {
+		t.Fatalf("metadata fallback = %+v, want default/gpt-4.1-mini", firstFallback)
+	}
+}
+
+func TestMigrateRejectsNewerVersion(t *testing.T) {
+	raw := map[string]any{"version": CurrentConfigVersion + 1}
+
+	_, err := Migrate(raw)
+	if err == nil {
+		t.Fatal("Migrate() error = nil, want error for newer config version")
+	}
+}

internal/config/validate.go

@@ -45,38 +45,8 @@ func (c Config) Validate() error {
 		return fmt.Errorf("invalid config: mcp.session_timeout must be greater than zero")
 	}
 
-	switch c.AI.Provider {
-	case "litellm", "ollama", "openrouter":
-	default:
-		return fmt.Errorf("invalid config: unsupported ai.provider %q", c.AI.Provider)
-	}
-
-	if c.AI.Embeddings.Dimensions <= 0 {
-		return fmt.Errorf("invalid config: ai.embeddings.dimensions must be greater than zero")
-	}
-
-	switch c.AI.Provider {
-	case "litellm":
-		if strings.TrimSpace(c.AI.LiteLLM.BaseURL) == "" {
-			return fmt.Errorf("invalid config: ai.litellm.base_url is required when ai.provider=litellm")
-		}
-		if strings.TrimSpace(c.AI.LiteLLM.APIKey) == "" {
-			return fmt.Errorf("invalid config: ai.litellm.api_key is required when ai.provider=litellm")
-		}
-	case "ollama":
-		if strings.TrimSpace(c.AI.Ollama.BaseURL) == "" {
-			return fmt.Errorf("invalid config: ai.ollama.base_url is required when ai.provider=ollama")
-		}
-		if strings.TrimSpace(c.AI.Ollama.APIKey) == "" {
-			return fmt.Errorf("invalid config: ai.ollama.api_key is required when ai.provider=ollama")
-		}
-	case "openrouter":
-		if strings.TrimSpace(c.AI.OpenRouter.BaseURL) == "" {
-			return fmt.Errorf("invalid config: ai.openrouter.base_url is required when ai.provider=openrouter")
-		}
-		if strings.TrimSpace(c.AI.OpenRouter.APIKey) == "" {
-			return fmt.Errorf("invalid config: ai.openrouter.api_key is required when ai.provider=openrouter")
-		}
+	if err := c.AI.validate(); err != nil {
+		return err
 	}
 
 	if c.Server.Port <= 0 {
@@ -108,3 +78,61 @@ func (c Config) Validate() error {
 
 	return nil
 }
+
+func (a AIConfig) validate() error {
+	if len(a.Providers) == 0 {
+		return fmt.Errorf("invalid config: ai.providers must contain at least one entry")
+	}
+	for name, p := range a.Providers {
+		if strings.TrimSpace(name) == "" {
+			return fmt.Errorf("invalid config: ai.providers contains an entry with an empty name")
+		}
+		switch p.Type {
+		case "litellm", "ollama", "openrouter":
+		default:
+			return fmt.Errorf("invalid config: ai.providers.%s.type %q is not supported", name, p.Type)
+		}
+		if strings.TrimSpace(p.BaseURL) == "" {
+			return fmt.Errorf("invalid config: ai.providers.%s.base_url is required", name)
+		}
+		if strings.TrimSpace(p.APIKey) == "" {
+			return fmt.Errorf("invalid config: ai.providers.%s.api_key is required", name)
+		}
+	}
+
+	if a.Embeddings.Dimensions <= 0 {
+		return fmt.Errorf("invalid config: ai.embeddings.dimensions must be greater than zero")
+	}
+
+	if err := a.validateChain("ai.embeddings", a.Embeddings.Chain()); err != nil {
+		return err
+	}
+	if err := a.validateChain("ai.metadata", a.Metadata.Chain()); err != nil {
+		return err
+	}
+	if a.Background != nil {
+		if a.Background.Embeddings != nil {
+			if err := a.validateChain("ai.background.embeddings", a.Background.Embeddings.AsTargets()); err != nil {
+				return err
+			}
+		}
+		if a.Background.Metadata != nil {
+			if err := a.validateChain("ai.background.metadata", a.Background.Metadata.AsTargets()); err != nil {
+				return err
+			}
+		}
+	}
+	return nil
+}
+
+func (a AIConfig) validateChain(prefix string, chain []RoleTarget) error {
+	if len(chain) == 0 {
+		return fmt.Errorf("invalid config: %s.primary must reference a configured provider and model", prefix)
+	}
+	for i, target := range chain {
+		if _, ok := a.Providers[target.Provider]; !ok {
+			return fmt.Errorf("invalid config: %s[%d] references unknown provider %q", prefix, i, target.Provider)
+		}
+	}
+	return nil
+}

internal/config/validate_test.go

@@ -7,28 +7,23 @@ import (
 
 func validConfig() Config {
 	return Config{
-		Server: ServerConfig{Port: 8080},
-		MCP:    MCPConfig{Path: "/mcp", SessionTimeout: 10 * time.Minute},
+		Version: CurrentConfigVersion,
+		Server:  ServerConfig{Port: 8080},
+		MCP:     MCPConfig{Path: "/mcp", SessionTimeout: 10 * time.Minute},
 		Auth: AuthConfig{
 			Keys: []APIKey{{ID: "test", Value: "secret"}},
 		},
 		Database: DatabaseConfig{URL: "postgres://example"},
 		AI: AIConfig{
-			Provider: "litellm",
-			Embeddings: AIEmbeddingConfig{
+			Providers: map[string]ProviderConfig{
+				"default": {Type: "litellm", BaseURL: "http://localhost:4000/v1", APIKey: "key"},
+			},
+			Embeddings: EmbeddingsRoleConfig{
 				Dimensions: 1536,
+				Primary:    RoleTarget{Provider: "default", Model: "text-embed"},
 			},
-			LiteLLM: LiteLLMConfig{
-				BaseURL: "http://localhost:4000/v1",
-				APIKey:  "key",
-			},
-			Ollama: OllamaConfig{
-				BaseURL: "http://localhost:11434/v1",
-				APIKey:  "ollama",
-			},
-			OpenRouter: OpenRouterAIConfig{
-				BaseURL: "https://openrouter.ai/api/v1",
-				APIKey:  "key",
+			Metadata: MetadataRoleConfig{
+				Primary: RoleTarget{Provider: "default", Model: "gpt-4"},
 			},
 		},
 		Search:  SearchConfig{DefaultLimit: 10, MaxLimit: 50},
@@ -36,29 +31,44 @@ func validConfig() Config {
 	}
 }
 
-func TestValidateAcceptsSupportedProviders(t *testing.T) {
-	cfg := validConfig()
-	if err := cfg.Validate(); err != nil {
-		t.Fatalf("Validate litellm error = %v", err)
-	}
-
-	cfg.AI.Provider = "ollama"
-	if err := cfg.Validate(); err != nil {
-		t.Fatalf("Validate ollama error = %v", err)
-	}
-
-	cfg.AI.Provider = "openrouter"
-	if err := cfg.Validate(); err != nil {
-		t.Fatalf("Validate openrouter error = %v", err)
+func TestValidateAcceptsSupportedProviderTypes(t *testing.T) {
+	for _, providerType := range []string{"litellm", "ollama", "openrouter"} {
+		cfg := validConfig()
+		p := cfg.AI.Providers["default"]
+		p.Type = providerType
+		cfg.AI.Providers["default"] = p
+		if err := cfg.Validate(); err != nil {
+			t.Fatalf("Validate %s error = %v", providerType, err)
+		}
 	}
 }
 
-func TestValidateRejectsInvalidProvider(t *testing.T) {
+func TestValidateRejectsInvalidProviderType(t *testing.T) {
 	cfg := validConfig()
-	cfg.AI.Provider = "unknown"
+	p := cfg.AI.Providers["default"]
+	p.Type = "unknown"
+	cfg.AI.Providers["default"] = p
 
 	if err := cfg.Validate(); err == nil {
-		t.Fatal("Validate() error = nil, want error for unsupported provider")
+		t.Fatal("Validate() error = nil, want error for unsupported provider type")
+	}
+}
+
+func TestValidateRejectsChainWithUnknownProvider(t *testing.T) {
+	cfg := validConfig()
+	cfg.AI.Metadata.Primary = RoleTarget{Provider: "does-not-exist", Model: "x"}
+
+	if err := cfg.Validate(); err == nil {
+		t.Fatal("Validate() error = nil, want error for chain referencing unknown provider")
+	}
+}
+
+func TestValidateRejectsEmptyProviders(t *testing.T) {
+	cfg := validConfig()
+	cfg.AI.Providers = map[string]ProviderConfig{}
+
+	if err := cfg.Validate(); err == nil {
+		t.Fatal("Validate() error = nil, want error for empty providers")
 	}
 }
 

internal/generatedmodels/sql_public_agent_guardrails.go

@@ -0,0 +1,67 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicAgentGuardrails struct {
+	bun.BaseModel                         `bun:"table:public.agent_guardrails,alias:agent_guardrails"`
+	ID                                    resolvespec_common.SqlUUID      `bun:"id,type:uuid,pk,default:gen_random_uuid()," json:"id"`
+	Content                               resolvespec_common.SqlString    `bun:"content,type:text,notnull," json:"content"`
+	CreatedAt                             resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Description                           resolvespec_common.SqlString    `bun:"description,type:text,default:'',notnull," json:"description"`
+	Name                                  resolvespec_common.SqlString    `bun:"name,type:text,notnull," json:"name"`
+	Severity                              resolvespec_common.SqlString    `bun:"severity,type:text,default:'medium',notnull," json:"severity"`
+	Tags                                  resolvespec_common.SqlString    `bun:"tags,type:text,nullzero," json:"tags"`
+	UpdatedAt                             resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelGuardrailIDPublicPlanGuardrails    []*ModelPublicPlanGuardrails    `bun:"rel:has-many,join:id=guardrail_id" json:"relguardrailidpublicplanguardrails,omitempty"`    // Has many ModelPublicPlanGuardrails
+	RelGuardrailIDPublicProjectGuardrails []*ModelPublicProjectGuardrails `bun:"rel:has-many,join:id=guardrail_id" json:"relguardrailidpublicprojectguardrails,omitempty"` // Has many ModelPublicProjectGuardrails
+}
+
+// TableName returns the table name for ModelPublicAgentGuardrails
+func (m ModelPublicAgentGuardrails) TableName() string {
+	return "public.agent_guardrails"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicAgentGuardrails
+func (m ModelPublicAgentGuardrails) TableNameOnly() string {
+	return "agent_guardrails"
+}
+
+// SchemaName returns the schema name for ModelPublicAgentGuardrails
+func (m ModelPublicAgentGuardrails) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicAgentGuardrails) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicAgentGuardrails) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicAgentGuardrails) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicAgentGuardrails) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicAgentGuardrails) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicAgentGuardrails) GetPrefix() string {
+	return "AGG"
+}

internal/generatedmodels/sql_public_agent_skills.go

@@ -0,0 +1,67 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicAgentSkills struct {
+	bun.BaseModel                    `bun:"table:public.agent_skills,alias:agent_skills"`
+	ID                               resolvespec_common.SqlUUID      `bun:"id,type:uuid,pk,default:gen_random_uuid()," json:"id"`
+	Content                          resolvespec_common.SqlString    `bun:"content,type:text,notnull," json:"content"`
+	CreatedAt                        resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Description                      resolvespec_common.SqlString    `bun:"description,type:text,default:'',notnull," json:"description"`
+	Name                             resolvespec_common.SqlString    `bun:"name,type:text,notnull," json:"name"`
+	Tags                             resolvespec_common.SqlString    `bun:"tags,type:text,nullzero," json:"tags"`
+	UpdatedAt                        resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelRelatedSkillIDPublicLearnings []*ModelPublicLearnings         `bun:"rel:has-many,join:id=related_skill_id" json:"relrelatedskillidpubliclearnings,omitempty"` // Has many ModelPublicLearnings
+	RelSkillIDPublicPlanSkills       []*ModelPublicPlanSkills        `bun:"rel:has-many,join:id=skill_id" json:"relskillidpublicplanskills,omitempty"`               // Has many ModelPublicPlanSkills
+	RelSkillIDPublicProjectSkills    []*ModelPublicProjectSkills     `bun:"rel:has-many,join:id=skill_id" json:"relskillidpublicprojectskills,omitempty"`            // Has many ModelPublicProjectSkills
+}
+
+// TableName returns the table name for ModelPublicAgentSkills
+func (m ModelPublicAgentSkills) TableName() string {
+	return "public.agent_skills"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicAgentSkills
+func (m ModelPublicAgentSkills) TableNameOnly() string {
+	return "agent_skills"
+}
+
+// SchemaName returns the schema name for ModelPublicAgentSkills
+func (m ModelPublicAgentSkills) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicAgentSkills) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicAgentSkills) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicAgentSkills) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicAgentSkills) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicAgentSkills) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicAgentSkills) GetPrefix() string {
+	return "ASG"
+}

internal/generatedmodels/sql_public_chat_histories.go

@@ -0,0 +1,69 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicChatHistories struct {
+	bun.BaseModel `bun:"table:public.chat_histories,alias:chat_histories"`
+	ID            resolvespec_common.SqlUUID      `bun:"id,type:uuid,pk,default:gen_random_uuid()," json:"id"`
+	AgentID       resolvespec_common.SqlString    `bun:"agent_id,type:text,nullzero," json:"agent_id"`
+	Channel       resolvespec_common.SqlString    `bun:"channel,type:text,nullzero," json:"channel"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Messages      resolvespec_common.SqlJSONB     `bun:"messages,type:jsonb,default:'[',notnull," json:"messages"`
+	Metadata      resolvespec_common.SqlJSONB     `bun:"metadata,type:jsonb,default:'{}',notnull," json:"metadata"`
+	ProjectID     resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,nullzero," json:"project_id"`
+	SessionID     resolvespec_common.SqlString    `bun:"session_id,type:text,notnull," json:"session_id"`
+	Summary       resolvespec_common.SqlString    `bun:"summary,type:text,nullzero," json:"summary"`
+	Title         resolvespec_common.SqlString    `bun:"title,type:text,nullzero," json:"title"`
+	UpdatedAt     resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelProjectID  *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"` // Has one ModelPublicProjects
+}
+
+// TableName returns the table name for ModelPublicChatHistories
+func (m ModelPublicChatHistories) TableName() string {
+	return "public.chat_histories"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicChatHistories
+func (m ModelPublicChatHistories) TableNameOnly() string {
+	return "chat_histories"
+}
+
+// SchemaName returns the schema name for ModelPublicChatHistories
+func (m ModelPublicChatHistories) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicChatHistories) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicChatHistories) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicChatHistories) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicChatHistories) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicChatHistories) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicChatHistories) GetPrefix() string {
+	return "CHH"
+}

internal/generatedmodels/sql_public_embeddings.go

@@ -0,0 +1,66 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicEmbeddings struct {
+	bun.BaseModel `bun:"table:public.embeddings,alias:embeddings"`
+	ID            resolvespec_common.SqlInt64     `bun:"id,type:bigserial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),nullzero," json:"created_at"`
+	Dim           resolvespec_common.SqlInt32     `bun:"dim,type:int,notnull," json:"dim"`
+	Embedding     resolvespec_common.SqlString    `bun:"embedding,type:vector,notnull," json:"embedding"`
+	GUID          resolvespec_common.SqlUUID      `bun:"guid,type:uuid,default:gen_random_uuid(),notnull," json:"guid"`
+	Model         resolvespec_common.SqlString    `bun:"model,type:text,notnull,unique:uidx_embeddings_thought_id_model," json:"model"`
+	ThoughtID     resolvespec_common.SqlUUID      `bun:"thought_id,type:uuid,notnull,unique:uidx_embeddings_thought_id_model," json:"thought_id"`
+	UpdatedAt     resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),nullzero," json:"updated_at"`
+	RelThoughtID  *ModelPublicThoughts            `bun:"rel:has-one,join:thought_id=guid" json:"relthoughtid,omitempty"` // Has one ModelPublicThoughts
+}
+
+// TableName returns the table name for ModelPublicEmbeddings
+func (m ModelPublicEmbeddings) TableName() string {
+	return "public.embeddings"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicEmbeddings
+func (m ModelPublicEmbeddings) TableNameOnly() string {
+	return "embeddings"
+}
+
+// SchemaName returns the schema name for ModelPublicEmbeddings
+func (m ModelPublicEmbeddings) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicEmbeddings) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicEmbeddings) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicEmbeddings) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicEmbeddings) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicEmbeddings) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicEmbeddings) GetPrefix() string {
+	return "EMB"
+}

internal/generatedmodels/sql_public_learnings.go

@@ -0,0 +1,83 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicLearnings struct {
+	bun.BaseModel            `bun:"table:public.learnings,alias:learnings"`
+	ID                       resolvespec_common.SqlUUID      `bun:"id,type:uuid,pk,default:gen_random_uuid()," json:"id"`
+	ActionRequired           bool                            `bun:"action_required,type:boolean,default:false,notnull," json:"action_required"`
+	Area                     resolvespec_common.SqlString    `bun:"area,type:text,default:'other',notnull," json:"area"`
+	Category                 resolvespec_common.SqlString    `bun:"category,type:text,default:'insight',notnull," json:"category"`
+	Confidence               resolvespec_common.SqlString    `bun:"confidence,type:text,default:'hypothesis',notnull," json:"confidence"`
+	CreatedAt                resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Details                  resolvespec_common.SqlString    `bun:"details,type:text,default:'',notnull," json:"details"`
+	DuplicateOfLearningID    resolvespec_common.SqlUUID      `bun:"duplicate_of_learning_id,type:uuid,nullzero," json:"duplicate_of_learning_id"`
+	Priority                 resolvespec_common.SqlString    `bun:"priority,type:text,default:'medium',notnull," json:"priority"`
+	ProjectID                resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,nullzero," json:"project_id"`
+	RelatedSkillID           resolvespec_common.SqlUUID      `bun:"related_skill_id,type:uuid,nullzero," json:"related_skill_id"`
+	RelatedThoughtID         resolvespec_common.SqlUUID      `bun:"related_thought_id,type:uuid,nullzero," json:"related_thought_id"`
+	ReviewedAt               resolvespec_common.SqlTimeStamp `bun:"reviewed_at,type:timestamptz,nullzero," json:"reviewed_at"`
+	ReviewedBy               resolvespec_common.SqlString    `bun:"reviewed_by,type:text,nullzero," json:"reviewed_by"`
+	SourceRef                resolvespec_common.SqlString    `bun:"source_ref,type:text,nullzero," json:"source_ref"`
+	SourceType               resolvespec_common.SqlString    `bun:"source_type,type:text,nullzero," json:"source_type"`
+	Status                   resolvespec_common.SqlString    `bun:"status,type:text,default:'pending',notnull," json:"status"`
+	Summary                  resolvespec_common.SqlString    `bun:"summary,type:text,notnull," json:"summary"`
+	SupersedesLearningID     resolvespec_common.SqlUUID      `bun:"supersedes_learning_id,type:uuid,nullzero," json:"supersedes_learning_id"`
+	Tags                     resolvespec_common.SqlString    `bun:"tags,type:text,nullzero," json:"tags"`
+	UpdatedAt                resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelDuplicateOfLearningID *ModelPublicLearnings           `bun:"rel:has-one,join:duplicate_of_learning_id=id" json:"relduplicateoflearningid,omitempty"` // Has one ModelPublicLearnings
+	RelProjectID             *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"`                         // Has one ModelPublicProjects
+	RelRelatedSkillID        *ModelPublicAgentSkills         `bun:"rel:has-one,join:related_skill_id=id" json:"relrelatedskillid,omitempty"`                // Has one ModelPublicAgentSkills
+	RelRelatedThoughtID      *ModelPublicThoughts            `bun:"rel:has-one,join:related_thought_id=guid" json:"relrelatedthoughtid,omitempty"`          // Has one ModelPublicThoughts
+	RelSupersedesLearningID  *ModelPublicLearnings           `bun:"rel:has-one,join:supersedes_learning_id=id" json:"relsupersedeslearningid,omitempty"`    // Has one ModelPublicLearnings
+}
+
+// TableName returns the table name for ModelPublicLearnings
+func (m ModelPublicLearnings) TableName() string {
+	return "public.learnings"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicLearnings
+func (m ModelPublicLearnings) TableNameOnly() string {
+	return "learnings"
+}
+
+// SchemaName returns the schema name for ModelPublicLearnings
+func (m ModelPublicLearnings) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicLearnings) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicLearnings) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicLearnings) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicLearnings) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicLearnings) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicLearnings) GetPrefix() string {
+	return "LEA"
+}

internal/generatedmodels/sql_public_plan_dependencies.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicPlanDependencies struct {
+	bun.BaseModel      `bun:"table:public.plan_dependencies,alias:plan_dependencies"`
+	ID                 resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt          resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	DependsOnPlanID    resolvespec_common.SqlUUID      `bun:"depends_on_plan_id,type:uuid,notnull,unique:uidx_plan_dependencies_plan_id_depends_on_plan_id," json:"depends_on_plan_id"`
+	PlanID             resolvespec_common.SqlUUID      `bun:"plan_id,type:uuid,notnull,unique:uidx_plan_dependencies_plan_id_depends_on_plan_id," json:"plan_id"`
+	RelDependsOnPlanID *ModelPublicPlans               `bun:"rel:has-one,join:depends_on_plan_id=id" json:"reldependsonplanid,omitempty"` // Has one ModelPublicPlans
+	RelPlanID          *ModelPublicPlans               `bun:"rel:has-one,join:plan_id=id" json:"relplanid,omitempty"`                     // Has one ModelPublicPlans
+}
+
+// TableName returns the table name for ModelPublicPlanDependencies
+func (m ModelPublicPlanDependencies) TableName() string {
+	return "public.plan_dependencies"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicPlanDependencies
+func (m ModelPublicPlanDependencies) TableNameOnly() string {
+	return "plan_dependencies"
+}
+
+// SchemaName returns the schema name for ModelPublicPlanDependencies
+func (m ModelPublicPlanDependencies) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicPlanDependencies) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicPlanDependencies) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicPlanDependencies) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicPlanDependencies) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicPlanDependencies) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicPlanDependencies) GetPrefix() string {
+	return "PDL"
+}

internal/generatedmodels/sql_public_plan_guardrails.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicPlanGuardrails struct {
+	bun.BaseModel  `bun:"table:public.plan_guardrails,alias:plan_guardrails"`
+	ID             resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt      resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	GuardrailID    resolvespec_common.SqlUUID      `bun:"guardrail_id,type:uuid,notnull,unique:uidx_plan_guardrails_plan_id_guardrail_id," json:"guardrail_id"`
+	PlanID         resolvespec_common.SqlUUID      `bun:"plan_id,type:uuid,notnull,unique:uidx_plan_guardrails_plan_id_guardrail_id," json:"plan_id"`
+	RelGuardrailID *ModelPublicAgentGuardrails     `bun:"rel:has-one,join:guardrail_id=id" json:"relguardrailid,omitempty"` // Has one ModelPublicAgentGuardrails
+	RelPlanID      *ModelPublicPlans               `bun:"rel:has-one,join:plan_id=id" json:"relplanid,omitempty"`           // Has one ModelPublicPlans
+}
+
+// TableName returns the table name for ModelPublicPlanGuardrails
+func (m ModelPublicPlanGuardrails) TableName() string {
+	return "public.plan_guardrails"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicPlanGuardrails
+func (m ModelPublicPlanGuardrails) TableNameOnly() string {
+	return "plan_guardrails"
+}
+
+// SchemaName returns the schema name for ModelPublicPlanGuardrails
+func (m ModelPublicPlanGuardrails) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicPlanGuardrails) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicPlanGuardrails) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicPlanGuardrails) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicPlanGuardrails) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicPlanGuardrails) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicPlanGuardrails) GetPrefix() string {
+	return "PGL"
+}

internal/generatedmodels/sql_public_plan_related_plans.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicPlanRelatedPlans struct {
+	bun.BaseModel `bun:"table:public.plan_related_plans,alias:plan_related_plans"`
+	ID            resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	PlanAID       resolvespec_common.SqlUUID      `bun:"plan_a_id,type:uuid,notnull,unique:uidx_plan_related_plans_plan_a_id_plan_b_id," json:"plan_a_id"`
+	PlanBID       resolvespec_common.SqlUUID      `bun:"plan_b_id,type:uuid,notnull,unique:uidx_plan_related_plans_plan_a_id_plan_b_id," json:"plan_b_id"`
+	RelPlanAID    *ModelPublicPlans               `bun:"rel:has-one,join:plan_a_id=id" json:"relplanaid,omitempty"` // Has one ModelPublicPlans
+	RelPlanBID    *ModelPublicPlans               `bun:"rel:has-one,join:plan_b_id=id" json:"relplanbid,omitempty"` // Has one ModelPublicPlans
+}
+
+// TableName returns the table name for ModelPublicPlanRelatedPlans
+func (m ModelPublicPlanRelatedPlans) TableName() string {
+	return "public.plan_related_plans"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicPlanRelatedPlans
+func (m ModelPublicPlanRelatedPlans) TableNameOnly() string {
+	return "plan_related_plans"
+}
+
+// SchemaName returns the schema name for ModelPublicPlanRelatedPlans
+func (m ModelPublicPlanRelatedPlans) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicPlanRelatedPlans) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicPlanRelatedPlans) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicPlanRelatedPlans) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicPlanRelatedPlans) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicPlanRelatedPlans) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicPlanRelatedPlans) GetPrefix() string {
+	return "PRP"
+}

internal/generatedmodels/sql_public_plan_skills.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicPlanSkills struct {
+	bun.BaseModel `bun:"table:public.plan_skills,alias:plan_skills"`
+	ID            resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	PlanID        resolvespec_common.SqlUUID      `bun:"plan_id,type:uuid,notnull,unique:uidx_plan_skills_plan_id_skill_id," json:"plan_id"`
+	SkillID       resolvespec_common.SqlUUID      `bun:"skill_id,type:uuid,notnull,unique:uidx_plan_skills_plan_id_skill_id," json:"skill_id"`
+	RelPlanID     *ModelPublicPlans               `bun:"rel:has-one,join:plan_id=id" json:"relplanid,omitempty"`   // Has one ModelPublicPlans
+	RelSkillID    *ModelPublicAgentSkills         `bun:"rel:has-one,join:skill_id=id" json:"relskillid,omitempty"` // Has one ModelPublicAgentSkills
+}
+
+// TableName returns the table name for ModelPublicPlanSkills
+func (m ModelPublicPlanSkills) TableName() string {
+	return "public.plan_skills"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicPlanSkills
+func (m ModelPublicPlanSkills) TableNameOnly() string {
+	return "plan_skills"
+}
+
+// SchemaName returns the schema name for ModelPublicPlanSkills
+func (m ModelPublicPlanSkills) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicPlanSkills) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicPlanSkills) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicPlanSkills) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicPlanSkills) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicPlanSkills) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicPlanSkills) GetPrefix() string {
+	return "PSL"
+}

internal/generatedmodels/sql_public_plans.go

@@ -0,0 +1,80 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicPlans struct {
+	bun.BaseModel                            `bun:"table:public.plans,alias:plans"`
+	ID                                       resolvespec_common.SqlUUID      `bun:"id,type:uuid,pk,default:gen_random_uuid()," json:"id"`
+	CompletedAt                              resolvespec_common.SqlTimeStamp `bun:"completed_at,type:timestamptz,nullzero," json:"completed_at"`
+	CreatedAt                                resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Description                              resolvespec_common.SqlString    `bun:"description,type:text,default:'',notnull," json:"description"`
+	DueDate                                  resolvespec_common.SqlTimeStamp `bun:"due_date,type:timestamptz,nullzero," json:"due_date"`
+	LastReviewedAt                           resolvespec_common.SqlTimeStamp `bun:"last_reviewed_at,type:timestamptz,nullzero," json:"last_reviewed_at"`
+	Owner                                    resolvespec_common.SqlString    `bun:"owner,type:text,nullzero," json:"owner"`
+	Priority                                 resolvespec_common.SqlString    `bun:"priority,type:text,default:'medium',notnull," json:"priority"` // low, medium, high, critical
+	ProjectID                                resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,nullzero," json:"project_id"`
+	ReviewedBy                               resolvespec_common.SqlString    `bun:"reviewed_by,type:text,nullzero," json:"reviewed_by"`
+	Status                                   resolvespec_common.SqlString    `bun:"status,type:text,default:'draft',notnull," json:"status"` // draft, active, blocked, completed, cancelled, superseded
+	SupersedesPlanID                         resolvespec_common.SqlUUID      `bun:"supersedes_plan_id,type:uuid,nullzero," json:"supersedes_plan_id"`
+	Tags                                     resolvespec_common.SqlString    `bun:"tags,type:text,nullzero," json:"tags"`
+	Title                                    resolvespec_common.SqlString    `bun:"title,type:text,notnull," json:"title"`
+	UpdatedAt                                resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelProjectID                             *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"`                                    // Has one ModelPublicProjects
+	RelSupersedesPlanID                      *ModelPublicPlans               `bun:"rel:has-one,join:supersedes_plan_id=id" json:"relsupersedesplanid,omitempty"`                       // Has one ModelPublicPlans
+	RelDependsOnPlanIDPublicPlanDependencies []*ModelPublicPlanDependencies  `bun:"rel:has-many,join:id=depends_on_plan_id" json:"reldependsonplanidpublicplandependencies,omitempty"` // Has many ModelPublicPlanDependencies
+	RelPlanIDPublicPlanDependencies          []*ModelPublicPlanDependencies  `bun:"rel:has-many,join:id=plan_id" json:"relplanidpublicplandependencies,omitempty"`                     // Has many ModelPublicPlanDependencies
+	RelPlanAIDPublicPlanRelatedPlans         []*ModelPublicPlanRelatedPlans  `bun:"rel:has-many,join:id=plan_a_id" json:"relplanaidpublicplanrelatedplans,omitempty"`                  // Has many ModelPublicPlanRelatedPlans
+	RelPlanBIDPublicPlanRelatedPlans         []*ModelPublicPlanRelatedPlans  `bun:"rel:has-many,join:id=plan_b_id" json:"relplanbidpublicplanrelatedplans,omitempty"`                  // Has many ModelPublicPlanRelatedPlans
+	RelPlanIDPublicPlanSkills                []*ModelPublicPlanSkills        `bun:"rel:has-many,join:id=plan_id" json:"relplanidpublicplanskills,omitempty"`                           // Has many ModelPublicPlanSkills
+	RelPlanIDPublicPlanGuardrails            []*ModelPublicPlanGuardrails    `bun:"rel:has-many,join:id=plan_id" json:"relplanidpublicplanguardrails,omitempty"`                       // Has many ModelPublicPlanGuardrails
+}
+
+// TableName returns the table name for ModelPublicPlans
+func (m ModelPublicPlans) TableName() string {
+	return "public.plans"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicPlans
+func (m ModelPublicPlans) TableNameOnly() string {
+	return "plans"
+}
+
+// SchemaName returns the schema name for ModelPublicPlans
+func (m ModelPublicPlans) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicPlans) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicPlans) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicPlans) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicPlans) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicPlans) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicPlans) GetPrefix() string {
+	return "PLA"
+}

internal/generatedmodels/sql_public_project_guardrails.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicProjectGuardrails struct {
+	bun.BaseModel  `bun:"table:public.project_guardrails,alias:project_guardrails"`
+	ID             resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt      resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	GuardrailID    resolvespec_common.SqlUUID      `bun:"guardrail_id,type:uuid,notnull," json:"guardrail_id"`
+	ProjectID      resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,notnull," json:"project_id"`
+	RelGuardrailID *ModelPublicAgentGuardrails     `bun:"rel:has-one,join:guardrail_id=id" json:"relguardrailid,omitempty"` // Has one ModelPublicAgentGuardrails
+	RelProjectID   *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"`   // Has one ModelPublicProjects
+}
+
+// TableName returns the table name for ModelPublicProjectGuardrails
+func (m ModelPublicProjectGuardrails) TableName() string {
+	return "public.project_guardrails"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicProjectGuardrails
+func (m ModelPublicProjectGuardrails) TableNameOnly() string {
+	return "project_guardrails"
+}
+
+// SchemaName returns the schema name for ModelPublicProjectGuardrails
+func (m ModelPublicProjectGuardrails) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicProjectGuardrails) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicProjectGuardrails) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicProjectGuardrails) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicProjectGuardrails) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicProjectGuardrails) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicProjectGuardrails) GetPrefix() string {
+	return "PGR"
+}

internal/generatedmodels/sql_public_project_skills.go

@@ -0,0 +1,63 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicProjectSkills struct {
+	bun.BaseModel `bun:"table:public.project_skills,alias:project_skills"`
+	ID            resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	ProjectID     resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,notnull," json:"project_id"`
+	SkillID       resolvespec_common.SqlUUID      `bun:"skill_id,type:uuid,notnull," json:"skill_id"`
+	RelProjectID  *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"` // Has one ModelPublicProjects
+	RelSkillID    *ModelPublicAgentSkills         `bun:"rel:has-one,join:skill_id=id" json:"relskillid,omitempty"`       // Has one ModelPublicAgentSkills
+}
+
+// TableName returns the table name for ModelPublicProjectSkills
+func (m ModelPublicProjectSkills) TableName() string {
+	return "public.project_skills"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicProjectSkills
+func (m ModelPublicProjectSkills) TableNameOnly() string {
+	return "project_skills"
+}
+
+// SchemaName returns the schema name for ModelPublicProjectSkills
+func (m ModelPublicProjectSkills) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicProjectSkills) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicProjectSkills) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicProjectSkills) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicProjectSkills) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicProjectSkills) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicProjectSkills) GetPrefix() string {
+	return "PSR"
+}

internal/generatedmodels/sql_public_projects.go

@@ -0,0 +1,71 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicProjects struct {
+	bun.BaseModel                       `bun:"table:public.projects,alias:projects"`
+	ID                                  resolvespec_common.SqlInt64     `bun:"id,type:bigserial,pk,autoincrement," json:"id"`
+	CreatedAt                           resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),nullzero," json:"created_at"`
+	Description                         resolvespec_common.SqlString    `bun:"description,type:text,nullzero," json:"description"`
+	GUID                                resolvespec_common.SqlUUID      `bun:"guid,type:uuid,default:gen_random_uuid(),notnull," json:"guid"`
+	LastActiveAt                        resolvespec_common.SqlTimeStamp `bun:"last_active_at,type:timestamptz,default:now(),nullzero," json:"last_active_at"`
+	Name                                resolvespec_common.SqlString    `bun:"name,type:text,notnull," json:"name"`
+	ThoughtCount                        resolvespec_common.SqlInt64     `bun:"thought_count,scanonly" json:"thought_count"`
+	RelProjectIDPublicThoughts          []*ModelPublicThoughts          `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicthoughts,omitempty"`          // Has many ModelPublicThoughts
+	RelProjectIDPublicStoredFiles       []*ModelPublicStoredFiles       `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicstoredfiles,omitempty"`       // Has many ModelPublicStoredFiles
+	RelProjectIDPublicChatHistories     []*ModelPublicChatHistories     `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicchathistories,omitempty"`     // Has many ModelPublicChatHistories
+	RelProjectIDPublicLearnings         []*ModelPublicLearnings         `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpubliclearnings,omitempty"`         // Has many ModelPublicLearnings
+	RelProjectIDPublicPlans             []*ModelPublicPlans             `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicplans,omitempty"`             // Has many ModelPublicPlans
+	RelProjectIDPublicProjectSkills     []*ModelPublicProjectSkills     `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicprojectskills,omitempty"`     // Has many ModelPublicProjectSkills
+	RelProjectIDPublicProjectGuardrails []*ModelPublicProjectGuardrails `bun:"rel:has-many,join:guid=project_id" json:"relprojectidpublicprojectguardrails,omitempty"` // Has many ModelPublicProjectGuardrails
+}
+
+// TableName returns the table name for ModelPublicProjects
+func (m ModelPublicProjects) TableName() string {
+	return "public.projects"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicProjects
+func (m ModelPublicProjects) TableNameOnly() string {
+	return "projects"
+}
+
+// SchemaName returns the schema name for ModelPublicProjects
+func (m ModelPublicProjects) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicProjects) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicProjects) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicProjects) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicProjects) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicProjects) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicProjects) GetPrefix() string {
+	return "PRO"
+}

internal/generatedmodels/sql_public_stored_files.go

@@ -0,0 +1,72 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicStoredFiles struct {
+	bun.BaseModel `bun:"table:public.stored_files,alias:stored_files"`
+	ID            resolvespec_common.SqlInt64     `bun:"id,type:bigserial,pk,autoincrement," json:"id"`
+	Content       []byte                          `bun:"content,type:bytea,notnull," json:"content"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Encoding      resolvespec_common.SqlString    `bun:"encoding,type:text,default:'base64',notnull," json:"encoding"`
+	GUID          resolvespec_common.SqlUUID      `bun:"guid,type:uuid,default:gen_random_uuid(),notnull," json:"guid"`
+	Kind          resolvespec_common.SqlString    `bun:"kind,type:text,default:'file',notnull," json:"kind"`
+	MediaType     resolvespec_common.SqlString    `bun:"media_type,type:text,notnull," json:"media_type"`
+	Name          resolvespec_common.SqlString    `bun:"name,type:text,notnull," json:"name"`
+	ProjectID     resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,nullzero," json:"project_id"`
+	Sha256        resolvespec_common.SqlString    `bun:"sha256,type:text,notnull," json:"sha256"`
+	SizeBytes     int64                           `bun:"size_bytes,type:bigint,notnull," json:"size_bytes"`
+	ThoughtID     resolvespec_common.SqlUUID      `bun:"thought_id,type:uuid,nullzero," json:"thought_id"`
+	UpdatedAt     resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+	RelProjectID  *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"` // Has one ModelPublicProjects
+	RelThoughtID  *ModelPublicThoughts            `bun:"rel:has-one,join:thought_id=guid" json:"relthoughtid,omitempty"` // Has one ModelPublicThoughts
+}
+
+// TableName returns the table name for ModelPublicStoredFiles
+func (m ModelPublicStoredFiles) TableName() string {
+	return "public.stored_files"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicStoredFiles
+func (m ModelPublicStoredFiles) TableNameOnly() string {
+	return "stored_files"
+}
+
+// SchemaName returns the schema name for ModelPublicStoredFiles
+func (m ModelPublicStoredFiles) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicStoredFiles) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicStoredFiles) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicStoredFiles) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicStoredFiles) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicStoredFiles) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicStoredFiles) GetPrefix() string {
+	return "SFT"
+}

internal/generatedmodels/sql_public_thought_links.go

@@ -0,0 +1,64 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicThoughtLinks struct {
+	bun.BaseModel `bun:"table:public.thought_links,alias:thought_links"`
+	ID            resolvespec_common.SqlInt32     `bun:"id,type:serial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),nullzero," json:"created_at"`
+	FromID        int64                           `bun:"from_id,type:bigint,notnull," json:"from_id"`
+	Relation      resolvespec_common.SqlString    `bun:"relation,type:text,notnull," json:"relation"`
+	ToID          int64                           `bun:"to_id,type:bigint,notnull," json:"to_id"`
+	RelFromID     *ModelPublicThoughts            `bun:"rel:has-one,join:from_id=id" json:"relfromid,omitempty"` // Has one ModelPublicThoughts
+	RelToID       *ModelPublicThoughts            `bun:"rel:has-one,join:to_id=id" json:"reltoid,omitempty"`     // Has one ModelPublicThoughts
+}
+
+// TableName returns the table name for ModelPublicThoughtLinks
+func (m ModelPublicThoughtLinks) TableName() string {
+	return "public.thought_links"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicThoughtLinks
+func (m ModelPublicThoughtLinks) TableNameOnly() string {
+	return "thought_links"
+}
+
+// SchemaName returns the schema name for ModelPublicThoughtLinks
+func (m ModelPublicThoughtLinks) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicThoughtLinks) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicThoughtLinks) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicThoughtLinks) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicThoughtLinks) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicThoughtLinks) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicThoughtLinks) GetPrefix() string {
+	return "TLH"
+}

internal/generatedmodels/sql_public_thoughts.go

@@ -0,0 +1,71 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicThoughts struct {
+	bun.BaseModel                      `bun:"table:public.thoughts,alias:thoughts"`
+	ID                                 resolvespec_common.SqlInt64     `bun:"id,type:bigserial,pk,autoincrement," json:"id"`
+	ArchivedAt                         resolvespec_common.SqlTimeStamp `bun:"archived_at,type:timestamptz,nullzero," json:"archived_at"`
+	Content                            resolvespec_common.SqlString    `bun:"content,type:text,notnull," json:"content"`
+	CreatedAt                          resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),nullzero," json:"created_at"`
+	GUID                               resolvespec_common.SqlUUID      `bun:"guid,type:uuid,default:gen_random_uuid(),notnull," json:"guid"`
+	Metadata                           resolvespec_common.SqlJSONB     `bun:"metadata,type:jsonb,default:'{}::jsonb',nullzero," json:"metadata"`
+	ProjectID                          resolvespec_common.SqlUUID      `bun:"project_id,type:uuid,nullzero," json:"project_id"`
+	UpdatedAt                          resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),nullzero," json:"updated_at"`
+	RelProjectID                       *ModelPublicProjects            `bun:"rel:has-one,join:project_id=guid" json:"relprojectid,omitempty"`                                // Has one ModelPublicProjects
+	RelFromIDPublicThoughtLinks        []*ModelPublicThoughtLinks      `bun:"rel:has-many,join:id=from_id" json:"relfromidpublicthoughtlinks,omitempty"`                     // Has many ModelPublicThoughtLinks
+	RelToIDPublicThoughtLinks          []*ModelPublicThoughtLinks      `bun:"rel:has-many,join:id=to_id" json:"reltoidpublicthoughtlinks,omitempty"`                         // Has many ModelPublicThoughtLinks
+	RelThoughtIDPublicEmbeddings       []*ModelPublicEmbeddings        `bun:"rel:has-many,join:guid=thought_id" json:"relthoughtidpublicembeddings,omitempty"`               // Has many ModelPublicEmbeddings
+	RelThoughtIDPublicStoredFiles      []*ModelPublicStoredFiles       `bun:"rel:has-many,join:guid=thought_id" json:"relthoughtidpublicstoredfiles,omitempty"`              // Has many ModelPublicStoredFiles
+	RelRelatedThoughtIDPublicLearnings []*ModelPublicLearnings         `bun:"rel:has-many,join:guid=related_thought_id" json:"relrelatedthoughtidpubliclearnings,omitempty"` // Has many ModelPublicLearnings
+}
+
+// TableName returns the table name for ModelPublicThoughts
+func (m ModelPublicThoughts) TableName() string {
+	return "public.thoughts"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicThoughts
+func (m ModelPublicThoughts) TableNameOnly() string {
+	return "thoughts"
+}
+
+// SchemaName returns the schema name for ModelPublicThoughts
+func (m ModelPublicThoughts) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicThoughts) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicThoughts) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicThoughts) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicThoughts) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicThoughts) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicThoughts) GetPrefix() string {
+	return "THO"
+}

internal/generatedmodels/sql_public_tool_annotations.go

@@ -0,0 +1,62 @@
+// Code generated by relspecgo. DO NOT EDIT.
+package generatedmodels
+
+import (
+	"fmt"
+	resolvespec_common "github.com/bitechdev/ResolveSpec/pkg/spectypes"
+	"github.com/uptrace/bun"
+)
+
+type ModelPublicToolAnnotations struct {
+	bun.BaseModel `bun:"table:public.tool_annotations,alias:tool_annotations"`
+	ID            resolvespec_common.SqlInt64     `bun:"id,type:bigserial,pk,autoincrement," json:"id"`
+	CreatedAt     resolvespec_common.SqlTimeStamp `bun:"created_at,type:timestamptz,default:now(),notnull," json:"created_at"`
+	Notes         resolvespec_common.SqlString    `bun:"notes,type:text,default:'',notnull," json:"notes"`
+	ToolName      resolvespec_common.SqlString    `bun:"tool_name,type:text,notnull," json:"tool_name"`
+	UpdatedAt     resolvespec_common.SqlTimeStamp `bun:"updated_at,type:timestamptz,default:now(),notnull," json:"updated_at"`
+}
+
+// TableName returns the table name for ModelPublicToolAnnotations
+func (m ModelPublicToolAnnotations) TableName() string {
+	return "public.tool_annotations"
+}
+
+// TableNameOnly returns the table name without schema for ModelPublicToolAnnotations
+func (m ModelPublicToolAnnotations) TableNameOnly() string {
+	return "tool_annotations"
+}
+
+// SchemaName returns the schema name for ModelPublicToolAnnotations
+func (m ModelPublicToolAnnotations) SchemaName() string {
+	return "public"
+}
+
+// GetID returns the primary key value
+func (m ModelPublicToolAnnotations) GetID() int64 {
+	return m.ID.Int64()
+}
+
+// GetIDStr returns the primary key as a string
+func (m ModelPublicToolAnnotations) GetIDStr() string {
+	return fmt.Sprintf("%v", m.ID)
+}
+
+// SetID sets the primary key value
+func (m ModelPublicToolAnnotations) SetID(newid int64) {
+	m.UpdateID(newid)
+}
+
+// UpdateID updates the primary key value
+func (m *ModelPublicToolAnnotations) UpdateID(newid int64) {
+	m.ID.FromString(fmt.Sprintf("%d", newid))
+}
+
+// GetIDName returns the name of the primary key column
+func (m ModelPublicToolAnnotations) GetIDName() string {
+	return "id"
+}
+
+// GetPrefix returns the table prefix
+func (m ModelPublicToolAnnotations) GetPrefix() string {
+	return "TAO"
+}

internal/mcpserver/server.go

@@ -35,11 +35,13 @@ type ToolSet struct {
 	Files         *tools.FilesTool
 	Backfill      *tools.BackfillTool
 	Reparse       *tools.ReparseMetadataTool
-	RetryMetadata *tools.RetryMetadataTool
-	Maintenance   *tools.MaintenanceTool
-	Skills        *tools.SkillsTool
-	ChatHistory   *tools.ChatHistoryTool
-	Describe      *tools.DescribeTool
+	RetryMetadata *tools.RetryEnrichmentTool
+	//Maintenance   *tools.MaintenanceTool
+	Skills      *tools.SkillsTool
+	ChatHistory *tools.ChatHistoryTool
+	Describe    *tools.DescribeTool
+	Learnings   *tools.LearningsTool
+	Plans       *tools.PlansTool
 }
 
 // Handlers groups the HTTP handlers produced for an MCP server instance.
@@ -83,6 +85,8 @@ func NewHandlers(cfg config.MCPConfig, logger *slog.Logger, toolSet ToolSet, onS
 		registerSystemTools,
 		registerThoughtTools,
 		registerProjectTools,
+		registerLearningTools,
+		registerPlanTools,
 		registerFileTools,
 		registerMaintenanceTools,
 		registerSkillTools,
@@ -249,6 +253,122 @@ func registerProjectTools(server *mcp.Server, logger *slog.Logger, toolSet ToolS
 	return nil
 }
 
+func registerLearningTools(server *mcp.Server, logger *slog.Logger, toolSet ToolSet) error {
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "add_learning",
+		Description: "Create a curated learning record distinct from raw thoughts.",
+	}, toolSet.Learnings.Add); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "get_learning",
+		Description: "Retrieve a structured learning by id.",
+	}, toolSet.Learnings.Get); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "list_learnings",
+		Description: "List structured learnings with optional project, status, priority, tag, and text filters.",
+	}, toolSet.Learnings.List); err != nil {
+		return err
+	}
+	return nil
+}
+
+func registerPlanTools(server *mcp.Server, logger *slog.Logger, toolSet ToolSet) error {
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "create_plan",
+		Description: "Create a structured plan linked to a project.",
+	}, toolSet.Plans.Create); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "get_plan",
+		Description: "Retrieve a plan with its dependencies, related plans, skills, and guardrails.",
+	}, toolSet.Plans.Get); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "update_plan",
+		Description: "Update plan fields; only provided fields are changed.",
+	}, toolSet.Plans.Update); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "delete_plan",
+		Description: "Hard-delete a plan by id.",
+	}, toolSet.Plans.Delete); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "list_plans",
+		Description: "List plans with optional project, status, priority, owner, tag, and text filters.",
+	}, toolSet.Plans.List); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "add_plan_dependency",
+		Description: "Mark plan_id as depending on depends_on_plan_id (must complete first).",
+	}, toolSet.Plans.AddDependency); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "remove_plan_dependency",
+		Description: "Remove a dependency between two plans.",
+	}, toolSet.Plans.RemoveDependency); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "add_related_plan",
+		Description: "Link two plans as thematically related (bidirectional).",
+	}, toolSet.Plans.AddRelated); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "remove_related_plan",
+		Description: "Unlink two related plans.",
+	}, toolSet.Plans.RemoveRelated); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "add_plan_skill",
+		Description: "Link an agent skill to a plan.",
+	}, toolSet.Plans.AddSkill); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "remove_plan_skill",
+		Description: "Unlink an agent skill from a plan.",
+	}, toolSet.Plans.RemoveSkill); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "list_plan_skills",
+		Description: "List skills linked to a plan.",
+	}, toolSet.Plans.ListSkills); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "add_plan_guardrail",
+		Description: "Link an agent guardrail to a plan.",
+	}, toolSet.Plans.AddGuardrail); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "remove_plan_guardrail",
+		Description: "Unlink an agent guardrail from a plan.",
+	}, toolSet.Plans.RemoveGuardrail); err != nil {
+		return err
+	}
+	if err := addTool(server, logger, &mcp.Tool{
+		Name:        "list_plan_guardrails",
+		Description: "List guardrails linked to a plan.",
+	}, toolSet.Plans.ListGuardrails); err != nil {
+		return err
+	}
+	return nil
+}
+
 func registerFileTools(server *mcp.Server, logger *slog.Logger, toolSet ToolSet) error {
 	server.AddResourceTemplate(&mcp.ResourceTemplate{
 		Name:        "stored_file",
@@ -302,30 +422,30 @@ func registerMaintenanceTools(server *mcp.Server, logger *slog.Logger, toolSet T
 	}, toolSet.RetryMetadata.Handle); err != nil {
 		return err
 	}
-	if err := addTool(server, logger, &mcp.Tool{
-		Name:        "add_maintenance_task",
-		Description: "Create a recurring or one-time home maintenance task.",
-	}, toolSet.Maintenance.AddTask); err != nil {
-		return err
-	}
-	if err := addTool(server, logger, &mcp.Tool{
-		Name:        "log_maintenance",
-		Description: "Log completed maintenance; updates next due date.",
-	}, toolSet.Maintenance.LogWork); err != nil {
-		return err
-	}
-	if err := addTool(server, logger, &mcp.Tool{
-		Name:        "get_upcoming_maintenance",
-		Description: "List maintenance tasks due within the next N days.",
-	}, toolSet.Maintenance.GetUpcoming); err != nil {
-		return err
-	}
-	if err := addTool(server, logger, &mcp.Tool{
-		Name:        "search_maintenance_history",
-		Description: "Search the maintenance log by task name, category, or date range.",
-	}, toolSet.Maintenance.SearchHistory); err != nil {
-		return err
-	}
+	// if err := addTool(server, logger, &mcp.Tool{
+	// 	Name:        "add_maintenance_task",
+	// 	Description: "Create a recurring or one-time home maintenance task.",
+	// }, toolSet.Maintenance.AddTask); err != nil {
+	// 	return err
+	// }
+	// if err := addTool(server, logger, &mcp.Tool{
+	// 	Name:        "log_maintenance",
+	// 	Description: "Log completed maintenance; updates next due date.",
+	// }, toolSet.Maintenance.LogWork); err != nil {
+	// 	return err
+	// }
+	// if err := addTool(server, logger, &mcp.Tool{
+	// 	Name:        "get_upcoming_maintenance",
+	// 	Description: "List maintenance tasks due within the next N days.",
+	// }, toolSet.Maintenance.GetUpcoming); err != nil {
+	// 	return err
+	// }
+	// if err := addTool(server, logger, &mcp.Tool{
+	// 	Name:        "search_maintenance_history",
+	// 	Description: "Search the maintenance log by task name, category, or date range.",
+	// }, toolSet.Maintenance.SearchHistory); err != nil {
+	// 	return err
+	// }
 	return nil
 }
 
@@ -436,7 +556,7 @@ func registerChatHistoryTools(server *mcp.Server, logger *slog.Logger, toolSet T
 func registerDescribeTools(server *mcp.Server, logger *slog.Logger, toolSet ToolSet) error {
 	if err := addTool(server, logger, &mcp.Tool{
 		Name:        "describe_tools",
-		Description: "Call first each session. All tools with categories and usage notes. Categories: system, thoughts, projects, files, admin, maintenance, skills, chat, meta.",
+		Description: "Call first each session. All tools with categories and usage notes. Categories: system, thoughts, projects, files, admin, maintenance, skills, plans, chat, meta.",
 	}, toolSet.Describe.Describe); err != nil {
 		return err
 	}
@@ -477,6 +597,28 @@ func BuildToolCatalog() []tools.ToolEntry {
 		{Name: "get_active_project", Description: "Return the active project for the current MCP session. If your client does not preserve MCP sessions, pass project explicitly to project-scoped tools instead of relying on this.", Category: "projects"},
 		{Name: "get_project_context", Description: "Get recent and semantic context for a project. Uses the explicit project when provided, otherwise the active MCP session project. Falls back to full-text search when no embeddings exist.", Category: "projects"},
 
+		// learnings
+		{Name: "add_learning", Description: "Create a curated learning record distinct from raw thoughts.", Category: "projects"},
+		{Name: "get_learning", Description: "Retrieve a structured learning by id.", Category: "projects"},
+		{Name: "list_learnings", Description: "List structured learnings with optional project, category, area, status, priority, tag, and text filters.", Category: "projects"},
+
+		// plans
+		{Name: "create_plan", Description: "Create a structured plan with status, priority, owner, due date, and optional project link.", Category: "plans"},
+		{Name: "get_plan", Description: "Retrieve a full plan including dependencies (depends_on/blocks), related plans, linked skills, and guardrails.", Category: "plans"},
+		{Name: "update_plan", Description: "Partially update a plan; only provided fields are changed. Use mark_reviewed to stamp last_reviewed_at.", Category: "plans"},
+		{Name: "delete_plan", Description: "Hard-delete a plan by id.", Category: "plans"},
+		{Name: "list_plans", Description: "List plans with optional filters: project, status, priority, owner, tag, and full-text query.", Category: "plans"},
+		{Name: "add_plan_dependency", Description: "Declare that plan_id cannot proceed until depends_on_plan_id is complete.", Category: "plans"},
+		{Name: "remove_plan_dependency", Description: "Remove a directional dependency between two plans.", Category: "plans"},
+		{Name: "add_related_plan", Description: "Link two plans as thematically related (bidirectional, order-independent).", Category: "plans"},
+		{Name: "remove_related_plan", Description: "Unlink two related plans.", Category: "plans"},
+		{Name: "add_plan_skill", Description: "Link an agent skill to a plan so it is loaded with the plan's context.", Category: "plans"},
+		{Name: "remove_plan_skill", Description: "Unlink an agent skill from a plan.", Category: "plans"},
+		{Name: "list_plan_skills", Description: "List all skills linked to a plan.", Category: "plans"},
+		{Name: "add_plan_guardrail", Description: "Link an agent guardrail to a plan so it applies during plan execution.", Category: "plans"},
+		{Name: "remove_plan_guardrail", Description: "Unlink an agent guardrail from a plan.", Category: "plans"},
+		{Name: "list_plan_guardrails", Description: "List all guardrails linked to a plan.", Category: "plans"},
+
 		// files
 		{Name: "upload_file", Description: "Stage a file and get an amcs://files/{id} resource URI. Use content_path (absolute server-side path, no size limit) for large or binary files, or content_base64 (≤10 MB) for small files. Pass thought_id/project to link immediately, or omit and pass the URI to save_file later.", Category: "files"},
 		{Name: "save_file", Description: "Store a file and optionally link it to a thought. Use content_base64 (≤10 MB) for small files, or content_uri (amcs://files/{id} from a prior upload_file) for previously staged files. For files larger than 10 MB, use upload_file with content_path first. If the goal is to retain the artifact, store the file directly instead of reading or summarising it first.", Category: "files"},
@@ -515,7 +657,7 @@ func BuildToolCatalog() []tools.ToolEntry {
 		{Name: "delete_chat_history", Description: "Permanently delete a saved chat history by id.", Category: "chat"},
 
 		// meta
-		{Name: "describe_tools", Description: "Call this first in every session. Returns all available MCP tools with names, descriptions, categories, and your accumulated usage notes. Filter by category to narrow results. Available categories: system, thoughts, projects, files, admin, household, maintenance, calendar, meals, crm, skills, chat, meta.", Category: "meta"},
+		{Name: "describe_tools", Description: "Call this first in every session. Returns all available MCP tools with names, descriptions, categories, and your accumulated usage notes. Filter by category to narrow results. Available categories: system, thoughts, projects, files, admin, household, maintenance, calendar, meals, crm, skills, plans, chat, meta.", Category: "meta"},
 		{Name: "annotate_tool", Description: "Persist usage notes, gotchas, or workflow patterns for a specific tool. Notes survive across sessions and are returned by describe_tools. Call this whenever you discover something non-obvious about a tool's behaviour. Pass an empty string to clear notes.", Category: "meta"},
 	}
 }

internal/mcpserver/server_test.go

@@ -29,6 +29,7 @@ func TestNewListsAllRegisteredTools(t *testing.T) {
 
 	want := []string{
 		"add_guardrail",
+		"add_learning",
 		"add_maintenance_task",
 		"add_project_guardrail",
 		"add_project_skill",
@@ -43,6 +44,7 @@ func TestNewListsAllRegisteredTools(t *testing.T) {
 		"describe_tools",
 		"get_active_project",
 		"get_chat_history",
+		"get_learning",
 		"get_project_context",
 		"get_thought",
 		"get_upcoming_maintenance",
@@ -51,6 +53,7 @@ func TestNewListsAllRegisteredTools(t *testing.T) {
 		"list_chat_histories",
 		"list_files",
 		"list_guardrails",
+		"list_learnings",
 		"list_project_guardrails",
 		"list_project_skills",
 		"list_projects",

internal/mcpserver/streamable_integration_test.go

@@ -105,6 +105,86 @@ func TestStreamableHTTPReturnsStructuredToolErrors(t *testing.T) {
 			t.Fatalf("build_date = %#v, want %q", got["build_date"], "2026-03-31T00:00:00Z")
 		}
 	})
+
+	t.Run("add_learning_requires_summary", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "add_learning",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(add_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("add_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidArguments {
+			t.Fatalf("add_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidArguments)
+		}
+		if data.Field != "summary" {
+			t.Fatalf("add_learning data.field = %q, want %q", data.Field, "summary")
+		}
+	})
+
+	t.Run("get_learning_requires_id", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "get_learning",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(get_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("get_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidArguments {
+			t.Fatalf("get_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidArguments)
+		}
+		if data.Field != "id" {
+			t.Fatalf("get_learning data.field = %q, want %q", data.Field, "id")
+		}
+	})
+
+	t.Run("add_learning_unconfigured_returns_structured_error", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name: "add_learning",
+			Arguments: map[string]any{
+				"summary": "Learning with configured check",
+			},
+		})
+		if err == nil {
+			t.Fatal("CallTool(add_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("add_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("add_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("list_learnings_unconfigured_returns_structured_error", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "list_learnings",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(list_learnings) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("list_learnings code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("list_learnings data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
 }
 
 func streamableTestToolSet() ToolSet {
@@ -126,8 +206,8 @@ func streamableTestToolSet() ToolSet {
 		Files:         new(tools.FilesTool),
 		Backfill:      new(tools.BackfillTool),
 		Reparse:       new(tools.ReparseMetadataTool),
-		RetryMetadata: new(tools.RetryMetadataTool),
-		Maintenance:   new(tools.MaintenanceTool),
-		Skills:        new(tools.SkillsTool),
+		RetryMetadata: new(tools.RetryEnrichmentTool),
+		//Maintenance:   new(tools.MaintenanceTool),
+		Skills: new(tools.SkillsTool),
 	}
 }

internal/observability/http.go

@@ -1,19 +1,25 @@
 package observability
 
 import (
+	"bytes"
 	"context"
+	"encoding/json"
+	"io"
 	"log/slog"
-	"net"
 	"net/http"
 	"runtime/debug"
+	"strings"
 	"time"
 
 	"github.com/google/uuid"
+
+	"git.warky.dev/wdevs/amcs/internal/requestip"
 )
 
 type contextKey string
 
 const requestIDContextKey contextKey = "request_id"
+const mcpToolContextKey contextKey = "mcp_tool"
 
 func Chain(h http.Handler, middlewares ...func(http.Handler) http.Handler) http.Handler {
 	for i := len(middlewares) - 1; i >= 0; i-- {
@@ -57,18 +63,27 @@ func Recover(log *slog.Logger) func(http.Handler) http.Handler {
 func AccessLog(log *slog.Logger) func(http.Handler) http.Handler {
 	return func(next http.Handler) http.Handler {
 		return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+			if tool := mcpToolFromRequest(r); tool != "" {
+				r = r.WithContext(context.WithValue(r.Context(), mcpToolContextKey, tool))
+			}
+
 			recorder := &statusRecorder{ResponseWriter: w, status: http.StatusOK}
 			started := time.Now()
 			next.ServeHTTP(recorder, r)
 
-			log.Info("http request",
+			attrs := []any{
 				slog.String("request_id", RequestIDFromContext(r.Context())),
 				slog.String("method", r.Method),
 				slog.String("path", r.URL.Path),
 				slog.Int("status", recorder.status),
 				slog.Duration("duration", time.Since(started)),
-				slog.String("remote_addr", stripPort(r.RemoteAddr)),
-			)
+				slog.String("remote_addr", requestip.FromRequest(r)),
+				slog.String("mcp_session_id", mcpSessionIDFromRequest(r)),
+			}
+			if tool, _ := r.Context().Value(mcpToolContextKey).(string); strings.TrimSpace(tool) != "" {
+				attrs = append(attrs, slog.String("tool", tool), slog.String("tool_call", tool))
+			}
+			log.Info("http request", attrs...)
 		})
 	}
 }
@@ -91,6 +106,11 @@ func RequestIDFromContext(ctx context.Context) string {
 	return value
 }
 
+func MCPToolFromContext(ctx context.Context) string {
+	value, _ := ctx.Value(mcpToolContextKey).(string)
+	return strings.TrimSpace(value)
+}
+
 type statusRecorder struct {
 	http.ResponseWriter
 	status int
@@ -101,10 +121,67 @@ func (s *statusRecorder) WriteHeader(statusCode int) {
 	s.ResponseWriter.WriteHeader(statusCode)
 }
 
-func stripPort(remote string) string {
-	host, _, err := net.SplitHostPort(remote)
-	if err != nil {
-		return remote
+func mcpToolFromRequest(r *http.Request) string {
+	if r == nil || r.Method != http.MethodPost || !strings.HasPrefix(r.URL.Path, "/mcp") || r.Body == nil {
+		return ""
 	}
-	return host
+
+	raw, err := io.ReadAll(r.Body)
+	if err != nil {
+		return ""
+	}
+	r.Body = io.NopCloser(bytes.NewReader(raw))
+	if len(raw) == 0 {
+		return ""
+	}
+
+	// Support both single and batch JSON-RPC payloads.
+	if strings.HasPrefix(strings.TrimSpace(string(raw)), "[") {
+		var batch []rpcEnvelope
+		if err := json.Unmarshal(raw, &batch); err != nil {
+			return ""
+		}
+		for _, msg := range batch {
+			if tool := msg.toolName(); tool != "" {
+				return tool
+			}
+		}
+		return ""
+	}
+
+	var msg rpcEnvelope
+	if err := json.Unmarshal(raw, &msg); err != nil {
+		return ""
+	}
+	return msg.toolName()
+}
+
+func mcpSessionIDFromRequest(r *http.Request) string {
+	if r == nil {
+		return ""
+	}
+	if v := strings.TrimSpace(r.Header.Get("MCP-Session-Id")); v != "" {
+		return v
+	}
+	// Some clients/proxies may propagate the session in query params.
+	for _, key := range []string{"session_id", "sessionId", "mcp_session_id"} {
+		if v := strings.TrimSpace(r.URL.Query().Get(key)); v != "" {
+			return v
+		}
+	}
+	return ""
+}
+
+type rpcEnvelope struct {
+	Method string `json:"method"`
+	Params struct {
+		Name string `json:"name"`
+	} `json:"params"`
+}
+
+func (m rpcEnvelope) toolName() string {
+	if m.Method != "tools/call" {
+		return ""
+	}
+	return strings.TrimSpace(m.Params.Name)
 }

internal/observability/http_test.go

@@ -1,10 +1,13 @@
 package observability
 
 import (
+	"bytes"
+	"encoding/json"
 	"io"
 	"log/slog"
 	"net/http"
 	"net/http/httptest"
+	"strings"
 	"testing"
 	"time"
 )
@@ -57,3 +60,99 @@ func TestRecoverHandlesPanic(t *testing.T) {
 		t.Fatalf("status = %d, want %d", rec.Code, http.StatusInternalServerError)
 	}
 }
+
+func TestAccessLogUsesForwardedClientIP(t *testing.T) {
+	var buf bytes.Buffer
+	logger := slog.New(slog.NewTextHandler(&buf, nil))
+	handler := AccessLog(logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	req := httptest.NewRequest(http.MethodGet, "/mcp", nil)
+	req.RemoteAddr = "10.0.0.10:1234"
+	req.Header.Set("X-Real-IP", "203.0.113.7")
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+	if !strings.Contains(buf.String(), "remote_addr=203.0.113.7") {
+		t.Fatalf("log output = %q, want remote_addr=203.0.113.7", buf.String())
+	}
+}
+
+func TestAccessLogIncludesMCPToolName(t *testing.T) {
+	var buf bytes.Buffer
+	logger := slog.New(slog.NewTextHandler(&buf, nil))
+	handler := AccessLog(logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	payload := map[string]any{
+		"jsonrpc": "2.0",
+		"id":      "1",
+		"method":  "tools/call",
+		"params": map[string]any{
+			"name":      "list_projects",
+			"arguments": map[string]any{},
+		},
+	}
+	body, err := json.Marshal(payload)
+	if err != nil {
+		t.Fatalf("json.Marshal() error = %v", err)
+	}
+
+	req := httptest.NewRequest(http.MethodPost, "/mcp", bytes.NewReader(body))
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+	if !strings.Contains(buf.String(), "tool=list_projects") {
+		t.Fatalf("log output = %q, want tool=list_projects", buf.String())
+	}
+	if !strings.Contains(buf.String(), "tool_call=list_projects") {
+		t.Fatalf("log output = %q, want tool_call=list_projects", buf.String())
+	}
+}
+
+func TestAccessLogIncludesMCPSessionIDHeader(t *testing.T) {
+	var buf bytes.Buffer
+	logger := slog.New(slog.NewTextHandler(&buf, nil))
+	handler := AccessLog(logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	req := httptest.NewRequest(http.MethodGet, "/sse", nil)
+	req.Header.Set("MCP-Session-Id", "sess-123")
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+	if !strings.Contains(buf.String(), "mcp_session_id=sess-123") {
+		t.Fatalf("log output = %q, want mcp_session_id=sess-123", buf.String())
+	}
+}
+
+func TestAccessLogIncludesMCPSessionIDQueryParam(t *testing.T) {
+	var buf bytes.Buffer
+	logger := slog.New(slog.NewTextHandler(&buf, nil))
+	handler := AccessLog(logger)(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNoContent)
+	}))
+
+	req := httptest.NewRequest(http.MethodGet, "/sse?session_id=sess-q-1", nil)
+	rec := httptest.NewRecorder()
+	handler.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusNoContent {
+		t.Fatalf("status = %d, want %d", rec.Code, http.StatusNoContent)
+	}
+	if !strings.Contains(buf.String(), "mcp_session_id=sess-q-1") {
+		t.Fatalf("log output = %q, want mcp_session_id=sess-q-1", buf.String())
+	}
+}

internal/requestip/requestip.go

@@ -0,0 +1,72 @@
+package requestip
+
+import (
+	"net"
+	"net/http"
+	"strings"
+)
+
+// FromRequest returns the best-effort client IP/host for a request, preferring
+// proxy headers before falling back to RemoteAddr.
+//
+// Header precedence:
+// 1) X-Real-IP
+// 2) X-Forwarded-For (first value)
+// 3) Forwarded (for=...)
+// 4) RemoteAddr (host part)
+func FromRequest(r *http.Request) string {
+	if r == nil {
+		return ""
+	}
+
+	if v := firstAddressToken(r.Header.Get("X-Real-IP")); v != "" {
+		return stripPort(v)
+	}
+	if v := firstAddressToken(r.Header.Get("X-Forwarded-For")); v != "" {
+		return stripPort(v)
+	}
+	if v := forwardedForValue(r.Header.Get("Forwarded")); v != "" {
+		return stripPort(v)
+	}
+	return stripPort(strings.TrimSpace(r.RemoteAddr))
+}
+
+func firstAddressToken(v string) string {
+	if v == "" {
+		return ""
+	}
+	part := strings.TrimSpace(strings.Split(v, ",")[0])
+	part = strings.Trim(part, `"`)
+	return strings.TrimSpace(part)
+}
+
+func forwardedForValue(v string) string {
+	for _, part := range strings.Split(v, ",") {
+		for _, kv := range strings.Split(part, ";") {
+			k, raw, ok := strings.Cut(strings.TrimSpace(kv), "=")
+			if !ok || !strings.EqualFold(strings.TrimSpace(k), "for") {
+				continue
+			}
+			candidate := strings.Trim(strings.TrimSpace(raw), `"`)
+			if candidate == "" {
+				continue
+			}
+			return candidate
+		}
+	}
+	return ""
+}
+
+func stripPort(addr string) string {
+	addr = strings.TrimSpace(addr)
+	if addr == "" {
+		return ""
+	}
+	// RFC 7239 quoted values may wrap IPv6 with brackets.
+	addr = strings.Trim(addr, "[]")
+	host, _, err := net.SplitHostPort(addr)
+	if err == nil {
+		return host
+	}
+	return addr
+}

internal/requestip/requestip_test.go

@@ -0,0 +1,37 @@
+package requestip
+
+import (
+	"net/http"
+	"net/http/httptest"
+	"testing"
+)
+
+func TestFromRequestPrefersXRealIP(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/", nil)
+	req.RemoteAddr = "10.0.0.10:5555"
+	req.Header.Set("X-Forwarded-For", "198.51.100.1")
+	req.Header.Set("X-Real-IP", "203.0.113.10")
+
+	if got := FromRequest(req); got != "203.0.113.10" {
+		t.Fatalf("FromRequest() = %q, want %q", got, "203.0.113.10")
+	}
+}
+
+func TestFromRequestUsesXForwardedForFirstValue(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/", nil)
+	req.RemoteAddr = "10.0.0.10:5555"
+	req.Header.Set("X-Forwarded-For", "198.51.100.7, 10.1.1.2")
+
+	if got := FromRequest(req); got != "198.51.100.7" {
+		t.Fatalf("FromRequest() = %q, want %q", got, "198.51.100.7")
+	}
+}
+
+func TestFromRequestFallsBackToRemoteAddr(t *testing.T) {
+	req := httptest.NewRequest(http.MethodGet, "/", nil)
+	req.RemoteAddr = "192.0.2.5:1234"
+
+	if got := FromRequest(req); got != "192.0.2.5" {
+		t.Fatalf("FromRequest() = %q, want %q", got, "192.0.2.5")
+	}
+}

internal/store/calendar.go

@@ -1,210 +1,206 @@
 package store
 
-import (
-	"context"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"fmt"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
+// 	"github.com/google/uuid"
 
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-func (db *DB) AddFamilyMember(ctx context.Context, m ext.FamilyMember) (ext.FamilyMember, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into family_members (name, relationship, birth_date, notes)
-		values ($1, $2, $3, $4)
-		returning id, created_at
-	`, m.Name, nullStr(m.Relationship), m.BirthDate, nullStr(m.Notes))
+// func (db *DB) AddFamilyMember(ctx context.Context, m ext.FamilyMember) (ext.FamilyMember, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into family_members (name, relationship, birth_date, notes)
+// 		values ($1, $2, $3, $4)
+// 		returning id, created_at
+// 	`, m.Name, nullStr(m.Relationship), m.BirthDate, nullStr(m.Notes))
 
-	created := m
-	if err := row.Scan(&created.ID, &created.CreatedAt); err != nil {
-		return ext.FamilyMember{}, fmt.Errorf("insert family member: %w", err)
-	}
-	return created, nil
-}
+// 	created := m
+// 	var model generatedmodels.ModelPublicFamilyMembers
+// 	if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 		return ext.FamilyMember{}, fmt.Errorf("insert family member: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) ListFamilyMembers(ctx context.Context) ([]ext.FamilyMember, error) {
-	rows, err := db.pool.Query(ctx, `select id, name, relationship, birth_date, notes, created_at from family_members order by name`)
-	if err != nil {
-		return nil, fmt.Errorf("list family members: %w", err)
-	}
-	defer rows.Close()
+// func (db *DB) ListFamilyMembers(ctx context.Context) ([]ext.FamilyMember, error) {
+// 	rows, err := db.pool.Query(ctx, `select id, name, relationship, birth_date, notes, created_at from family_members order by name`)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("list family members: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var members []ext.FamilyMember
-	for rows.Next() {
-		var m ext.FamilyMember
-		var relationship, notes *string
-		if err := rows.Scan(&m.ID, &m.Name, &relationship, &m.BirthDate, &notes, &m.CreatedAt); err != nil {
-			return nil, fmt.Errorf("scan family member: %w", err)
-		}
-		m.Relationship = strVal(relationship)
-		m.Notes = strVal(notes)
-		members = append(members, m)
-	}
-	return members, rows.Err()
-}
+// 	var members []ext.FamilyMember
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicFamilyMembers
+// 		if err := rows.Scan(&model.ID, &model.Name, &model.Relationship, &model.BirthDate, &model.Notes, &model.CreatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan family member: %w", err)
+// 		}
+// 		members = append(members, familyMemberFromModel(model))
+// 	}
+// 	return members, rows.Err()
+// }
 
-func (db *DB) AddActivity(ctx context.Context, a ext.Activity) (ext.Activity, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into activities (family_member_id, title, activity_type, day_of_week, start_time, end_time, start_date, end_date, location, notes)
-		values ($1, $2, $3, $4, $5::time, $6::time, $7, $8, $9, $10)
-		returning id, created_at
-	`, a.FamilyMemberID, a.Title, nullStr(a.ActivityType), nullStr(a.DayOfWeek),
-		nullStr(a.StartTime), nullStr(a.EndTime), a.StartDate, a.EndDate,
-		nullStr(a.Location), nullStr(a.Notes))
+// func (db *DB) AddActivity(ctx context.Context, a ext.Activity) (ext.Activity, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into activities (family_member_id, title, activity_type, day_of_week, start_time, end_time, start_date, end_date, location, notes)
+// 		values ($1, $2, $3, $4, $5::time, $6::time, $7, $8, $9, $10)
+// 		returning id, created_at
+// 	`, a.FamilyMemberID, a.Title, nullStr(a.ActivityType), nullStr(a.DayOfWeek),
+// 		nullStr(a.StartTime), nullStr(a.EndTime), a.StartDate, a.EndDate,
+// 		nullStr(a.Location), nullStr(a.Notes))
 
-	created := a
-	if err := row.Scan(&created.ID, &created.CreatedAt); err != nil {
-		return ext.Activity{}, fmt.Errorf("insert activity: %w", err)
-	}
-	return created, nil
-}
+// 	created := a
+// 	var model generatedmodels.ModelPublicActivities
+// 	if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 		return ext.Activity{}, fmt.Errorf("insert activity: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) GetWeekSchedule(ctx context.Context, weekStart time.Time) ([]ext.Activity, error) {
-	weekEnd := weekStart.AddDate(0, 0, 7)
+// func (db *DB) GetWeekSchedule(ctx context.Context, weekStart time.Time) ([]ext.Activity, error) {
+// 	weekEnd := weekStart.AddDate(0, 0, 7)
 
-	rows, err := db.pool.Query(ctx, `
-		select a.id, a.family_member_id, fm.name, a.title, a.activity_type,
-		       a.day_of_week, a.start_time::text, a.end_time::text,
-		       a.start_date, a.end_date, a.location, a.notes, a.created_at
-		from activities a
-		left join family_members fm on fm.id = a.family_member_id
-		where (a.start_date >= $1 and a.start_date < $2)
-		   or (a.day_of_week is not null and (a.end_date is null or a.end_date >= $1))
-		order by a.start_date, a.start_time
-	`, weekStart, weekEnd)
-	if err != nil {
-		return nil, fmt.Errorf("get week schedule: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, `
+// 		select a.id, a.family_member_id, fm.name, a.title, a.activity_type,
+// 		       a.day_of_week, a.start_time::text, a.end_time::text,
+// 		       a.start_date, a.end_date, a.location, a.notes, a.created_at
+// 		from activities a
+// 		left join family_members fm on fm.id = a.family_member_id
+// 		where (a.start_date >= $1 and a.start_date < $2)
+// 		   or (a.day_of_week is not null and (a.end_date is null or a.end_date >= $1))
+// 		order by a.start_date, a.start_time
+// 	`, weekStart, weekEnd)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("get week schedule: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	return scanActivities(rows)
-}
+// 	return scanActivities(rows)
+// }
 
-func (db *DB) SearchActivities(ctx context.Context, query, activityType string, memberID *uuid.UUID) ([]ext.Activity, error) {
-	args := []any{}
-	conditions := []string{}
+// func (db *DB) SearchActivities(ctx context.Context, query, activityType string, memberID *uuid.UUID) ([]ext.Activity, error) {
+// 	args := []any{}
+// 	conditions := []string{}
 
-	if q := strings.TrimSpace(query); q != "" {
-		args = append(args, "%"+q+"%")
-		conditions = append(conditions, fmt.Sprintf("(a.title ILIKE $%d OR a.notes ILIKE $%d)", len(args), len(args)))
-	}
-	if t := strings.TrimSpace(activityType); t != "" {
-		args = append(args, t)
-		conditions = append(conditions, fmt.Sprintf("a.activity_type = $%d", len(args)))
-	}
-	if memberID != nil {
-		args = append(args, *memberID)
-		conditions = append(conditions, fmt.Sprintf("a.family_member_id = $%d", len(args)))
-	}
+// 	if q := strings.TrimSpace(query); q != "" {
+// 		args = append(args, "%"+q+"%")
+// 		conditions = append(conditions, fmt.Sprintf("(a.title ILIKE $%d OR a.notes ILIKE $%d)", len(args), len(args)))
+// 	}
+// 	if t := strings.TrimSpace(activityType); t != "" {
+// 		args = append(args, t)
+// 		conditions = append(conditions, fmt.Sprintf("a.activity_type = $%d", len(args)))
+// 	}
+// 	if memberID != nil {
+// 		args = append(args, *memberID)
+// 		conditions = append(conditions, fmt.Sprintf("a.family_member_id = $%d", len(args)))
+// 	}
 
-	q := `
-		select a.id, a.family_member_id, fm.name, a.title, a.activity_type,
-		       a.day_of_week, a.start_time::text, a.end_time::text,
-		       a.start_date, a.end_date, a.location, a.notes, a.created_at
-		from activities a
-		left join family_members fm on fm.id = a.family_member_id
-	`
-	if len(conditions) > 0 {
-		q += " where " + strings.Join(conditions, " and ")
-	}
-	q += " order by a.start_date, a.start_time"
+// 	q := `
+// 		select a.id, a.family_member_id, fm.name, a.title, a.activity_type,
+// 		       a.day_of_week, a.start_time::text, a.end_time::text,
+// 		       a.start_date, a.end_date, a.location, a.notes, a.created_at
+// 		from activities a
+// 		left join family_members fm on fm.id = a.family_member_id
+// 	`
+// 	if len(conditions) > 0 {
+// 		q += " where " + strings.Join(conditions, " and ")
+// 	}
+// 	q += " order by a.start_date, a.start_time"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("search activities: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("search activities: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	return scanActivities(rows)
-}
+// 	return scanActivities(rows)
+// }
 
-func (db *DB) AddImportantDate(ctx context.Context, d ext.ImportantDate) (ext.ImportantDate, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into important_dates (family_member_id, title, date_value, recurring_yearly, reminder_days_before, notes)
-		values ($1, $2, $3, $4, $5, $6)
-		returning id, created_at
-	`, d.FamilyMemberID, d.Title, d.DateValue, d.RecurringYearly, d.ReminderDaysBefore, nullStr(d.Notes))
+// func (db *DB) AddImportantDate(ctx context.Context, d ext.ImportantDate) (ext.ImportantDate, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into important_dates (family_member_id, title, date_value, recurring_yearly, reminder_days_before, notes)
+// 		values ($1, $2, $3, $4, $5, $6)
+// 		returning id, created_at
+// 	`, d.FamilyMemberID, d.Title, d.DateValue, d.RecurringYearly, d.ReminderDaysBefore, nullStr(d.Notes))
 
-	created := d
-	if err := row.Scan(&created.ID, &created.CreatedAt); err != nil {
-		return ext.ImportantDate{}, fmt.Errorf("insert important date: %w", err)
-	}
-	return created, nil
-}
+// 	created := d
+// 	var model generatedmodels.ModelPublicImportantDates
+// 	if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 		return ext.ImportantDate{}, fmt.Errorf("insert important date: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) GetUpcomingDates(ctx context.Context, daysAhead int) ([]ext.ImportantDate, error) {
-	if daysAhead <= 0 {
-		daysAhead = 30
-	}
-	now := time.Now()
-	cutoff := now.AddDate(0, 0, daysAhead)
+// func (db *DB) GetUpcomingDates(ctx context.Context, daysAhead int) ([]ext.ImportantDate, error) {
+// 	if daysAhead <= 0 {
+// 		daysAhead = 30
+// 	}
+// 	now := time.Now()
+// 	cutoff := now.AddDate(0, 0, daysAhead)
 
-	// For yearly recurring events, check if this year's occurrence falls in range
-	rows, err := db.pool.Query(ctx, `
-		select d.id, d.family_member_id, fm.name, d.title, d.date_value,
-		       d.recurring_yearly, d.reminder_days_before, d.notes, d.created_at
-		from important_dates d
-		left join family_members fm on fm.id = d.family_member_id
-		where (
-			(d.recurring_yearly = false and d.date_value between $1 and $2)
-			or
-			(d.recurring_yearly = true and
-			 make_date(extract(year from now())::int, extract(month from d.date_value)::int, extract(day from d.date_value)::int)
-			 between $1 and $2)
-		)
-		order by d.date_value
-	`, now, cutoff)
-	if err != nil {
-		return nil, fmt.Errorf("get upcoming dates: %w", err)
-	}
-	defer rows.Close()
+// 	// For yearly recurring events, check if this year's occurrence falls in range
+// 	rows, err := db.pool.Query(ctx, `
+// 		select d.id, d.family_member_id, fm.name, d.title, d.date_value,
+// 		       d.recurring_yearly, d.reminder_days_before, d.notes, d.created_at
+// 		from important_dates d
+// 		left join family_members fm on fm.id = d.family_member_id
+// 		where (
+// 			(d.recurring_yearly = false and d.date_value between $1 and $2)
+// 			or
+// 			(d.recurring_yearly = true and
+// 			 make_date(extract(year from now())::int, extract(month from d.date_value)::int, extract(day from d.date_value)::int)
+// 			 between $1 and $2)
+// 		)
+// 		order by d.date_value
+// 	`, now, cutoff)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("get upcoming dates: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var dates []ext.ImportantDate
-	for rows.Next() {
-		var d ext.ImportantDate
-		var memberID *uuid.UUID
-		var memberName, notes *string
-		if err := rows.Scan(&d.ID, &memberID, &memberName, &d.Title, &d.DateValue,
-			&d.RecurringYearly, &d.ReminderDaysBefore, &notes, &d.CreatedAt); err != nil {
-			return nil, fmt.Errorf("scan important date: %w", err)
-		}
-		d.FamilyMemberID = memberID
-		d.MemberName = strVal(memberName)
-		d.Notes = strVal(notes)
-		dates = append(dates, d)
-	}
-	return dates, rows.Err()
-}
+// 	var dates []ext.ImportantDate
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicImportantDates
+// 		var memberName *string
+// 		if err := rows.Scan(&model.ID, &model.FamilyMemberID, &memberName, &model.Title, &model.DateValue,
+// 			&model.RecurringYearly, &model.ReminderDaysBefore, &model.Notes, &model.CreatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan important date: %w", err)
+// 		}
+// 		dates = append(dates, importantDateFromModel(model, strVal(memberName)))
+// 	}
+// 	return dates, rows.Err()
+// }
 
-func scanActivities(rows interface {
-	Next() bool
-	Scan(...any) error
-	Err() error
-	Close()
-}) ([]ext.Activity, error) {
-	defer rows.Close()
-	var activities []ext.Activity
-	for rows.Next() {
-		var a ext.Activity
-		var memberName, activityType, dayOfWeek, startTime, endTime, location, notes *string
-		if err := rows.Scan(
-			&a.ID, &a.FamilyMemberID, &memberName, &a.Title, &activityType,
-			&dayOfWeek, &startTime, &endTime,
-			&a.StartDate, &a.EndDate, &location, &notes, &a.CreatedAt,
-		); err != nil {
-			return nil, fmt.Errorf("scan activity: %w", err)
-		}
-		a.MemberName = strVal(memberName)
-		a.ActivityType = strVal(activityType)
-		a.DayOfWeek = strVal(dayOfWeek)
-		a.StartTime = strVal(startTime)
-		a.EndTime = strVal(endTime)
-		a.Location = strVal(location)
-		a.Notes = strVal(notes)
-		activities = append(activities, a)
-	}
-	return activities, rows.Err()
-}
+// func scanActivities(rows interface {
+// 	Next() bool
+// 	Scan(...any) error
+// 	Err() error
+// 	Close()
+// }) ([]ext.Activity, error) {
+// 	defer rows.Close()
+// 	var activities []ext.Activity
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicActivities
+// 		var memberName *string
+// 		if err := rows.Scan(
+// 			&model.ID, &model.FamilyMemberID, &memberName, &model.Title, &model.ActivityType,
+// 			&model.DayOfWeek, &model.StartTime, &model.EndTime,
+// 			&model.StartDate, &model.EndDate, &model.Location, &model.Notes, &model.CreatedAt,
+// 		); err != nil {
+// 			return nil, fmt.Errorf("scan activity: %w", err)
+// 		}
+// 		activities = append(activities, activityFromModel(model, strVal(memberName)))
+// 	}
+// 	return activities, rows.Err()
+// }

internal/store/chat_histories.go

@@ -10,6 +10,7 @@ import (
 	"github.com/google/uuid"
 	"github.com/jackc/pgx/v5"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	ext "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -34,9 +35,13 @@ func (db *DB) SaveChatHistory(ctx context.Context, h ext.ChatHistory) (ext.ChatH
 	)
 
 	created := h
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicChatHistories
+	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		return ext.ChatHistory{}, fmt.Errorf("insert chat history: %w", err)
 	}
+	created.ID = model.ID.UUID()
+	created.CreatedAt = model.CreatedAt.Time()
+	created.UpdatedAt = model.UpdatedAt.Time()
 	return created, nil
 }
 
@@ -157,26 +162,33 @@ type rowScanner interface {
 }
 
 func scanChatHistory(row rowScanner) (ext.ChatHistory, error) {
-	var h ext.ChatHistory
-	var title, channel, agentID, summary *string
-	var messagesJSON, metaJSON []byte
-
+	var model generatedmodels.ModelPublicChatHistories
 	if err := row.Scan(
-		&h.ID, &h.SessionID, &title, &channel, &agentID, &h.ProjectID,
-		&messagesJSON, &summary, &metaJSON, &h.CreatedAt, &h.UpdatedAt,
+		&model.ID, &model.SessionID, &model.Title, &model.Channel, &model.AgentID, &model.ProjectID,
+		&model.Messages, &model.Summary, &model.Metadata, &model.CreatedAt, &model.UpdatedAt,
 	); err != nil {
 		return ext.ChatHistory{}, err
 	}
 
-	h.Title = strVal(title)
-	h.Channel = strVal(channel)
-	h.AgentID = strVal(agentID)
-	h.Summary = strVal(summary)
+	h := ext.ChatHistory{
+		ID:        model.ID.UUID(),
+		SessionID: model.SessionID.String(),
+		Title:     model.Title.String(),
+		Channel:   model.Channel.String(),
+		AgentID:   model.AgentID.String(),
+		Summary:   model.Summary.String(),
+		CreatedAt: model.CreatedAt.Time(),
+		UpdatedAt: model.UpdatedAt.Time(),
+	}
+	if model.ProjectID.Valid {
+		id := model.ProjectID.UUID()
+		h.ProjectID = &id
+	}
 
-	if err := json.Unmarshal(messagesJSON, &h.Messages); err != nil {
+	if err := json.Unmarshal(model.Messages, &h.Messages); err != nil {
 		return ext.ChatHistory{}, fmt.Errorf("unmarshal messages: %w", err)
 	}
-	if err := json.Unmarshal(metaJSON, &h.Metadata); err != nil {
+	if err := json.Unmarshal(model.Metadata, &h.Metadata); err != nil {
 		return ext.ChatHistory{}, fmt.Errorf("unmarshal metadata: %w", err)
 	}
 	if h.Messages == nil {

internal/store/crm.go

@@ -1,247 +1,235 @@
 package store
 
-import (
-	"context"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"fmt"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
+// 	"github.com/google/uuid"
 
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-func (db *DB) AddProfessionalContact(ctx context.Context, c ext.ProfessionalContact) (ext.ProfessionalContact, error) {
-	if c.Tags == nil {
-		c.Tags = []string{}
-	}
+// func (db *DB) AddProfessionalContact(ctx context.Context, c ext.ProfessionalContact) (ext.ProfessionalContact, error) {
+// 	if c.Tags == nil {
+// 		c.Tags = []string{}
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into professional_contacts (name, company, title, email, phone, linkedin_url, how_we_met, tags, notes, follow_up_date)
-		values ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10)
-		returning id, created_at, updated_at
-	`, c.Name, nullStr(c.Company), nullStr(c.Title), nullStr(c.Email), nullStr(c.Phone),
-		nullStr(c.LinkedInURL), nullStr(c.HowWeMet), c.Tags, nullStr(c.Notes), c.FollowUpDate)
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into professional_contacts (name, company, title, email, phone, linkedin_url, how_we_met, tags, notes, follow_up_date)
+// 		values ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10)
+// 		returning id, created_at, updated_at
+// 	`, c.Name, nullStr(c.Company), nullStr(c.Title), nullStr(c.Email), nullStr(c.Phone),
+// 		nullStr(c.LinkedInURL), nullStr(c.HowWeMet), c.Tags, nullStr(c.Notes), c.FollowUpDate)
 
-	created := c
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
-		return ext.ProfessionalContact{}, fmt.Errorf("insert contact: %w", err)
-	}
-	return created, nil
-}
+// 	created := c
+// 	var model generatedmodels.ModelPublicProfessionalContacts
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.ProfessionalContact{}, fmt.Errorf("insert contact: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	created.UpdatedAt = model.UpdatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) SearchContacts(ctx context.Context, query string, tags []string) ([]ext.ProfessionalContact, error) {
-	args := []any{}
-	conditions := []string{}
+// func (db *DB) SearchContacts(ctx context.Context, query string, tags []string) ([]ext.ProfessionalContact, error) {
+// 	args := []any{}
+// 	conditions := []string{}
 
-	if q := strings.TrimSpace(query); q != "" {
-		args = append(args, "%"+q+"%")
-		idx := len(args)
-		conditions = append(conditions, fmt.Sprintf(
-			"(name ILIKE $%[1]d OR company ILIKE $%[1]d OR title ILIKE $%[1]d OR notes ILIKE $%[1]d)", idx))
-	}
-	if len(tags) > 0 {
-		args = append(args, tags)
-		conditions = append(conditions, fmt.Sprintf("tags @> $%d", len(args)))
-	}
+// 	if q := strings.TrimSpace(query); q != "" {
+// 		args = append(args, "%"+q+"%")
+// 		idx := len(args)
+// 		conditions = append(conditions, fmt.Sprintf(
+// 			"(name ILIKE $%[1]d OR company ILIKE $%[1]d OR title ILIKE $%[1]d OR notes ILIKE $%[1]d)", idx))
+// 	}
+// 	if len(tags) > 0 {
+// 		args = append(args, tags)
+// 		conditions = append(conditions, fmt.Sprintf("tags @> $%d", len(args)))
+// 	}
 
-	q := `select id, name, company, title, email, phone, linkedin_url, how_we_met, tags, notes, last_contacted, follow_up_date, created_at, updated_at from professional_contacts`
-	if len(conditions) > 0 {
-		q += " where " + strings.Join(conditions, " and ")
-	}
-	q += " order by name"
+// 	q := `select id, name, company, title, email, phone, linkedin_url, how_we_met, tags::text[], notes, last_contacted, follow_up_date, created_at, updated_at from professional_contacts`
+// 	if len(conditions) > 0 {
+// 		q += " where " + strings.Join(conditions, " and ")
+// 	}
+// 	q += " order by name"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("search contacts: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("search contacts: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	return scanContacts(rows)
-}
+// 	return scanContacts(rows)
+// }
 
-func (db *DB) GetContact(ctx context.Context, id uuid.UUID) (ext.ProfessionalContact, error) {
-	row := db.pool.QueryRow(ctx, `
-		select id, name, company, title, email, phone, linkedin_url, how_we_met, tags, notes, last_contacted, follow_up_date, created_at, updated_at
-		from professional_contacts where id = $1
-	`, id)
+// func (db *DB) GetContact(ctx context.Context, id uuid.UUID) (ext.ProfessionalContact, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		select id, name, company, title, email, phone, linkedin_url, how_we_met, tags::text[], notes, last_contacted, follow_up_date, created_at, updated_at
+// 		from professional_contacts where id = $1
+// 	`, id)
 
-	var c ext.ProfessionalContact
-	var company, title, email, phone, linkedInURL, howWeMet, notes *string
-	if err := row.Scan(&c.ID, &c.Name, &company, &title, &email, &phone,
-		&linkedInURL, &howWeMet, &c.Tags, &notes, &c.LastContacted, &c.FollowUpDate,
-		&c.CreatedAt, &c.UpdatedAt); err != nil {
-		return ext.ProfessionalContact{}, fmt.Errorf("get contact: %w", err)
-	}
-	c.Company = strVal(company)
-	c.Title = strVal(title)
-	c.Email = strVal(email)
-	c.Phone = strVal(phone)
-	c.LinkedInURL = strVal(linkedInURL)
-	c.HowWeMet = strVal(howWeMet)
-	c.Notes = strVal(notes)
-	if c.Tags == nil {
-		c.Tags = []string{}
-	}
-	return c, nil
-}
+// 	var model generatedmodels.ModelPublicProfessionalContacts
+// 	var tags []string
+// 	if err := row.Scan(&model.ID, &model.Name, &model.Company, &model.Title, &model.Email, &model.Phone,
+// 		&model.LinkedinURL, &model.HowWeMet, &tags, &model.Notes, &model.LastContacted, &model.FollowUpDate,
+// 		&model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.ProfessionalContact{}, fmt.Errorf("get contact: %w", err)
+// 	}
+// 	c := professionalContactFromModel(model, tags)
+// 	return c, nil
+// }
 
-func (db *DB) LogInteraction(ctx context.Context, interaction ext.ContactInteraction) (ext.ContactInteraction, error) {
-	occurredAt := interaction.OccurredAt
-	if occurredAt.IsZero() {
-		occurredAt = time.Now()
-	}
+// func (db *DB) LogInteraction(ctx context.Context, interaction ext.ContactInteraction) (ext.ContactInteraction, error) {
+// 	occurredAt := interaction.OccurredAt
+// 	if occurredAt.IsZero() {
+// 		occurredAt = time.Now()
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into contact_interactions (contact_id, interaction_type, occurred_at, summary, follow_up_needed, follow_up_notes)
-		values ($1, $2, $3, $4, $5, $6)
-		returning id, created_at
-	`, interaction.ContactID, interaction.InteractionType, occurredAt, interaction.Summary,
-		interaction.FollowUpNeeded, nullStr(interaction.FollowUpNotes))
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into contact_interactions (contact_id, interaction_type, occurred_at, summary, follow_up_needed, follow_up_notes)
+// 		values ($1, $2, $3, $4, $5, $6)
+// 		returning id, created_at
+// 	`, interaction.ContactID, interaction.InteractionType, occurredAt, interaction.Summary,
+// 		interaction.FollowUpNeeded, nullStr(interaction.FollowUpNotes))
 
-	created := interaction
-	created.OccurredAt = occurredAt
-	if err := row.Scan(&created.ID, &created.CreatedAt); err != nil {
-		return ext.ContactInteraction{}, fmt.Errorf("insert interaction: %w", err)
-	}
-	return created, nil
-}
+// 	created := interaction
+// 	created.OccurredAt = occurredAt
+// 	var model generatedmodels.ModelPublicContactInteractions
+// 	if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 		return ext.ContactInteraction{}, fmt.Errorf("insert interaction: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) GetContactHistory(ctx context.Context, contactID uuid.UUID) (ext.ContactHistory, error) {
-	contact, err := db.GetContact(ctx, contactID)
-	if err != nil {
-		return ext.ContactHistory{}, err
-	}
+// func (db *DB) GetContactHistory(ctx context.Context, contactID uuid.UUID) (ext.ContactHistory, error) {
+// 	contact, err := db.GetContact(ctx, contactID)
+// 	if err != nil {
+// 		return ext.ContactHistory{}, err
+// 	}
 
-	rows, err := db.pool.Query(ctx, `
-		select id, contact_id, interaction_type, occurred_at, summary, follow_up_needed, follow_up_notes, created_at
-		from contact_interactions where contact_id = $1 order by occurred_at desc
-	`, contactID)
-	if err != nil {
-		return ext.ContactHistory{}, fmt.Errorf("get interactions: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, `
+// 		select id, contact_id, interaction_type, occurred_at, summary, follow_up_needed, follow_up_notes, created_at
+// 		from contact_interactions where contact_id = $1 order by occurred_at desc
+// 	`, contactID)
+// 	if err != nil {
+// 		return ext.ContactHistory{}, fmt.Errorf("get interactions: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var interactions []ext.ContactInteraction
-	for rows.Next() {
-		var i ext.ContactInteraction
-		var followUpNotes *string
-		if err := rows.Scan(&i.ID, &i.ContactID, &i.InteractionType, &i.OccurredAt, &i.Summary,
-			&i.FollowUpNeeded, &followUpNotes, &i.CreatedAt); err != nil {
-			return ext.ContactHistory{}, fmt.Errorf("scan interaction: %w", err)
-		}
-		i.FollowUpNotes = strVal(followUpNotes)
-		interactions = append(interactions, i)
-	}
-	if err := rows.Err(); err != nil {
-		return ext.ContactHistory{}, err
-	}
+// 	var interactions []ext.ContactInteraction
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicContactInteractions
+// 		if err := rows.Scan(&model.ID, &model.ContactID, &model.InteractionType, &model.OccurredAt, &model.Summary,
+// 			&model.FollowUpNeeded, &model.FollowUpNotes, &model.CreatedAt); err != nil {
+// 			return ext.ContactHistory{}, fmt.Errorf("scan interaction: %w", err)
+// 		}
+// 		interactions = append(interactions, contactInteractionFromModel(model))
+// 	}
+// 	if err := rows.Err(); err != nil {
+// 		return ext.ContactHistory{}, err
+// 	}
 
-	oppRows, err := db.pool.Query(ctx, `
-		select id, contact_id, title, description, stage, value, expected_close_date, notes, created_at, updated_at
-		from opportunities where contact_id = $1 order by created_at desc
-	`, contactID)
-	if err != nil {
-		return ext.ContactHistory{}, fmt.Errorf("get opportunities: %w", err)
-	}
-	defer oppRows.Close()
+// 	oppRows, err := db.pool.Query(ctx, `
+// 		select id, contact_id, title, description, stage, value, expected_close_date, notes, created_at, updated_at
+// 		from opportunities where contact_id = $1 order by created_at desc
+// 	`, contactID)
+// 	if err != nil {
+// 		return ext.ContactHistory{}, fmt.Errorf("get opportunities: %w", err)
+// 	}
+// 	defer oppRows.Close()
 
-	var opportunities []ext.Opportunity
-	for oppRows.Next() {
-		var o ext.Opportunity
-		var description, notes *string
-		if err := oppRows.Scan(&o.ID, &o.ContactID, &o.Title, &description, &o.Stage, &o.Value,
-			&o.ExpectedCloseDate, &notes, &o.CreatedAt, &o.UpdatedAt); err != nil {
-			return ext.ContactHistory{}, fmt.Errorf("scan opportunity: %w", err)
-		}
-		o.Description = strVal(description)
-		o.Notes = strVal(notes)
-		opportunities = append(opportunities, o)
-	}
-	if err := oppRows.Err(); err != nil {
-		return ext.ContactHistory{}, err
-	}
+// 	var opportunities []ext.Opportunity
+// 	for oppRows.Next() {
+// 		var model generatedmodels.ModelPublicOpportunities
+// 		if err := oppRows.Scan(&model.ID, &model.ContactID, &model.Title, &model.Description, &model.Stage, &model.Value,
+// 			&model.ExpectedCloseDate, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 			return ext.ContactHistory{}, fmt.Errorf("scan opportunity: %w", err)
+// 		}
+// 		opportunities = append(opportunities, opportunityFromModel(model))
+// 	}
+// 	if err := oppRows.Err(); err != nil {
+// 		return ext.ContactHistory{}, err
+// 	}
 
-	return ext.ContactHistory{
-		Contact:       contact,
-		Interactions:  interactions,
-		Opportunities: opportunities,
-	}, nil
-}
+// 	return ext.ContactHistory{
+// 		Contact:       contact,
+// 		Interactions:  interactions,
+// 		Opportunities: opportunities,
+// 	}, nil
+// }
 
-func (db *DB) CreateOpportunity(ctx context.Context, o ext.Opportunity) (ext.Opportunity, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into opportunities (contact_id, title, description, stage, value, expected_close_date, notes)
-		values ($1, $2, $3, $4, $5, $6, $7)
-		returning id, created_at, updated_at
-	`, o.ContactID, o.Title, nullStr(o.Description), o.Stage, o.Value, o.ExpectedCloseDate, nullStr(o.Notes))
+// func (db *DB) CreateOpportunity(ctx context.Context, o ext.Opportunity) (ext.Opportunity, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into opportunities (contact_id, title, description, stage, value, expected_close_date, notes)
+// 		values ($1, $2, $3, $4, $5, $6, $7)
+// 		returning id, created_at, updated_at
+// 	`, o.ContactID, o.Title, nullStr(o.Description), o.Stage, o.Value, o.ExpectedCloseDate, nullStr(o.Notes))
 
-	created := o
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
-		return ext.Opportunity{}, fmt.Errorf("insert opportunity: %w", err)
-	}
-	return created, nil
-}
+// 	created := o
+// 	var model generatedmodels.ModelPublicOpportunities
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.Opportunity{}, fmt.Errorf("insert opportunity: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	created.UpdatedAt = model.UpdatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) GetFollowUpsDue(ctx context.Context, daysAhead int) ([]ext.ProfessionalContact, error) {
-	if daysAhead <= 0 {
-		daysAhead = 7
-	}
-	cutoff := time.Now().AddDate(0, 0, daysAhead)
+// func (db *DB) GetFollowUpsDue(ctx context.Context, daysAhead int) ([]ext.ProfessionalContact, error) {
+// 	if daysAhead <= 0 {
+// 		daysAhead = 7
+// 	}
+// 	cutoff := time.Now().AddDate(0, 0, daysAhead)
 
-	rows, err := db.pool.Query(ctx, `
-		select id, name, company, title, email, phone, linkedin_url, how_we_met, tags, notes, last_contacted, follow_up_date, created_at, updated_at
-		from professional_contacts
-		where follow_up_date <= $1
-		order by follow_up_date asc
-	`, cutoff)
-	if err != nil {
-		return nil, fmt.Errorf("get follow-ups: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, `
+// 		select id, name, company, title, email, phone, linkedin_url, how_we_met, tags::text[], notes, last_contacted, follow_up_date, created_at, updated_at
+// 		from professional_contacts
+// 		where follow_up_date <= $1
+// 		order by follow_up_date asc
+// 	`, cutoff)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("get follow-ups: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	return scanContacts(rows)
-}
+// 	return scanContacts(rows)
+// }
 
-func (db *DB) AppendThoughtToContactNotes(ctx context.Context, contactID uuid.UUID, thoughtContent string) error {
-	_, err := db.pool.Exec(ctx, `
-		update professional_contacts
-		set notes = coalesce(notes, '') || $2
-		where id = $1
-	`, contactID, thoughtContent)
-	if err != nil {
-		return fmt.Errorf("append thought to contact: %w", err)
-	}
-	return nil
-}
+// func (db *DB) AppendThoughtToContactNotes(ctx context.Context, contactID uuid.UUID, thoughtContent string) error {
+// 	_, err := db.pool.Exec(ctx, `
+// 		update professional_contacts
+// 		set notes = coalesce(notes, '') || $2
+// 		where id = $1
+// 	`, contactID, thoughtContent)
+// 	if err != nil {
+// 		return fmt.Errorf("append thought to contact: %w", err)
+// 	}
+// 	return nil
+// }
 
-func scanContacts(rows interface {
-	Next() bool
-	Scan(...any) error
-	Err() error
-	Close()
-}) ([]ext.ProfessionalContact, error) {
-	defer rows.Close()
-	var contacts []ext.ProfessionalContact
-	for rows.Next() {
-		var c ext.ProfessionalContact
-		var company, title, email, phone, linkedInURL, howWeMet, notes *string
-		if err := rows.Scan(&c.ID, &c.Name, &company, &title, &email, &phone,
-			&linkedInURL, &howWeMet, &c.Tags, &notes, &c.LastContacted, &c.FollowUpDate,
-			&c.CreatedAt, &c.UpdatedAt); err != nil {
-			return nil, fmt.Errorf("scan contact: %w", err)
-		}
-		c.Company = strVal(company)
-		c.Title = strVal(title)
-		c.Email = strVal(email)
-		c.Phone = strVal(phone)
-		c.LinkedInURL = strVal(linkedInURL)
-		c.HowWeMet = strVal(howWeMet)
-		c.Notes = strVal(notes)
-		if c.Tags == nil {
-			c.Tags = []string{}
-		}
-		contacts = append(contacts, c)
-	}
-	return contacts, rows.Err()
-}
+// func scanContacts(rows interface {
+// 	Next() bool
+// 	Scan(...any) error
+// 	Err() error
+// 	Close()
+// }) ([]ext.ProfessionalContact, error) {
+// 	defer rows.Close()
+// 	var contacts []ext.ProfessionalContact
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicProfessionalContacts
+// 		var tags []string
+// 		if err := rows.Scan(&model.ID, &model.Name, &model.Company, &model.Title, &model.Email, &model.Phone,
+// 			&model.LinkedinURL, &model.HowWeMet, &tags, &model.Notes, &model.LastContacted, &model.FollowUpDate,
+// 			&model.CreatedAt, &model.UpdatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan contact: %w", err)
+// 		}
+// 		contacts = append(contacts, professionalContactFromModel(model, tags))
+// 	}
+// 	return contacts, rows.Err()
+// }

internal/store/db.go

@@ -2,18 +2,23 @@ package store
 
 import (
 	"context"
+	"database/sql"
 	"fmt"
 	"time"
 
 	"github.com/jackc/pgx/v5"
 	"github.com/jackc/pgx/v5/pgxpool"
 	pgxvec "github.com/pgvector/pgvector-go/pgx"
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/dialect/pgdialect"
+	"github.com/uptrace/bun/driver/pgdriver"
 
 	"git.warky.dev/wdevs/amcs/internal/config"
 )
 
 type DB struct {
 	pool *pgxpool.Pool
+	bun  *bun.DB
 }
 
 func New(ctx context.Context, cfg config.DatabaseConfig) (*DB, error) {
@@ -35,8 +40,20 @@ func New(ctx context.Context, cfg config.DatabaseConfig) (*DB, error) {
 		return nil, fmt.Errorf("create database pool: %w", err)
 	}
 
-	db := &DB{pool: pool}
+	bunSQLDB := sql.OpenDB(pgdriver.NewConnector(pgdriver.WithDSN(cfg.URL)))
+	bunSQLDB.SetMaxOpenConns(int(cfg.MaxConns))
+	bunSQLDB.SetMaxIdleConns(int(cfg.MinConns))
+	bunSQLDB.SetConnMaxLifetime(cfg.MaxConnLifetime)
+	bunSQLDB.SetConnMaxIdleTime(cfg.MaxConnIdleTime)
+
+	db := &DB{
+		pool: pool,
+		bun:  bun.NewDB(bunSQLDB, pgdialect.New()),
+	}
 	if err := db.Ping(ctx); err != nil {
+		if db.bun != nil {
+			_ = db.bun.Close()
+		}
 		pool.Close()
 		return nil, err
 	}
@@ -45,11 +62,16 @@ func New(ctx context.Context, cfg config.DatabaseConfig) (*DB, error) {
 }
 
 func (db *DB) Close() {
-	if db == nil || db.pool == nil {
+	if db == nil {
 		return
 	}
 
-	db.pool.Close()
+	if db.bun != nil {
+		_ = db.bun.Close()
+	}
+	if db.pool != nil {
+		db.pool.Close()
+	}
 }
 
 func (db *DB) Ping(ctx context.Context) error {
@@ -102,3 +124,10 @@ func (db *DB) VerifyRequirements(ctx context.Context) error {
 
 	return nil
 }
+
+func (db *DB) Bun() *bun.DB {
+	if db == nil {
+		return nil
+	}
+	return db.bun
+}

internal/store/files.go

@@ -9,6 +9,7 @@ import (
 	"github.com/google/uuid"
 	"github.com/jackc/pgx/v5"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -19,24 +20,24 @@ func (db *DB) InsertStoredFile(ctx context.Context, file thoughttypes.StoredFile
 		returning guid, thought_id, project_id, name, media_type, kind, encoding, size_bytes, sha256, created_at, updated_at
 	`, file.ThoughtID, file.ProjectID, file.Name, file.MediaType, file.Kind, file.Encoding, file.SizeBytes, file.SHA256, file.Content)
 
-	var created thoughttypes.StoredFile
+	var model generatedmodels.ModelPublicStoredFiles
 	if err := row.Scan(
-		&created.ID,
-		&created.ThoughtID,
-		&created.ProjectID,
-		&created.Name,
-		&created.MediaType,
-		&created.Kind,
-		&created.Encoding,
-		&created.SizeBytes,
-		&created.SHA256,
-		&created.CreatedAt,
-		&created.UpdatedAt,
+		&model.GUID,
+		&model.ThoughtID,
+		&model.ProjectID,
+		&model.Name,
+		&model.MediaType,
+		&model.Kind,
+		&model.Encoding,
+		&model.SizeBytes,
+		&model.Sha256,
+		&model.CreatedAt,
+		&model.UpdatedAt,
 	); err != nil {
 		return thoughttypes.StoredFile{}, fmt.Errorf("insert stored file: %w", err)
 	}
 
-	return created, nil
+	return storedFileFromModel(model), nil
 }
 
 func (db *DB) GetStoredFile(ctx context.Context, id uuid.UUID) (thoughttypes.StoredFile, error) {
@@ -46,20 +47,20 @@ func (db *DB) GetStoredFile(ctx context.Context, id uuid.UUID) (thoughttypes.Sto
 		where guid = $1
 	`, id)
 
-	var file thoughttypes.StoredFile
+	var model generatedmodels.ModelPublicStoredFiles
 	if err := row.Scan(
-		&file.ID,
-		&file.ThoughtID,
-		&file.ProjectID,
-		&file.Name,
-		&file.MediaType,
-		&file.Kind,
-		&file.Encoding,
-		&file.SizeBytes,
-		&file.SHA256,
-		&file.Content,
-		&file.CreatedAt,
-		&file.UpdatedAt,
+		&model.GUID,
+		&model.ThoughtID,
+		&model.ProjectID,
+		&model.Name,
+		&model.MediaType,
+		&model.Kind,
+		&model.Encoding,
+		&model.SizeBytes,
+		&model.Sha256,
+		&model.Content,
+		&model.CreatedAt,
+		&model.UpdatedAt,
 	); err != nil {
 		if err == pgx.ErrNoRows {
 			return thoughttypes.StoredFile{}, err
@@ -67,7 +68,7 @@ func (db *DB) GetStoredFile(ctx context.Context, id uuid.UUID) (thoughttypes.Sto
 		return thoughttypes.StoredFile{}, fmt.Errorf("get stored file: %w", err)
 	}
 
-	return file, nil
+	return storedFileFromModel(model), nil
 }
 
 func (db *DB) ListStoredFiles(ctx context.Context, filter thoughttypes.StoredFileFilter) ([]thoughttypes.StoredFile, error) {
@@ -106,23 +107,23 @@ func (db *DB) ListStoredFiles(ctx context.Context, filter thoughttypes.StoredFil
 
 	files := make([]thoughttypes.StoredFile, 0, filter.Limit)
 	for rows.Next() {
-		var file thoughttypes.StoredFile
+		var model generatedmodels.ModelPublicStoredFiles
 		if err := rows.Scan(
-			&file.ID,
-			&file.ThoughtID,
-			&file.ProjectID,
-			&file.Name,
-			&file.MediaType,
-			&file.Kind,
-			&file.Encoding,
-			&file.SizeBytes,
-			&file.SHA256,
-			&file.CreatedAt,
-			&file.UpdatedAt,
+			&model.GUID,
+			&model.ThoughtID,
+			&model.ProjectID,
+			&model.Name,
+			&model.MediaType,
+			&model.Kind,
+			&model.Encoding,
+			&model.SizeBytes,
+			&model.Sha256,
+			&model.CreatedAt,
+			&model.UpdatedAt,
 		); err != nil {
 			return nil, fmt.Errorf("scan stored file: %w", err)
 		}
-		files = append(files, file)
+		files = append(files, storedFileFromModel(model))
 	}
 	if err := rows.Err(); err != nil {
 		return nil, fmt.Errorf("iterate stored files: %w", err)

internal/store/household.go

@@ -1,150 +1,133 @@
 package store
 
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"encoding/json"
+// 	"fmt"
+// 	"strings"
 
-	"github.com/google/uuid"
+// 	"github.com/google/uuid"
 
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-func (db *DB) AddHouseholdItem(ctx context.Context, item ext.HouseholdItem) (ext.HouseholdItem, error) {
-	details, err := json.Marshal(item.Details)
-	if err != nil {
-		return ext.HouseholdItem{}, fmt.Errorf("marshal details: %w", err)
-	}
+// func (db *DB) AddHouseholdItem(ctx context.Context, item ext.HouseholdItem) (ext.HouseholdItem, error) {
+// 	details, err := json.Marshal(item.Details)
+// 	if err != nil {
+// 		return ext.HouseholdItem{}, fmt.Errorf("marshal details: %w", err)
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into household_items (name, category, location, details, notes)
-		values ($1, $2, $3, $4::jsonb, $5)
-		returning id, created_at, updated_at
-	`, item.Name, nullStr(item.Category), nullStr(item.Location), details, nullStr(item.Notes))
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into household_items (name, category, location, details, notes)
+// 		values ($1, $2, $3, $4::jsonb, $5)
+// 		returning id, created_at, updated_at
+// 	`, item.Name, nullStr(item.Category), nullStr(item.Location), details, nullStr(item.Notes))
 
-	created := item
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
-		return ext.HouseholdItem{}, fmt.Errorf("insert household item: %w", err)
-	}
-	return created, nil
-}
+// 	created := item
+// 	var model generatedmodels.ModelPublicHouseholdItems
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.HouseholdItem{}, fmt.Errorf("insert household item: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	created.UpdatedAt = model.UpdatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) SearchHouseholdItems(ctx context.Context, query, category, location string) ([]ext.HouseholdItem, error) {
-	args := []any{}
-	conditions := []string{}
+// func (db *DB) SearchHouseholdItems(ctx context.Context, query, category, location string) ([]ext.HouseholdItem, error) {
+// 	args := []any{}
+// 	conditions := []string{}
 
-	if q := strings.TrimSpace(query); q != "" {
-		args = append(args, "%"+q+"%")
-		conditions = append(conditions, fmt.Sprintf("(name ILIKE $%d OR notes ILIKE $%d)", len(args), len(args)))
-	}
-	if c := strings.TrimSpace(category); c != "" {
-		args = append(args, c)
-		conditions = append(conditions, fmt.Sprintf("category = $%d", len(args)))
-	}
-	if l := strings.TrimSpace(location); l != "" {
-		args = append(args, "%"+l+"%")
-		conditions = append(conditions, fmt.Sprintf("location ILIKE $%d", len(args)))
-	}
+// 	if q := strings.TrimSpace(query); q != "" {
+// 		args = append(args, "%"+q+"%")
+// 		conditions = append(conditions, fmt.Sprintf("(name ILIKE $%d OR notes ILIKE $%d)", len(args), len(args)))
+// 	}
+// 	if c := strings.TrimSpace(category); c != "" {
+// 		args = append(args, c)
+// 		conditions = append(conditions, fmt.Sprintf("category = $%d", len(args)))
+// 	}
+// 	if l := strings.TrimSpace(location); l != "" {
+// 		args = append(args, "%"+l+"%")
+// 		conditions = append(conditions, fmt.Sprintf("location ILIKE $%d", len(args)))
+// 	}
 
-	q := `select id, name, category, location, details, notes, created_at, updated_at from household_items`
-	if len(conditions) > 0 {
-		q += " where " + strings.Join(conditions, " and ")
-	}
-	q += " order by name"
+// 	q := `select id, name, category, location, details, notes, created_at, updated_at from household_items`
+// 	if len(conditions) > 0 {
+// 		q += " where " + strings.Join(conditions, " and ")
+// 	}
+// 	q += " order by name"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("search household items: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("search household items: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var items []ext.HouseholdItem
-	for rows.Next() {
-		var item ext.HouseholdItem
-		var detailsBytes []byte
-		var category, location, notes *string
-		if err := rows.Scan(&item.ID, &item.Name, &category, &location, &detailsBytes, &notes, &item.CreatedAt, &item.UpdatedAt); err != nil {
-			return nil, fmt.Errorf("scan household item: %w", err)
-		}
-		item.Category = strVal(category)
-		item.Location = strVal(location)
-		item.Notes = strVal(notes)
-		if err := json.Unmarshal(detailsBytes, &item.Details); err != nil {
-			item.Details = map[string]any{}
-		}
-		items = append(items, item)
-	}
-	return items, rows.Err()
-}
+// 	var items []ext.HouseholdItem
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicHouseholdItems
+// 		if err := rows.Scan(&model.ID, &model.Name, &model.Category, &model.Location, &model.Details, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan household item: %w", err)
+// 		}
+// 		items = append(items, householdItemFromModel(model))
+// 	}
+// 	return items, rows.Err()
+// }
 
-func (db *DB) GetHouseholdItem(ctx context.Context, id uuid.UUID) (ext.HouseholdItem, error) {
-	row := db.pool.QueryRow(ctx, `
-		select id, name, category, location, details, notes, created_at, updated_at
-		from household_items where id = $1
-	`, id)
+// func (db *DB) GetHouseholdItem(ctx context.Context, id uuid.UUID) (ext.HouseholdItem, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		select id, name, category, location, details, notes, created_at, updated_at
+// 		from household_items where id = $1
+// 	`, id)
 
-	var item ext.HouseholdItem
-	var detailsBytes []byte
-	var category, location, notes *string
-	if err := row.Scan(&item.ID, &item.Name, &category, &location, &detailsBytes, &notes, &item.CreatedAt, &item.UpdatedAt); err != nil {
-		return ext.HouseholdItem{}, fmt.Errorf("get household item: %w", err)
-	}
-	item.Category = strVal(category)
-	item.Location = strVal(location)
-	item.Notes = strVal(notes)
-	if err := json.Unmarshal(detailsBytes, &item.Details); err != nil {
-		item.Details = map[string]any{}
-	}
-	return item, nil
-}
+// 	var model generatedmodels.ModelPublicHouseholdItems
+// 	if err := row.Scan(&model.ID, &model.Name, &model.Category, &model.Location, &model.Details, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.HouseholdItem{}, fmt.Errorf("get household item: %w", err)
+// 	}
+// 	return householdItemFromModel(model), nil
+// }
 
-func (db *DB) AddVendor(ctx context.Context, v ext.HouseholdVendor) (ext.HouseholdVendor, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into household_vendors (name, service_type, phone, email, website, notes, rating, last_used)
-		values ($1, $2, $3, $4, $5, $6, $7, $8)
-		returning id, created_at
-	`, v.Name, nullStr(v.ServiceType), nullStr(v.Phone), nullStr(v.Email),
-		nullStr(v.Website), nullStr(v.Notes), v.Rating, v.LastUsed)
+// func (db *DB) AddVendor(ctx context.Context, v ext.HouseholdVendor) (ext.HouseholdVendor, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into household_vendors (name, service_type, phone, email, website, notes, rating, last_used)
+// 		values ($1, $2, $3, $4, $5, $6, $7, $8)
+// 		returning id, created_at
+// 	`, v.Name, nullStr(v.ServiceType), nullStr(v.Phone), nullStr(v.Email),
+// 		nullStr(v.Website), nullStr(v.Notes), v.Rating, v.LastUsed)
 
-	created := v
-	if err := row.Scan(&created.ID, &created.CreatedAt); err != nil {
-		return ext.HouseholdVendor{}, fmt.Errorf("insert vendor: %w", err)
-	}
-	return created, nil
-}
+// 	created := v
+// 	var model generatedmodels.ModelPublicHouseholdVendors
+// 	if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 		return ext.HouseholdVendor{}, fmt.Errorf("insert vendor: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) ListVendors(ctx context.Context, serviceType string) ([]ext.HouseholdVendor, error) {
-	args := []any{}
-	q := `select id, name, service_type, phone, email, website, notes, rating, last_used, created_at from household_vendors`
-	if st := strings.TrimSpace(serviceType); st != "" {
-		args = append(args, st)
-		q += " where service_type = $1"
-	}
-	q += " order by name"
+// func (db *DB) ListVendors(ctx context.Context, serviceType string) ([]ext.HouseholdVendor, error) {
+// 	args := []any{}
+// 	q := `select id, name, service_type, phone, email, website, notes, rating, last_used, created_at from household_vendors`
+// 	if st := strings.TrimSpace(serviceType); st != "" {
+// 		args = append(args, st)
+// 		q += " where service_type = $1"
+// 	}
+// 	q += " order by name"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("list vendors: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("list vendors: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var vendors []ext.HouseholdVendor
-	for rows.Next() {
-		var v ext.HouseholdVendor
-		var serviceType, phone, email, website, notes *string
-		var lastUsed *time.Time
-		if err := rows.Scan(&v.ID, &v.Name, &serviceType, &phone, &email, &website, &notes, &v.Rating, &lastUsed, &v.CreatedAt); err != nil {
-			return nil, fmt.Errorf("scan vendor: %w", err)
-		}
-		v.ServiceType = strVal(serviceType)
-		v.Phone = strVal(phone)
-		v.Email = strVal(email)
-		v.Website = strVal(website)
-		v.Notes = strVal(notes)
-		v.LastUsed = lastUsed
-		vendors = append(vendors, v)
-	}
-	return vendors, rows.Err()
-}
+// 	var vendors []ext.HouseholdVendor
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicHouseholdVendors
+// 		if err := rows.Scan(&model.ID, &model.Name, &model.ServiceType, &model.Phone, &model.Email, &model.Website, &model.Notes, &model.Rating, &model.LastUsed, &model.CreatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan vendor: %w", err)
+// 		}
+// 		vendors = append(vendors, householdVendorFromModel(model))
+// 	}
+// 	return vendors, rows.Err()
+// }

internal/store/learnings.go

@@ -0,0 +1,208 @@
+package store
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+	"github.com/google/uuid"
+	"github.com/jackc/pgx/v5"
+
+	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
+)
+
+func (db *DB) CreateLearning(ctx context.Context, learning thoughttypes.Learning) (thoughttypes.Learning, error) {
+	row := db.pool.QueryRow(ctx, `
+		insert into learnings (
+			summary, details, category, area, status, priority, confidence,
+			action_required, source_type, source_ref, project_id, related_thought_id,
+			related_skill_id, reviewed_by, reviewed_at, duplicate_of_learning_id,
+			supersedes_learning_id, tags
+		) values (
+			$1, $2, $3, $4, $5, $6, $7,
+			$8, $9, $10, $11, $12,
+			$13, $14, $15, $16,
+			$17, $18
+		)
+		returning id, created_at, updated_at
+	`,
+		strings.TrimSpace(learning.Summary),
+		strings.TrimSpace(learning.Details),
+		strings.TrimSpace(learning.Category),
+		strings.TrimSpace(learning.Area),
+		string(learning.Status),
+		string(learning.Priority),
+		string(learning.Confidence),
+		learning.ActionRequired,
+		nullableText(learning.SourceType),
+		nullableText(learning.SourceRef),
+		learning.ProjectID,
+		learning.RelatedThoughtID,
+		learning.RelatedSkillID,
+		nullableTextPtr(learning.ReviewedBy),
+		learning.ReviewedAt,
+		learning.DuplicateOfLearningID,
+		learning.SupersedesLearningID,
+		learning.Tags,
+	)
+
+	created := learning
+	var model generatedmodels.ModelPublicLearnings
+	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+		return thoughttypes.Learning{}, fmt.Errorf("create learning: %w", err)
+	}
+	created.ID = model.ID.UUID()
+	created.CreatedAt = model.CreatedAt.Time()
+	created.UpdatedAt = model.UpdatedAt.Time()
+	return created, nil
+}
+
+func (db *DB) GetLearning(ctx context.Context, id uuid.UUID) (thoughttypes.Learning, error) {
+	row := db.pool.QueryRow(ctx, `
+		select id, summary, details, category, area, status, priority, confidence,
+		       action_required, source_type, source_ref, project_id, related_thought_id,
+		       related_skill_id, reviewed_by, reviewed_at, duplicate_of_learning_id,
+		       supersedes_learning_id, tags::text[], created_at, updated_at
+		from learnings
+		where id = $1
+	`, id)
+
+	learning, err := scanLearning(row)
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return thoughttypes.Learning{}, fmt.Errorf("learning not found: %s", id)
+		}
+		return thoughttypes.Learning{}, fmt.Errorf("get learning: %w", err)
+	}
+	return learning, nil
+}
+
+func (db *DB) ListLearnings(ctx context.Context, filter thoughttypes.LearningFilter) ([]thoughttypes.Learning, error) {
+	args := make([]any, 0, 8)
+	conditions := make([]string, 0, 8)
+
+	if filter.ProjectID != nil {
+		args = append(args, *filter.ProjectID)
+		conditions = append(conditions, fmt.Sprintf("project_id = $%d", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Category); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("category = $%d", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Area); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("area = $%d", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Status); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("status = $%d", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Priority); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("priority = $%d", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Tag); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("$%d = any(tags)", len(args)))
+	}
+	if value := strings.TrimSpace(filter.Query); value != "" {
+		args = append(args, value)
+		conditions = append(conditions, fmt.Sprintf("to_tsvector('simple', summary || ' ' || coalesce(details, '')) @@ websearch_to_tsquery('simple', $%d)", len(args)))
+	}
+
+	query := `
+		select id, summary, details, category, area, status, priority, confidence,
+		       action_required, source_type, source_ref, project_id, related_thought_id,
+		       related_skill_id, reviewed_by, reviewed_at, duplicate_of_learning_id,
+		       supersedes_learning_id, tags::text[], created_at, updated_at
+		from learnings
+	`
+	if len(conditions) > 0 {
+		query += " where " + strings.Join(conditions, " and ")
+	}
+	query += " order by updated_at desc"
+	if filter.Limit > 0 {
+		args = append(args, filter.Limit)
+		query += fmt.Sprintf(" limit $%d", len(args))
+	}
+
+	rows, err := db.pool.Query(ctx, query, args...)
+	if err != nil {
+		return nil, fmt.Errorf("list learnings: %w", err)
+	}
+	defer rows.Close()
+
+	items := make([]thoughttypes.Learning, 0)
+	for rows.Next() {
+		item, err := scanLearning(rows)
+		if err != nil {
+			return nil, fmt.Errorf("scan learning: %w", err)
+		}
+		items = append(items, item)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, fmt.Errorf("iterate learnings: %w", err)
+	}
+	return items, nil
+}
+
+type learningScanner interface {
+	Scan(dest ...any) error
+}
+
+func scanLearning(row learningScanner) (thoughttypes.Learning, error) {
+	var model generatedmodels.ModelPublicLearnings
+	var tags []string
+
+	err := row.Scan(
+		&model.ID,
+		&model.Summary,
+		&model.Details,
+		&model.Category,
+		&model.Area,
+		&model.Status,
+		&model.Priority,
+		&model.Confidence,
+		&model.ActionRequired,
+		&model.SourceType,
+		&model.SourceRef,
+		&model.ProjectID,
+		&model.RelatedThoughtID,
+		&model.RelatedSkillID,
+		&model.ReviewedBy,
+		&model.ReviewedAt,
+		&model.DuplicateOfLearningID,
+		&model.SupersedesLearningID,
+		&tags,
+		&model.CreatedAt,
+		&model.UpdatedAt,
+	)
+	if err != nil {
+		return thoughttypes.Learning{}, err
+	}
+
+	if tags == nil {
+		tags = []string{}
+	}
+	return learningFromModel(model, tags), nil
+}
+
+func nullableText(value string) *string {
+	trimmed := strings.TrimSpace(value)
+	if trimmed == "" {
+		return nil
+	}
+	return &trimmed
+}
+
+func nullableTextPtr(value *string) *string {
+	if value == nil {
+		return nil
+	}
+	trimmed := strings.TrimSpace(*value)
+	if trimmed == "" {
+		return nil
+	}
+	return &trimmed
+}

internal/store/links.go

@@ -2,11 +2,11 @@ package store
 
 import (
 	"context"
-	"encoding/json"
 	"fmt"
 
 	"github.com/google/uuid"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -44,24 +44,26 @@ func (db *DB) LinkedThoughts(ctx context.Context, thoughtID uuid.UUID) ([]though
 	links := make([]thoughttypes.LinkedThought, 0)
 	for rows.Next() {
 		var linked thoughttypes.LinkedThought
-		var metadataBytes []byte
+		var model generatedmodels.ModelPublicThoughts
 		if err := rows.Scan(
-			&linked.Thought.ID,
-			&linked.Thought.Content,
-			&metadataBytes,
-			&linked.Thought.ProjectID,
-			&linked.Thought.ArchivedAt,
-			&linked.Thought.CreatedAt,
-			&linked.Thought.UpdatedAt,
+			&model.GUID,
+			&model.Content,
+			&model.Metadata,
+			&model.ProjectID,
+			&model.ArchivedAt,
+			&model.CreatedAt,
+			&model.UpdatedAt,
 			&linked.Relation,
 			&linked.Direction,
 			&linked.CreatedAt,
 		); err != nil {
 			return nil, fmt.Errorf("scan linked thought: %w", err)
 		}
-		if err := json.Unmarshal(metadataBytes, &linked.Thought.Metadata); err != nil {
-			return nil, fmt.Errorf("decode linked thought metadata: %w", err)
+		thought, err := thoughtFromModel(model)
+		if err != nil {
+			return nil, fmt.Errorf("map linked thought: %w", err)
 		}
+		linked.Thought = thought
 		links = append(links, linked)
 	}
 	if err := rows.Err(); err != nil {

internal/store/maintenance.go

@@ -1,142 +1,137 @@
 package store
 
-import (
-	"context"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"fmt"
+// 	"strings"
+// 	"time"
 
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-func (db *DB) AddMaintenanceTask(ctx context.Context, t ext.MaintenanceTask) (ext.MaintenanceTask, error) {
-	row := db.pool.QueryRow(ctx, `
-		insert into maintenance_tasks (name, category, frequency_days, next_due, priority, notes)
-		values ($1, $2, $3, $4, $5, $6)
-		returning id, created_at, updated_at
-	`, t.Name, nullStr(t.Category), t.FrequencyDays, t.NextDue, t.Priority, nullStr(t.Notes))
+// func (db *DB) AddMaintenanceTask(ctx context.Context, t ext.MaintenanceTask) (ext.MaintenanceTask, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into maintenance_tasks (name, category, frequency_days, next_due, priority, notes)
+// 		values ($1, $2, $3, $4, $5, $6)
+// 		returning id, created_at, updated_at
+// 	`, t.Name, nullStr(t.Category), t.FrequencyDays, t.NextDue, t.Priority, nullStr(t.Notes))
 
-	created := t
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
-		return ext.MaintenanceTask{}, fmt.Errorf("insert maintenance task: %w", err)
-	}
-	return created, nil
-}
+// 	created := t
+// 	var model generatedmodels.ModelPublicMaintenanceTasks
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.MaintenanceTask{}, fmt.Errorf("insert maintenance task: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	created.UpdatedAt = model.UpdatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) LogMaintenance(ctx context.Context, log ext.MaintenanceLog) (ext.MaintenanceLog, error) {
-	completedAt := log.CompletedAt
-	if completedAt.IsZero() {
-		completedAt = time.Now()
-	}
+// func (db *DB) LogMaintenance(ctx context.Context, log ext.MaintenanceLog) (ext.MaintenanceLog, error) {
+// 	completedAt := log.CompletedAt
+// 	if completedAt.IsZero() {
+// 		completedAt = time.Now()
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into maintenance_logs (task_id, completed_at, performed_by, cost, notes, next_action)
-		values ($1, $2, $3, $4, $5, $6)
-		returning id
-	`, log.TaskID, completedAt, nullStr(log.PerformedBy), log.Cost, nullStr(log.Notes), nullStr(log.NextAction))
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into maintenance_logs (task_id, completed_at, performed_by, cost, notes, next_action)
+// 		values ($1, $2, $3, $4, $5, $6)
+// 		returning id
+// 	`, log.TaskID, completedAt, nullStr(log.PerformedBy), log.Cost, nullStr(log.Notes), nullStr(log.NextAction))
 
-	created := log
-	created.CompletedAt = completedAt
-	if err := row.Scan(&created.ID); err != nil {
-		return ext.MaintenanceLog{}, fmt.Errorf("insert maintenance log: %w", err)
-	}
-	return created, nil
-}
+// 	created := log
+// 	created.CompletedAt = completedAt
+// 	var model generatedmodels.ModelPublicMaintenanceLogs
+// 	if err := row.Scan(&model.ID); err != nil {
+// 		return ext.MaintenanceLog{}, fmt.Errorf("insert maintenance log: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	return created, nil
+// }
 
-func (db *DB) GetUpcomingMaintenance(ctx context.Context, daysAhead int) ([]ext.MaintenanceTask, error) {
-	if daysAhead <= 0 {
-		daysAhead = 30
-	}
-	cutoff := time.Now().Add(time.Duration(daysAhead) * 24 * time.Hour)
+// func (db *DB) GetUpcomingMaintenance(ctx context.Context, daysAhead int) ([]ext.MaintenanceTask, error) {
+// 	if daysAhead <= 0 {
+// 		daysAhead = 30
+// 	}
+// 	cutoff := time.Now().Add(time.Duration(daysAhead) * 24 * time.Hour)
 
-	rows, err := db.pool.Query(ctx, `
-		select id, name, category, frequency_days, last_completed, next_due, priority, notes, created_at, updated_at
-		from maintenance_tasks
-		where next_due <= $1 or next_due is null
-		order by next_due asc nulls last, priority desc
-	`, cutoff)
-	if err != nil {
-		return nil, fmt.Errorf("get upcoming maintenance: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, `
+// 		select id, name, category, frequency_days, last_completed, next_due, priority, notes, created_at, updated_at
+// 		from maintenance_tasks
+// 		where next_due <= $1 or next_due is null
+// 		order by next_due asc nulls last, priority desc
+// 	`, cutoff)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("get upcoming maintenance: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	return scanMaintenanceTasks(rows)
-}
+// 	tasks := make([]ext.MaintenanceTask, 0)
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicMaintenanceTasks
+// 		if err := rows.Scan(&model.ID, &model.Name, &model.Category, &model.FrequencyDays, &model.LastCompleted, &model.NextDue, &model.Priority, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan maintenance task: %w", err)
+// 		}
+// 		tasks = append(tasks, maintenanceTaskFromModel(model))
+// 	}
+// 	return tasks, rows.Err()
+// }
 
-func (db *DB) SearchMaintenanceHistory(ctx context.Context, query, category string, start, end *time.Time) ([]ext.MaintenanceLogWithTask, error) {
-	args := []any{}
-	conditions := []string{}
+// func (db *DB) SearchMaintenanceHistory(ctx context.Context, query, category string, start, end *time.Time) ([]ext.MaintenanceLogWithTask, error) {
+// 	args := []any{}
+// 	conditions := []string{}
 
-	if q := strings.TrimSpace(query); q != "" {
-		args = append(args, "%"+q+"%")
-		conditions = append(conditions, fmt.Sprintf("(mt.name ILIKE $%d OR ml.notes ILIKE $%d)", len(args), len(args)))
-	}
-	if c := strings.TrimSpace(category); c != "" {
-		args = append(args, c)
-		conditions = append(conditions, fmt.Sprintf("mt.category = $%d", len(args)))
-	}
-	if start != nil {
-		args = append(args, *start)
-		conditions = append(conditions, fmt.Sprintf("ml.completed_at >= $%d", len(args)))
-	}
-	if end != nil {
-		args = append(args, *end)
-		conditions = append(conditions, fmt.Sprintf("ml.completed_at <= $%d", len(args)))
-	}
+// 	if q := strings.TrimSpace(query); q != "" {
+// 		args = append(args, "%"+q+"%")
+// 		conditions = append(conditions, fmt.Sprintf("(mt.name ILIKE $%d OR ml.notes ILIKE $%d)", len(args), len(args)))
+// 	}
+// 	if c := strings.TrimSpace(category); c != "" {
+// 		args = append(args, c)
+// 		conditions = append(conditions, fmt.Sprintf("mt.category = $%d", len(args)))
+// 	}
+// 	if start != nil {
+// 		args = append(args, *start)
+// 		conditions = append(conditions, fmt.Sprintf("ml.completed_at >= $%d", len(args)))
+// 	}
+// 	if end != nil {
+// 		args = append(args, *end)
+// 		conditions = append(conditions, fmt.Sprintf("ml.completed_at <= $%d", len(args)))
+// 	}
 
-	q := `
-		select ml.id, ml.task_id, ml.completed_at, ml.performed_by, ml.cost, ml.notes, ml.next_action,
-		       mt.name, mt.category
-		from maintenance_logs ml
-		join maintenance_tasks mt on mt.id = ml.task_id
-	`
-	if len(conditions) > 0 {
-		q += " where " + strings.Join(conditions, " and ")
-	}
-	q += " order by ml.completed_at desc"
+// 	q := `
+// 		select ml.id, ml.task_id, ml.completed_at, ml.performed_by, ml.cost, ml.notes, ml.next_action,
+// 		       mt.name, mt.category
+// 		from maintenance_logs ml
+// 		join maintenance_tasks mt on mt.id = ml.task_id
+// 	`
+// 	if len(conditions) > 0 {
+// 		q += " where " + strings.Join(conditions, " and ")
+// 	}
+// 	q += " order by ml.completed_at desc"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("search maintenance history: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("search maintenance history: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var logs []ext.MaintenanceLogWithTask
-	for rows.Next() {
-		var l ext.MaintenanceLogWithTask
-		var performedBy, notes, nextAction, taskCategory *string
-		if err := rows.Scan(
-			&l.ID, &l.TaskID, &l.CompletedAt, &performedBy, &l.Cost, &notes, &nextAction,
-			&l.TaskName, &taskCategory,
-		); err != nil {
-			return nil, fmt.Errorf("scan maintenance log: %w", err)
-		}
-		l.PerformedBy = strVal(performedBy)
-		l.Notes = strVal(notes)
-		l.NextAction = strVal(nextAction)
-		l.TaskCategory = strVal(taskCategory)
-		logs = append(logs, l)
-	}
-	return logs, rows.Err()
-}
-
-func scanMaintenanceTasks(rows interface {
-	Next() bool
-	Scan(...any) error
-	Err() error
-	Close()
-}) ([]ext.MaintenanceTask, error) {
-	defer rows.Close()
-	var tasks []ext.MaintenanceTask
-	for rows.Next() {
-		var t ext.MaintenanceTask
-		var category, notes *string
-		if err := rows.Scan(&t.ID, &t.Name, &category, &t.FrequencyDays, &t.LastCompleted, &t.NextDue, &t.Priority, &notes, &t.CreatedAt, &t.UpdatedAt); err != nil {
-			return nil, fmt.Errorf("scan maintenance task: %w", err)
-		}
-		t.Category = strVal(category)
-		t.Notes = strVal(notes)
-		tasks = append(tasks, t)
-	}
-	return tasks, rows.Err()
-}
+// 	var logs []ext.MaintenanceLogWithTask
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicMaintenanceLogs
+// 		var taskName, taskCategory string
+// 		if err := rows.Scan(
+// 			&model.ID, &model.TaskID, &model.CompletedAt, &model.PerformedBy, &model.Cost, &model.Notes, &model.NextAction,
+// 			&taskName, &taskCategory,
+// 		); err != nil {
+// 			return nil, fmt.Errorf("scan maintenance log: %w", err)
+// 		}
+// 		l := ext.MaintenanceLogWithTask{
+// 			MaintenanceLog: maintenanceLogFromModel(model),
+// 			TaskName:       taskName,
+// 			TaskCategory:   taskCategory,
+// 		}
+// 		logs = append(logs, l)
+// 	}
+// 	return logs, rows.Err()
+// }

internal/store/meals.go

@@ -1,289 +1,280 @@
 package store
 
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"encoding/json"
+// 	"fmt"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
+// 	"github.com/google/uuid"
 
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-func (db *DB) AddRecipe(ctx context.Context, r ext.Recipe) (ext.Recipe, error) {
-	ingredients, err := json.Marshal(r.Ingredients)
-	if err != nil {
-		return ext.Recipe{}, fmt.Errorf("marshal ingredients: %w", err)
-	}
-	instructions, err := json.Marshal(r.Instructions)
-	if err != nil {
-		return ext.Recipe{}, fmt.Errorf("marshal instructions: %w", err)
-	}
-	if r.Tags == nil {
-		r.Tags = []string{}
-	}
+// func (db *DB) AddRecipe(ctx context.Context, r ext.Recipe) (ext.Recipe, error) {
+// 	ingredients, err := json.Marshal(r.Ingredients)
+// 	if err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("marshal ingredients: %w", err)
+// 	}
+// 	instructions, err := json.Marshal(r.Instructions)
+// 	if err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("marshal instructions: %w", err)
+// 	}
+// 	if r.Tags == nil {
+// 		r.Tags = []string{}
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into recipes (name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags, rating, notes)
-		values ($1, $2, $3, $4, $5, $6::jsonb, $7::jsonb, $8, $9, $10)
-		returning id, created_at, updated_at
-	`, r.Name, nullStr(r.Cuisine), r.PrepTimeMinutes, r.CookTimeMinutes, r.Servings,
-		ingredients, instructions, r.Tags, r.Rating, nullStr(r.Notes))
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into recipes (name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags, rating, notes)
+// 		values ($1, $2, $3, $4, $5, $6::jsonb, $7::jsonb, $8, $9, $10)
+// 		returning id, created_at, updated_at
+// 	`, r.Name, nullStr(r.Cuisine), r.PrepTimeMinutes, r.CookTimeMinutes, r.Servings,
+// 		ingredients, instructions, r.Tags, r.Rating, nullStr(r.Notes))
 
-	created := r
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
-		return ext.Recipe{}, fmt.Errorf("insert recipe: %w", err)
-	}
-	return created, nil
-}
+// 	created := r
+// 	var model generatedmodels.ModelPublicRecipes
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("insert recipe: %w", err)
+// 	}
+// 	created.ID = model.ID.UUID()
+// 	created.CreatedAt = model.CreatedAt.Time()
+// 	created.UpdatedAt = model.UpdatedAt.Time()
+// 	return created, nil
+// }
 
-func (db *DB) SearchRecipes(ctx context.Context, query, cuisine string, tags []string, ingredient string) ([]ext.Recipe, error) {
-	args := []any{}
-	conditions := []string{}
+// func (db *DB) SearchRecipes(ctx context.Context, query, cuisine string, tags []string, ingredient string) ([]ext.Recipe, error) {
+// 	args := []any{}
+// 	conditions := []string{}
 
-	if q := strings.TrimSpace(query); q != "" {
-		args = append(args, "%"+q+"%")
-		conditions = append(conditions, fmt.Sprintf("name ILIKE $%d", len(args)))
-	}
-	if c := strings.TrimSpace(cuisine); c != "" {
-		args = append(args, c)
-		conditions = append(conditions, fmt.Sprintf("cuisine = $%d", len(args)))
-	}
-	if len(tags) > 0 {
-		args = append(args, tags)
-		conditions = append(conditions, fmt.Sprintf("tags @> $%d", len(args)))
-	}
-	if ing := strings.TrimSpace(ingredient); ing != "" {
-		args = append(args, "%"+ing+"%")
-		conditions = append(conditions, fmt.Sprintf("ingredients::text ILIKE $%d", len(args)))
-	}
+// 	if q := strings.TrimSpace(query); q != "" {
+// 		args = append(args, "%"+q+"%")
+// 		conditions = append(conditions, fmt.Sprintf("name ILIKE $%d", len(args)))
+// 	}
+// 	if c := strings.TrimSpace(cuisine); c != "" {
+// 		args = append(args, c)
+// 		conditions = append(conditions, fmt.Sprintf("cuisine = $%d", len(args)))
+// 	}
+// 	if len(tags) > 0 {
+// 		args = append(args, tags)
+// 		conditions = append(conditions, fmt.Sprintf("tags @> $%d", len(args)))
+// 	}
+// 	if ing := strings.TrimSpace(ingredient); ing != "" {
+// 		args = append(args, "%"+ing+"%")
+// 		conditions = append(conditions, fmt.Sprintf("ingredients::text ILIKE $%d", len(args)))
+// 	}
 
-	q := `select id, name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags, rating, notes, created_at, updated_at from recipes`
-	if len(conditions) > 0 {
-		q += " where " + strings.Join(conditions, " and ")
-	}
-	q += " order by name"
+// 	q := `select id, name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags::text[], rating, notes, created_at, updated_at from recipes`
+// 	if len(conditions) > 0 {
+// 		q += " where " + strings.Join(conditions, " and ")
+// 	}
+// 	q += " order by name"
 
-	rows, err := db.pool.Query(ctx, q, args...)
-	if err != nil {
-		return nil, fmt.Errorf("search recipes: %w", err)
-	}
-	defer rows.Close()
+// 	rows, err := db.pool.Query(ctx, q, args...)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("search recipes: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var recipes []ext.Recipe
-	for rows.Next() {
-		r, err := scanRecipeRow(rows)
-		if err != nil {
-			return nil, err
-		}
-		recipes = append(recipes, r)
-	}
-	return recipes, rows.Err()
-}
+// 	var recipes []ext.Recipe
+// 	for rows.Next() {
+// 		r, err := scanRecipeRow(rows)
+// 		if err != nil {
+// 			return nil, err
+// 		}
+// 		recipes = append(recipes, r)
+// 	}
+// 	return recipes, rows.Err()
+// }
 
-func (db *DB) GetRecipe(ctx context.Context, id uuid.UUID) (ext.Recipe, error) {
-	row := db.pool.QueryRow(ctx, `
-		select id, name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags, rating, notes, created_at, updated_at
-		from recipes where id = $1
-	`, id)
+// func (db *DB) GetRecipe(ctx context.Context, id uuid.UUID) (ext.Recipe, error) {
+// 	row := db.pool.QueryRow(ctx, `
+// 		select id, name, cuisine, prep_time_minutes, cook_time_minutes, servings, ingredients, instructions, tags::text[], rating, notes, created_at, updated_at
+// 		from recipes where id = $1
+// 	`, id)
 
-	var r ext.Recipe
-	var cuisine, notes *string
-	var ingredientsBytes, instructionsBytes []byte
-	if err := row.Scan(&r.ID, &r.Name, &cuisine, &r.PrepTimeMinutes, &r.CookTimeMinutes, &r.Servings,
-		&ingredientsBytes, &instructionsBytes, &r.Tags, &r.Rating, &notes, &r.CreatedAt, &r.UpdatedAt); err != nil {
-		return ext.Recipe{}, fmt.Errorf("get recipe: %w", err)
-	}
-	r.Cuisine = strVal(cuisine)
-	r.Notes = strVal(notes)
-	if r.Tags == nil {
-		r.Tags = []string{}
-	}
-	if err := json.Unmarshal(ingredientsBytes, &r.Ingredients); err != nil {
-		r.Ingredients = []ext.Ingredient{}
-	}
-	if err := json.Unmarshal(instructionsBytes, &r.Instructions); err != nil {
-		r.Instructions = []string{}
-	}
-	return r, nil
-}
+// 	var model generatedmodels.ModelPublicRecipes
+// 	var tags []string
+// 	if err := row.Scan(&model.ID, &model.Name, &model.Cuisine, &model.PrepTimeMinutes, &model.CookTimeMinutes, &model.Servings,
+// 		&model.Ingredients, &model.Instructions, &tags, &model.Rating, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("get recipe: %w", err)
+// 	}
+// 	if tags == nil {
+// 		tags = []string{}
+// 	}
+// 	return recipeFromModel(model, tags), nil
+// }
 
-func (db *DB) UpdateRecipe(ctx context.Context, id uuid.UUID, r ext.Recipe) (ext.Recipe, error) {
-	ingredients, err := json.Marshal(r.Ingredients)
-	if err != nil {
-		return ext.Recipe{}, fmt.Errorf("marshal ingredients: %w", err)
-	}
-	instructions, err := json.Marshal(r.Instructions)
-	if err != nil {
-		return ext.Recipe{}, fmt.Errorf("marshal instructions: %w", err)
-	}
-	if r.Tags == nil {
-		r.Tags = []string{}
-	}
+// func (db *DB) UpdateRecipe(ctx context.Context, id uuid.UUID, r ext.Recipe) (ext.Recipe, error) {
+// 	ingredients, err := json.Marshal(r.Ingredients)
+// 	if err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("marshal ingredients: %w", err)
+// 	}
+// 	instructions, err := json.Marshal(r.Instructions)
+// 	if err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("marshal instructions: %w", err)
+// 	}
+// 	if r.Tags == nil {
+// 		r.Tags = []string{}
+// 	}
 
-	_, err = db.pool.Exec(ctx, `
-		update recipes set
-			name = $2, cuisine = $3, prep_time_minutes = $4, cook_time_minutes = $5,
-			servings = $6, ingredients = $7::jsonb, instructions = $8::jsonb,
-			tags = $9, rating = $10, notes = $11
-		where id = $1
-	`, id, r.Name, nullStr(r.Cuisine), r.PrepTimeMinutes, r.CookTimeMinutes, r.Servings,
-		ingredients, instructions, r.Tags, r.Rating, nullStr(r.Notes))
-	if err != nil {
-		return ext.Recipe{}, fmt.Errorf("update recipe: %w", err)
-	}
-	return db.GetRecipe(ctx, id)
-}
+// 	_, err = db.pool.Exec(ctx, `
+// 		update recipes set
+// 			name = $2, cuisine = $3, prep_time_minutes = $4, cook_time_minutes = $5,
+// 			servings = $6, ingredients = $7::jsonb, instructions = $8::jsonb,
+// 			tags = $9, rating = $10, notes = $11
+// 		where id = $1
+// 	`, id, r.Name, nullStr(r.Cuisine), r.PrepTimeMinutes, r.CookTimeMinutes, r.Servings,
+// 		ingredients, instructions, r.Tags, r.Rating, nullStr(r.Notes))
+// 	if err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("update recipe: %w", err)
+// 	}
+// 	return db.GetRecipe(ctx, id)
+// }
 
-func (db *DB) CreateMealPlan(ctx context.Context, weekStart time.Time, entries []ext.MealPlanInput) ([]ext.MealPlanEntry, error) {
-	if _, err := db.pool.Exec(ctx, `delete from meal_plans where week_start = $1`, weekStart); err != nil {
-		return nil, fmt.Errorf("clear meal plan: %w", err)
-	}
+// func (db *DB) CreateMealPlan(ctx context.Context, weekStart time.Time, entries []ext.MealPlanInput) ([]ext.MealPlanEntry, error) {
+// 	if _, err := db.pool.Exec(ctx, `delete from meal_plans where week_start = $1`, weekStart); err != nil {
+// 		return nil, fmt.Errorf("clear meal plan: %w", err)
+// 	}
 
-	var results []ext.MealPlanEntry
-	for _, e := range entries {
-		row := db.pool.QueryRow(ctx, `
-			insert into meal_plans (week_start, day_of_week, meal_type, recipe_id, custom_meal, servings, notes)
-			values ($1, $2, $3, $4, $5, $6, $7)
-			returning id, created_at
-		`, weekStart, e.DayOfWeek, e.MealType, e.RecipeID, nullStr(e.CustomMeal), e.Servings, nullStr(e.Notes))
+// 	var results []ext.MealPlanEntry
+// 	for _, e := range entries {
+// 		row := db.pool.QueryRow(ctx, `
+// 			insert into meal_plans (week_start, day_of_week, meal_type, recipe_id, custom_meal, servings, notes)
+// 			values ($1, $2, $3, $4, $5, $6, $7)
+// 			returning id, created_at
+// 		`, weekStart, e.DayOfWeek, e.MealType, e.RecipeID, nullStr(e.CustomMeal), e.Servings, nullStr(e.Notes))
 
-		entry := ext.MealPlanEntry{
-			WeekStart:  weekStart,
-			DayOfWeek:  e.DayOfWeek,
-			MealType:   e.MealType,
-			RecipeID:   e.RecipeID,
-			CustomMeal: e.CustomMeal,
-			Servings:   e.Servings,
-			Notes:      e.Notes,
-		}
-		if err := row.Scan(&entry.ID, &entry.CreatedAt); err != nil {
-			return nil, fmt.Errorf("insert meal plan entry: %w", err)
-		}
-		results = append(results, entry)
-	}
-	return results, nil
-}
+// 		entry := ext.MealPlanEntry{
+// 			WeekStart:  weekStart,
+// 			DayOfWeek:  e.DayOfWeek,
+// 			MealType:   e.MealType,
+// 			RecipeID:   e.RecipeID,
+// 			CustomMeal: e.CustomMeal,
+// 			Servings:   e.Servings,
+// 			Notes:      e.Notes,
+// 		}
+// 		var model generatedmodels.ModelPublicMealPlans
+// 		if err := row.Scan(&model.ID, &model.CreatedAt); err != nil {
+// 			return nil, fmt.Errorf("insert meal plan entry: %w", err)
+// 		}
+// 		entry.ID = model.ID.UUID()
+// 		entry.CreatedAt = model.CreatedAt.Time()
+// 		results = append(results, entry)
+// 	}
+// 	return results, nil
+// }
 
-func (db *DB) GetMealPlan(ctx context.Context, weekStart time.Time) ([]ext.MealPlanEntry, error) {
-	rows, err := db.pool.Query(ctx, `
-		select mp.id, mp.week_start, mp.day_of_week, mp.meal_type, mp.recipe_id, r.name, mp.custom_meal, mp.servings, mp.notes, mp.created_at
-		from meal_plans mp
-		left join recipes r on r.id = mp.recipe_id
-		where mp.week_start = $1
-		order by
-			case mp.day_of_week
-				when 'monday' then 1 when 'tuesday' then 2 when 'wednesday' then 3
-				when 'thursday' then 4 when 'friday' then 5 when 'saturday' then 6
-				when 'sunday' then 7 else 8
-			end,
-			case mp.meal_type
-				when 'breakfast' then 1 when 'lunch' then 2 when 'dinner' then 3
-				when 'snack' then 4 else 5
-			end
-	`, weekStart)
-	if err != nil {
-		return nil, fmt.Errorf("get meal plan: %w", err)
-	}
-	defer rows.Close()
+// func (db *DB) GetMealPlan(ctx context.Context, weekStart time.Time) ([]ext.MealPlanEntry, error) {
+// 	rows, err := db.pool.Query(ctx, `
+// 		select mp.id, mp.week_start, mp.day_of_week, mp.meal_type, mp.recipe_id, r.name, mp.custom_meal, mp.servings, mp.notes, mp.created_at
+// 		from meal_plans mp
+// 		left join recipes r on r.id = mp.recipe_id
+// 		where mp.week_start = $1
+// 		order by
+// 			case mp.day_of_week
+// 				when 'monday' then 1 when 'tuesday' then 2 when 'wednesday' then 3
+// 				when 'thursday' then 4 when 'friday' then 5 when 'saturday' then 6
+// 				when 'sunday' then 7 else 8
+// 			end,
+// 			case mp.meal_type
+// 				when 'breakfast' then 1 when 'lunch' then 2 when 'dinner' then 3
+// 				when 'snack' then 4 else 5
+// 			end
+// 	`, weekStart)
+// 	if err != nil {
+// 		return nil, fmt.Errorf("get meal plan: %w", err)
+// 	}
+// 	defer rows.Close()
 
-	var entries []ext.MealPlanEntry
-	for rows.Next() {
-		var e ext.MealPlanEntry
-		var recipeName, customMeal, notes *string
-		if err := rows.Scan(&e.ID, &e.WeekStart, &e.DayOfWeek, &e.MealType, &e.RecipeID, &recipeName, &customMeal, &e.Servings, &notes, &e.CreatedAt); err != nil {
-			return nil, fmt.Errorf("scan meal plan entry: %w", err)
-		}
-		e.RecipeName = strVal(recipeName)
-		e.CustomMeal = strVal(customMeal)
-		e.Notes = strVal(notes)
-		entries = append(entries, e)
-	}
-	return entries, rows.Err()
-}
+// 	var entries []ext.MealPlanEntry
+// 	for rows.Next() {
+// 		var model generatedmodels.ModelPublicMealPlans
+// 		var recipeName *string
+// 		if err := rows.Scan(&model.ID, &model.WeekStart, &model.DayOfWeek, &model.MealType, &model.RecipeID, &recipeName, &model.CustomMeal, &model.Servings, &model.Notes, &model.CreatedAt); err != nil {
+// 			return nil, fmt.Errorf("scan meal plan entry: %w", err)
+// 		}
+// 		entries = append(entries, mealPlanEntryFromModel(model, strVal(recipeName)))
+// 	}
+// 	return entries, rows.Err()
+// }
 
-func (db *DB) GenerateShoppingList(ctx context.Context, weekStart time.Time) (ext.ShoppingList, error) {
-	entries, err := db.GetMealPlan(ctx, weekStart)
-	if err != nil {
-		return ext.ShoppingList{}, err
-	}
+// func (db *DB) GenerateShoppingList(ctx context.Context, weekStart time.Time) (ext.ShoppingList, error) {
+// 	entries, err := db.GetMealPlan(ctx, weekStart)
+// 	if err != nil {
+// 		return ext.ShoppingList{}, err
+// 	}
 
-	recipeIDs := map[uuid.UUID]bool{}
-	for _, e := range entries {
-		if e.RecipeID != nil {
-			recipeIDs[*e.RecipeID] = true
-		}
-	}
+// 	recipeIDs := map[uuid.UUID]bool{}
+// 	for _, e := range entries {
+// 		if e.RecipeID != nil {
+// 			recipeIDs[*e.RecipeID] = true
+// 		}
+// 	}
 
-	aggregated := map[string]*ext.ShoppingItem{}
-	for id := range recipeIDs {
-		recipe, err := db.GetRecipe(ctx, id)
-		if err != nil {
-			continue
-		}
-		for _, ing := range recipe.Ingredients {
-			key := strings.ToLower(ing.Name)
-			if existing, ok := aggregated[key]; ok {
-				if ing.Quantity != "" {
-					existing.Quantity += "+" + ing.Quantity
-				}
-			} else {
-				recipeIDCopy := id
-				aggregated[key] = &ext.ShoppingItem{
-					Name:      ing.Name,
-					Quantity:  ing.Quantity,
-					Unit:      ing.Unit,
-					Purchased: false,
-					RecipeID:  &recipeIDCopy,
-				}
-			}
-		}
-	}
+// 	aggregated := map[string]*ext.ShoppingItem{}
+// 	for id := range recipeIDs {
+// 		recipe, err := db.GetRecipe(ctx, id)
+// 		if err != nil {
+// 			continue
+// 		}
+// 		for _, ing := range recipe.Ingredients {
+// 			key := strings.ToLower(ing.Name)
+// 			if existing, ok := aggregated[key]; ok {
+// 				if ing.Quantity != "" {
+// 					existing.Quantity += "+" + ing.Quantity
+// 				}
+// 			} else {
+// 				recipeIDCopy := id
+// 				aggregated[key] = &ext.ShoppingItem{
+// 					Name:      ing.Name,
+// 					Quantity:  ing.Quantity,
+// 					Unit:      ing.Unit,
+// 					Purchased: false,
+// 					RecipeID:  &recipeIDCopy,
+// 				}
+// 			}
+// 		}
+// 	}
 
-	items := make([]ext.ShoppingItem, 0, len(aggregated))
-	for _, item := range aggregated {
-		items = append(items, *item)
-	}
+// 	items := make([]ext.ShoppingItem, 0, len(aggregated))
+// 	for _, item := range aggregated {
+// 		items = append(items, *item)
+// 	}
 
-	itemsJSON, err := json.Marshal(items)
-	if err != nil {
-		return ext.ShoppingList{}, fmt.Errorf("marshal shopping items: %w", err)
-	}
+// 	itemsJSON, err := json.Marshal(items)
+// 	if err != nil {
+// 		return ext.ShoppingList{}, fmt.Errorf("marshal shopping items: %w", err)
+// 	}
 
-	row := db.pool.QueryRow(ctx, `
-		insert into shopping_lists (week_start, items)
-		values ($1, $2::jsonb)
-		on conflict (week_start) do update set items = excluded.items, updated_at = now()
-		returning id, created_at, updated_at
-	`, weekStart, itemsJSON)
+// 	row := db.pool.QueryRow(ctx, `
+// 		insert into shopping_lists (week_start, items)
+// 		values ($1, $2::jsonb)
+// 		on conflict (week_start) do update set items = excluded.items, updated_at = now()
+// 		returning id, created_at, updated_at
+// 	`, weekStart, itemsJSON)
 
-	list := ext.ShoppingList{WeekStart: weekStart, Items: items}
-	if err := row.Scan(&list.ID, &list.CreatedAt, &list.UpdatedAt); err != nil {
-		return ext.ShoppingList{}, fmt.Errorf("upsert shopping list: %w", err)
-	}
-	return list, nil
-}
+// 	var model generatedmodels.ModelPublicShoppingLists
+// 	list := ext.ShoppingList{WeekStart: weekStart, Items: items}
+// 	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.ShoppingList{}, fmt.Errorf("upsert shopping list: %w", err)
+// 	}
+// 	list.ID = model.ID.UUID()
+// 	list.CreatedAt = model.CreatedAt.Time()
+// 	list.UpdatedAt = model.UpdatedAt.Time()
+// 	return list, nil
+// }
 
-func scanRecipeRow(rows interface{ Scan(...any) error }) (ext.Recipe, error) {
-	var r ext.Recipe
-	var cuisine, notes *string
-	var ingredientsBytes, instructionsBytes []byte
-	if err := rows.Scan(&r.ID, &r.Name, &cuisine, &r.PrepTimeMinutes, &r.CookTimeMinutes, &r.Servings,
-		&ingredientsBytes, &instructionsBytes, &r.Tags, &r.Rating, &notes, &r.CreatedAt, &r.UpdatedAt); err != nil {
-		return ext.Recipe{}, fmt.Errorf("scan recipe: %w", err)
-	}
-	r.Cuisine = strVal(cuisine)
-	r.Notes = strVal(notes)
-	if r.Tags == nil {
-		r.Tags = []string{}
-	}
-	if err := json.Unmarshal(ingredientsBytes, &r.Ingredients); err != nil {
-		r.Ingredients = []ext.Ingredient{}
-	}
-	if err := json.Unmarshal(instructionsBytes, &r.Instructions); err != nil {
-		r.Instructions = []string{}
-	}
-	return r, nil
-}
+// func scanRecipeRow(rows interface{ Scan(...any) error }) (ext.Recipe, error) {
+// 	var model generatedmodels.ModelPublicRecipes
+// 	var tags []string
+// 	if err := rows.Scan(&model.ID, &model.Name, &model.Cuisine, &model.PrepTimeMinutes, &model.CookTimeMinutes, &model.Servings,
+// 		&model.Ingredients, &model.Instructions, &tags, &model.Rating, &model.Notes, &model.CreatedAt, &model.UpdatedAt); err != nil {
+// 		return ext.Recipe{}, fmt.Errorf("scan recipe: %w", err)
+// 	}
+// 	if tags == nil {
+// 		tags = []string{}
+// 	}
+// 	return recipeFromModel(model, tags), nil
+// }

internal/store/model_adapters.go

@@ -0,0 +1,537 @@
+package store
+
+import (
+	"encoding/json"
+	"fmt"
+	"time"
+
+	"github.com/google/uuid"
+
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+	ext "git.warky.dev/wdevs/amcs/internal/types"
+)
+
+func projectFromModel(m generatedmodels.ModelPublicProjects) ext.Project {
+	return ext.Project{
+		ID:           m.GUID.UUID(),
+		Name:         m.Name.String(),
+		Description:  m.Description.String(),
+		CreatedAt:    m.CreatedAt.Time(),
+		LastActiveAt: m.LastActiveAt.Time(),
+	}
+}
+
+func thoughtFromModel(m generatedmodels.ModelPublicThoughts) (ext.Thought, error) {
+	var metadata ext.ThoughtMetadata
+	if len(m.Metadata) > 0 {
+		if err := json.Unmarshal(m.Metadata, &metadata); err != nil {
+			return ext.Thought{}, fmt.Errorf("decode thought metadata: %w", err)
+		}
+	}
+
+	var projectID *uuid.UUID
+	if m.ProjectID.Valid {
+		id := m.ProjectID.UUID()
+		projectID = &id
+	}
+
+	var archivedAt *time.Time
+	if m.ArchivedAt.Valid {
+		t := m.ArchivedAt.Time()
+		archivedAt = &t
+	}
+
+	return ext.Thought{
+		ID:         m.GUID.UUID(),
+		Content:    m.Content.String(),
+		Metadata:   metadata,
+		ProjectID:  projectID,
+		ArchivedAt: archivedAt,
+		CreatedAt:  m.CreatedAt.Time(),
+		UpdatedAt:  m.UpdatedAt.Time(),
+	}, nil
+}
+
+func storedFileFromModel(m generatedmodels.ModelPublicStoredFiles) ext.StoredFile {
+	var thoughtID *uuid.UUID
+	if m.ThoughtID.Valid {
+		id := m.ThoughtID.UUID()
+		thoughtID = &id
+	}
+
+	var projectID *uuid.UUID
+	if m.ProjectID.Valid {
+		id := m.ProjectID.UUID()
+		projectID = &id
+	}
+
+	return ext.StoredFile{
+		ID:        m.GUID.UUID(),
+		ThoughtID: thoughtID,
+		ProjectID: projectID,
+		Name:      m.Name.String(),
+		MediaType: m.MediaType.String(),
+		Kind:      m.Kind.String(),
+		Encoding:  m.Encoding.String(),
+		SizeBytes: m.SizeBytes,
+		SHA256:    m.Sha256.String(),
+		Content:   m.Content,
+		CreatedAt: m.CreatedAt.Time(),
+		UpdatedAt: m.UpdatedAt.Time(),
+	}
+}
+
+// func maintenanceTaskFromModel(m generatedmodels.ModelPublicMaintenanceTasks) ext.MaintenanceTask {
+// 	var frequencyDays *int
+// 	if m.FrequencyDays.Valid {
+// 		n := int(m.FrequencyDays.Int64())
+// 		frequencyDays = &n
+// 	}
+
+// 	var lastCompleted *time.Time
+// 	if m.LastCompleted.Valid {
+// 		t := m.LastCompleted.Time()
+// 		lastCompleted = &t
+// 	}
+
+// 	var nextDue *time.Time
+// 	if m.NextDue.Valid {
+// 		t := m.NextDue.Time()
+// 		nextDue = &t
+// 	}
+
+// 	return ext.MaintenanceTask{
+// 		ID:            m.ID.UUID(),
+// 		Name:          m.Name.String(),
+// 		Category:      m.Category.String(),
+// 		FrequencyDays: frequencyDays,
+// 		LastCompleted: lastCompleted,
+// 		NextDue:       nextDue,
+// 		Priority:      m.Priority.String(),
+// 		Notes:         m.Notes.String(),
+// 		CreatedAt:     m.CreatedAt.Time(),
+// 		UpdatedAt:     m.UpdatedAt.Time(),
+// 	}
+// }
+
+// func maintenanceLogFromModel(m generatedmodels.ModelPublicMaintenanceLogs) ext.MaintenanceLog {
+// 	var cost *float64
+// 	if m.Cost.Valid {
+// 		v := m.Cost.Float64()
+// 		cost = &v
+// 	}
+
+// 	return ext.MaintenanceLog{
+// 		ID:          m.ID.UUID(),
+// 		TaskID:      m.TaskID.UUID(),
+// 		CompletedAt: m.CompletedAt.Time(),
+// 		PerformedBy: m.PerformedBy.String(),
+// 		Cost:        cost,
+// 		Notes:       m.Notes.String(),
+// 		NextAction:  m.NextAction.String(),
+// 	}
+// }
+
+// func householdItemFromModel(m generatedmodels.ModelPublicHouseholdItems) ext.HouseholdItem {
+// 	details := map[string]any{}
+// 	if len(m.Details) > 0 {
+// 		if err := json.Unmarshal(m.Details, &details); err != nil {
+// 			details = map[string]any{}
+// 		}
+// 	}
+
+// 	return ext.HouseholdItem{
+// 		ID:        m.ID.UUID(),
+// 		Name:      m.Name.String(),
+// 		Category:  m.Category.String(),
+// 		Location:  m.Location.String(),
+// 		Details:   details,
+// 		Notes:     m.Notes.String(),
+// 		CreatedAt: m.CreatedAt.Time(),
+// 		UpdatedAt: m.UpdatedAt.Time(),
+// 	}
+// }
+
+// func householdVendorFromModel(m generatedmodels.ModelPublicHouseholdVendors) ext.HouseholdVendor {
+// 	var rating *int
+// 	if m.Rating.Valid {
+// 		v := int(m.Rating.Int64())
+// 		rating = &v
+// 	}
+
+// 	var lastUsed *time.Time
+// 	if m.LastUsed.Valid {
+// 		t := m.LastUsed.Time()
+// 		lastUsed = &t
+// 	}
+
+// 	return ext.HouseholdVendor{
+// 		ID:          m.ID.UUID(),
+// 		Name:        m.Name.String(),
+// 		ServiceType: m.ServiceType.String(),
+// 		Phone:       m.Phone.String(),
+// 		Email:       m.Email.String(),
+// 		Website:     m.Website.String(),
+// 		Notes:       m.Notes.String(),
+// 		Rating:      rating,
+// 		LastUsed:    lastUsed,
+// 		CreatedAt:   m.CreatedAt.Time(),
+// 	}
+// }
+
+// func familyMemberFromModel(m generatedmodels.ModelPublicFamilyMembers) ext.FamilyMember {
+// 	var birthDate *time.Time
+// 	if m.BirthDate.Valid {
+// 		t := m.BirthDate.Time()
+// 		birthDate = &t
+// 	}
+
+// 	return ext.FamilyMember{
+// 		ID:           m.ID.UUID(),
+// 		Name:         m.Name.String(),
+// 		Relationship: m.Relationship.String(),
+// 		BirthDate:    birthDate,
+// 		Notes:        m.Notes.String(),
+// 		CreatedAt:    m.CreatedAt.Time(),
+// 	}
+// }
+
+// func activityFromModel(m generatedmodels.ModelPublicActivities, memberName string) ext.Activity {
+// 	var familyMemberID *uuid.UUID
+// 	if m.FamilyMemberID.Valid {
+// 		id := m.FamilyMemberID.UUID()
+// 		familyMemberID = &id
+// 	}
+
+// 	var startDate *time.Time
+// 	if m.StartDate.Valid {
+// 		t := m.StartDate.Time()
+// 		startDate = &t
+// 	}
+
+// 	var endDate *time.Time
+// 	if m.EndDate.Valid {
+// 		t := m.EndDate.Time()
+// 		endDate = &t
+// 	}
+
+// 	return ext.Activity{
+// 		ID:             m.ID.UUID(),
+// 		FamilyMemberID: familyMemberID,
+// 		MemberName:     memberName,
+// 		Title:          m.Title.String(),
+// 		ActivityType:   m.ActivityType.String(),
+// 		DayOfWeek:      m.DayOfWeek.String(),
+// 		StartTime:      m.StartTime.String(),
+// 		EndTime:        m.EndTime.String(),
+// 		StartDate:      startDate,
+// 		EndDate:        endDate,
+// 		Location:       m.Location.String(),
+// 		Notes:          m.Notes.String(),
+// 		CreatedAt:      m.CreatedAt.Time(),
+// 	}
+// }
+
+// func importantDateFromModel(m generatedmodels.ModelPublicImportantDates, memberName string) ext.ImportantDate {
+// 	var familyMemberID *uuid.UUID
+// 	if m.FamilyMemberID.Valid {
+// 		id := m.FamilyMemberID.UUID()
+// 		familyMemberID = &id
+// 	}
+
+// 	return ext.ImportantDate{
+// 		ID:                 m.ID.UUID(),
+// 		FamilyMemberID:     familyMemberID,
+// 		MemberName:         memberName,
+// 		Title:              m.Title.String(),
+// 		DateValue:          m.DateValue.Time(),
+// 		RecurringYearly:    m.RecurringYearly,
+// 		ReminderDaysBefore: int(m.ReminderDaysBefore),
+// 		Notes:              m.Notes.String(),
+// 		CreatedAt:          m.CreatedAt.Time(),
+// 	}
+// }
+
+// func professionalContactFromModel(m generatedmodels.ModelPublicProfessionalContacts, tags []string) ext.ProfessionalContact {
+// 	var lastContacted *time.Time
+// 	if m.LastContacted.Valid {
+// 		t := m.LastContacted.Time()
+// 		lastContacted = &t
+// 	}
+
+// 	var followUpDate *time.Time
+// 	if m.FollowUpDate.Valid {
+// 		t := m.FollowUpDate.Time()
+// 		followUpDate = &t
+// 	}
+
+// 	return ext.ProfessionalContact{
+// 		ID:            m.ID.UUID(),
+// 		Name:          m.Name.String(),
+// 		Company:       m.Company.String(),
+// 		Title:         m.Title.String(),
+// 		Email:         m.Email.String(),
+// 		Phone:         m.Phone.String(),
+// 		LinkedInURL:   m.LinkedinURL.String(),
+// 		HowWeMet:      m.HowWeMet.String(),
+// 		Tags:          tags,
+// 		Notes:         m.Notes.String(),
+// 		LastContacted: lastContacted,
+// 		FollowUpDate:  followUpDate,
+// 		CreatedAt:     m.CreatedAt.Time(),
+// 		UpdatedAt:     m.UpdatedAt.Time(),
+// 	}
+// }
+
+// func contactInteractionFromModel(m generatedmodels.ModelPublicContactInteractions) ext.ContactInteraction {
+// 	return ext.ContactInteraction{
+// 		ID:              m.ID.UUID(),
+// 		ContactID:       m.ContactID.UUID(),
+// 		InteractionType: m.InteractionType.String(),
+// 		OccurredAt:      m.OccurredAt.Time(),
+// 		Summary:         m.Summary.String(),
+// 		FollowUpNeeded:  m.FollowUpNeeded,
+// 		FollowUpNotes:   m.FollowUpNotes.String(),
+// 		CreatedAt:       m.CreatedAt.Time(),
+// 	}
+// }
+
+// func opportunityFromModel(m generatedmodels.ModelPublicOpportunities) ext.Opportunity {
+// 	var contactID *uuid.UUID
+// 	if m.ContactID.Valid {
+// 		id := m.ContactID.UUID()
+// 		contactID = &id
+// 	}
+
+// 	var value *float64
+// 	if m.Value.Valid {
+// 		v := m.Value.Float64()
+// 		value = &v
+// 	}
+
+// 	var expectedCloseDate *time.Time
+// 	if m.ExpectedCloseDate.Valid {
+// 		t := m.ExpectedCloseDate.Time()
+// 		expectedCloseDate = &t
+// 	}
+
+// 	return ext.Opportunity{
+// 		ID:                m.ID.UUID(),
+// 		ContactID:         contactID,
+// 		Title:             m.Title.String(),
+// 		Description:       m.Description.String(),
+// 		Stage:             m.Stage.String(),
+// 		Value:             value,
+// 		ExpectedCloseDate: expectedCloseDate,
+// 		Notes:             m.Notes.String(),
+// 		CreatedAt:         m.CreatedAt.Time(),
+// 		UpdatedAt:         m.UpdatedAt.Time(),
+// 	}
+// }
+
+// func recipeFromModel(m generatedmodels.ModelPublicRecipes, tags []string) ext.Recipe {
+// 	var prepTimeMinutes *int
+// 	if m.PrepTimeMinutes.Valid {
+// 		v := int(m.PrepTimeMinutes.Int64())
+// 		prepTimeMinutes = &v
+// 	}
+
+// 	var cookTimeMinutes *int
+// 	if m.CookTimeMinutes.Valid {
+// 		v := int(m.CookTimeMinutes.Int64())
+// 		cookTimeMinutes = &v
+// 	}
+
+// 	var servings *int
+// 	if m.Servings.Valid {
+// 		v := int(m.Servings.Int64())
+// 		servings = &v
+// 	}
+
+// 	var rating *int
+// 	if m.Rating.Valid {
+// 		v := int(m.Rating.Int64())
+// 		rating = &v
+// 	}
+
+// 	recipe := ext.Recipe{
+// 		ID:              m.ID.UUID(),
+// 		Name:            m.Name.String(),
+// 		Cuisine:         m.Cuisine.String(),
+// 		PrepTimeMinutes: prepTimeMinutes,
+// 		CookTimeMinutes: cookTimeMinutes,
+// 		Servings:        servings,
+// 		Tags:            tags,
+// 		Rating:          rating,
+// 		Notes:           m.Notes.String(),
+// 		CreatedAt:       m.CreatedAt.Time(),
+// 		UpdatedAt:       m.UpdatedAt.Time(),
+// 	}
+
+// 	if err := json.Unmarshal(m.Ingredients, &recipe.Ingredients); err != nil {
+// 		recipe.Ingredients = []ext.Ingredient{}
+// 	}
+// 	if err := json.Unmarshal(m.Instructions, &recipe.Instructions); err != nil {
+// 		recipe.Instructions = []string{}
+// 	}
+// 	return recipe
+// }
+
+// func mealPlanEntryFromModel(m generatedmodels.ModelPublicMealPlans, recipeName string) ext.MealPlanEntry {
+// 	var recipeID *uuid.UUID
+// 	if m.RecipeID.Valid {
+// 		id := m.RecipeID.UUID()
+// 		recipeID = &id
+// 	}
+
+// 	var servings *int
+// 	if m.Servings.Valid {
+// 		v := int(m.Servings.Int64())
+// 		servings = &v
+// 	}
+
+// 	return ext.MealPlanEntry{
+// 		ID:         m.ID.UUID(),
+// 		WeekStart:  m.WeekStart.Time(),
+// 		DayOfWeek:  m.DayOfWeek.String(),
+// 		MealType:   m.MealType.String(),
+// 		RecipeID:   recipeID,
+// 		RecipeName: recipeName,
+// 		CustomMeal: m.CustomMeal.String(),
+// 		Servings:   servings,
+// 		Notes:      m.Notes.String(),
+// 		CreatedAt:  m.CreatedAt.Time(),
+// 	}
+// }
+
+// func shoppingListFromModel(m generatedmodels.ModelPublicShoppingLists) ext.ShoppingList {
+// 	list := ext.ShoppingList{
+// 		ID:        m.ID.UUID(),
+// 		WeekStart: m.WeekStart.Time(),
+// 		Notes:     m.Notes.String(),
+// 		CreatedAt: m.CreatedAt.Time(),
+// 		UpdatedAt: m.UpdatedAt.Time(),
+// 	}
+// 	if err := json.Unmarshal(m.Items, &list.Items); err != nil {
+// 		list.Items = []ext.ShoppingItem{}
+// 	}
+// 	return list
+// }
+
+func planFromModel(m generatedmodels.ModelPublicPlans, tags []string) ext.Plan {
+	var projectID *uuid.UUID
+	if m.ProjectID.Valid {
+		id := m.ProjectID.UUID()
+		projectID = &id
+	}
+
+	var dueDate *time.Time
+	if m.DueDate.Valid {
+		t := m.DueDate.Time()
+		dueDate = &t
+	}
+
+	var completedAt *time.Time
+	if m.CompletedAt.Valid {
+		t := m.CompletedAt.Time()
+		completedAt = &t
+	}
+
+	var lastReviewedAt *time.Time
+	if m.LastReviewedAt.Valid {
+		t := m.LastReviewedAt.Time()
+		lastReviewedAt = &t
+	}
+
+	var supersedesPlanID *uuid.UUID
+	if m.SupersedesPlanID.Valid {
+		id := m.SupersedesPlanID.UUID()
+		supersedesPlanID = &id
+	}
+
+	return ext.Plan{
+		ID:               m.ID.UUID(),
+		Title:            m.Title.String(),
+		Description:      m.Description.String(),
+		Status:           ext.PlanStatus(m.Status.String()),
+		Priority:         ext.PlanPriority(m.Priority.String()),
+		ProjectID:        projectID,
+		Owner:            m.Owner.String(),
+		DueDate:          dueDate,
+		CompletedAt:      completedAt,
+		ReviewedBy:       m.ReviewedBy.String(),
+		LastReviewedAt:   lastReviewedAt,
+		SupersedesPlanID: supersedesPlanID,
+		Tags:             tags,
+		CreatedAt:        m.CreatedAt.Time(),
+		UpdatedAt:        m.UpdatedAt.Time(),
+	}
+}
+
+func learningFromModel(m generatedmodels.ModelPublicLearnings, tags []string) ext.Learning {
+	var projectID *uuid.UUID
+	if m.ProjectID.Valid {
+		id := m.ProjectID.UUID()
+		projectID = &id
+	}
+
+	var relatedThoughtID *uuid.UUID
+	if m.RelatedThoughtID.Valid {
+		id := m.RelatedThoughtID.UUID()
+		relatedThoughtID = &id
+	}
+
+	var relatedSkillID *uuid.UUID
+	if m.RelatedSkillID.Valid {
+		id := m.RelatedSkillID.UUID()
+		relatedSkillID = &id
+	}
+
+	var duplicateOfLearningID *uuid.UUID
+	if m.DuplicateOfLearningID.Valid {
+		id := m.DuplicateOfLearningID.UUID()
+		duplicateOfLearningID = &id
+	}
+
+	var supersedesLearningID *uuid.UUID
+	if m.SupersedesLearningID.Valid {
+		id := m.SupersedesLearningID.UUID()
+		supersedesLearningID = &id
+	}
+
+	var reviewedBy *string
+	if m.ReviewedBy.Valid {
+		value := m.ReviewedBy.String()
+		reviewedBy = &value
+	}
+
+	var reviewedAt *time.Time
+	if m.ReviewedAt.Valid {
+		t := m.ReviewedAt.Time()
+		reviewedAt = &t
+	}
+
+	return ext.Learning{
+		ID:                    m.ID.UUID(),
+		Summary:               m.Summary.String(),
+		Details:               m.Details.String(),
+		Category:              m.Category.String(),
+		Area:                  m.Area.String(),
+		Status:                ext.LearningStatus(m.Status.String()),
+		Priority:              ext.LearningPriority(m.Priority.String()),
+		Confidence:            ext.LearningEvidenceLevel(m.Confidence.String()),
+		ActionRequired:        m.ActionRequired,
+		SourceType:            m.SourceType.String(),
+		SourceRef:             m.SourceRef.String(),
+		ProjectID:             projectID,
+		RelatedThoughtID:      relatedThoughtID,
+		RelatedSkillID:        relatedSkillID,
+		ReviewedBy:            reviewedBy,
+		ReviewedAt:            reviewedAt,
+		DuplicateOfLearningID: duplicateOfLearningID,
+		SupersedesLearningID:  supersedesLearningID,
+		Tags:                  tags,
+		CreatedAt:             m.CreatedAt.Time(),
+		UpdatedAt:             m.UpdatedAt.Time(),
+	}
+}

internal/store/plans.go

@@ -0,0 +1,477 @@
+package store
+
+import (
+	"context"
+	"fmt"
+	"strings"
+	"github.com/google/uuid"
+	"github.com/jackc/pgx/v5"
+
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
+	ext "git.warky.dev/wdevs/amcs/internal/types"
+)
+
+const planColumns = `
+	id, title, description, status, priority, project_id, owner, due_date,
+	completed_at, reviewed_by, last_reviewed_at, supersedes_plan_id, tags::text[], created_at, updated_at`
+
+func (db *DB) CreatePlan(ctx context.Context, plan ext.Plan) (ext.Plan, error) {
+	row := db.pool.QueryRow(ctx, `
+		insert into plans (title, description, status, priority, project_id, owner, due_date,
+			completed_at, reviewed_by, last_reviewed_at, supersedes_plan_id, tags)
+		values ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12)
+		returning`+planColumns,
+		strings.TrimSpace(plan.Title),
+		strings.TrimSpace(plan.Description),
+		string(plan.Status),
+		string(plan.Priority),
+		plan.ProjectID,
+		nullableText(plan.Owner),
+		plan.DueDate,
+		plan.CompletedAt,
+		nullableText(plan.ReviewedBy),
+		plan.LastReviewedAt,
+		plan.SupersedesPlanID,
+		plan.Tags,
+	)
+	return scanPlan(row)
+}
+
+func (db *DB) GetPlan(ctx context.Context, id uuid.UUID) (ext.Plan, error) {
+	row := db.pool.QueryRow(ctx, `select`+planColumns+` from plans where id = $1`, id)
+	plan, err := scanPlan(row)
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return ext.Plan{}, fmt.Errorf("plan not found: %s", id)
+		}
+		return ext.Plan{}, fmt.Errorf("get plan: %w", err)
+	}
+	return plan, nil
+}
+
+func (db *DB) GetPlanDetail(ctx context.Context, id uuid.UUID) (ext.PlanDetail, error) {
+	plan, err := db.GetPlan(ctx, id)
+	if err != nil {
+		return ext.PlanDetail{}, err
+	}
+
+	dependsOn, err := db.listPlansByQuery(ctx, `
+		select`+planColumns+`
+		from plans p
+		join plan_dependencies pd on pd.depends_on_plan_id = p.id
+		where pd.plan_id = $1 order by p.title`, id)
+	if err != nil {
+		return ext.PlanDetail{}, fmt.Errorf("get plan depends_on: %w", err)
+	}
+
+	blocks, err := db.listPlansByQuery(ctx, `
+		select`+planColumns+`
+		from plans p
+		join plan_dependencies pd on pd.plan_id = p.id
+		where pd.depends_on_plan_id = $1 order by p.title`, id)
+	if err != nil {
+		return ext.PlanDetail{}, fmt.Errorf("get plan blocks: %w", err)
+	}
+
+	related, err := db.listPlansByQuery(ctx, `
+		select`+planColumns+`
+		from plans p
+		where p.id in (
+			select plan_b_id from plan_related_plans where plan_a_id = $1
+			union
+			select plan_a_id from plan_related_plans where plan_b_id = $1
+		) order by p.title`, id)
+	if err != nil {
+		return ext.PlanDetail{}, fmt.Errorf("get plan related: %w", err)
+	}
+
+	skills, err := db.ListPlanSkills(ctx, id)
+	if err != nil {
+		return ext.PlanDetail{}, fmt.Errorf("get plan skills: %w", err)
+	}
+
+	guardrails, err := db.ListPlanGuardrails(ctx, id)
+	if err != nil {
+		return ext.PlanDetail{}, fmt.Errorf("get plan guardrails: %w", err)
+	}
+
+	return ext.PlanDetail{
+		Plan:         plan,
+		DependsOn:    dependsOn,
+		Blocks:       blocks,
+		RelatedPlans: related,
+		Skills:       skills,
+		Guardrails:   guardrails,
+	}, nil
+}
+
+func (db *DB) UpdatePlan(ctx context.Context, id uuid.UUID, u ext.PlanUpdate) (ext.Plan, error) {
+	sets := []string{"updated_at = now()"}
+	args := []any{}
+
+	if u.Title != nil {
+		args = append(args, strings.TrimSpace(*u.Title))
+		sets = append(sets, fmt.Sprintf("title = $%d", len(args)))
+	}
+	if u.Description != nil {
+		args = append(args, strings.TrimSpace(*u.Description))
+		sets = append(sets, fmt.Sprintf("description = $%d", len(args)))
+	}
+	if u.Status != nil {
+		args = append(args, strings.TrimSpace(*u.Status))
+		sets = append(sets, fmt.Sprintf("status = $%d", len(args)))
+	}
+	if u.Priority != nil {
+		args = append(args, strings.TrimSpace(*u.Priority))
+		sets = append(sets, fmt.Sprintf("priority = $%d", len(args)))
+	}
+	if u.Owner != nil {
+		args = append(args, nullableText(*u.Owner))
+		sets = append(sets, fmt.Sprintf("owner = $%d", len(args)))
+	}
+	if u.ClearDueDate {
+		sets = append(sets, "due_date = null")
+	} else if u.DueDate != nil {
+		args = append(args, *u.DueDate)
+		sets = append(sets, fmt.Sprintf("due_date = $%d", len(args)))
+	}
+	if u.ClearCompletedAt {
+		sets = append(sets, "completed_at = null")
+	} else if u.CompletedAt != nil {
+		args = append(args, *u.CompletedAt)
+		sets = append(sets, fmt.Sprintf("completed_at = $%d", len(args)))
+	}
+	if u.ReviewedBy != nil {
+		args = append(args, nullableText(*u.ReviewedBy))
+		sets = append(sets, fmt.Sprintf("reviewed_by = $%d", len(args)))
+	}
+	if u.MarkReviewed {
+		sets = append(sets, "last_reviewed_at = now()")
+	}
+	if u.ClearSupersedesPlanID {
+		sets = append(sets, "supersedes_plan_id = null")
+	} else if u.SupersedesPlanID != nil {
+		args = append(args, *u.SupersedesPlanID)
+		sets = append(sets, fmt.Sprintf("supersedes_plan_id = $%d", len(args)))
+	}
+	if u.Tags != nil {
+		args = append(args, *u.Tags)
+		sets = append(sets, fmt.Sprintf("tags = $%d", len(args)))
+	}
+
+	args = append(args, id)
+	query := fmt.Sprintf(
+		"update plans set %s where id = $%d returning%s",
+		strings.Join(sets, ", "), len(args), planColumns,
+	)
+
+	row := db.pool.QueryRow(ctx, query, args...)
+	plan, err := scanPlan(row)
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return ext.Plan{}, fmt.Errorf("plan not found: %s", id)
+		}
+		return ext.Plan{}, fmt.Errorf("update plan: %w", err)
+	}
+	return plan, nil
+}
+
+func (db *DB) DeletePlan(ctx context.Context, id uuid.UUID) error {
+	tag, err := db.pool.Exec(ctx, `delete from plans where id = $1`, id)
+	if err != nil {
+		return fmt.Errorf("delete plan: %w", err)
+	}
+	if tag.RowsAffected() == 0 {
+		return fmt.Errorf("plan not found")
+	}
+	return nil
+}
+
+func (db *DB) ListPlans(ctx context.Context, filter ext.PlanFilter) ([]ext.Plan, error) {
+	args := make([]any, 0, 8)
+	conditions := make([]string, 0, 8)
+
+	if filter.ProjectID != nil {
+		args = append(args, *filter.ProjectID)
+		conditions = append(conditions, fmt.Sprintf("project_id = $%d", len(args)))
+	}
+	if v := strings.TrimSpace(filter.Status); v != "" {
+		args = append(args, v)
+		conditions = append(conditions, fmt.Sprintf("status = $%d", len(args)))
+	}
+	if v := strings.TrimSpace(filter.Priority); v != "" {
+		args = append(args, v)
+		conditions = append(conditions, fmt.Sprintf("priority = $%d", len(args)))
+	}
+	if v := strings.TrimSpace(filter.Owner); v != "" {
+		args = append(args, v)
+		conditions = append(conditions, fmt.Sprintf("owner = $%d", len(args)))
+	}
+	if v := strings.TrimSpace(filter.Tag); v != "" {
+		args = append(args, v)
+		conditions = append(conditions, fmt.Sprintf("$%d = any(tags)", len(args)))
+	}
+	if v := strings.TrimSpace(filter.Query); v != "" {
+		args = append(args, v)
+		conditions = append(conditions, fmt.Sprintf(
+			"to_tsvector('simple', title || ' ' || coalesce(description, '')) @@ websearch_to_tsquery('simple', $%d)", len(args)))
+	}
+
+	query := "select" + planColumns + " from plans"
+	if len(conditions) > 0 {
+		query += " where " + strings.Join(conditions, " and ")
+	}
+	query += " order by updated_at desc"
+	if filter.Limit > 0 {
+		args = append(args, filter.Limit)
+		query += fmt.Sprintf(" limit $%d", len(args))
+	}
+
+	return db.listPlansByQuery(ctx, query, args...)
+}
+
+// Dependencies
+
+func (db *DB) AddPlanDependency(ctx context.Context, planID, dependsOnPlanID uuid.UUID) error {
+	_, err := db.pool.Exec(ctx, `
+		insert into plan_dependencies (plan_id, depends_on_plan_id)
+		values ($1, $2)
+		on conflict do nothing
+	`, planID, dependsOnPlanID)
+	if err != nil {
+		return fmt.Errorf("add plan dependency: %w", err)
+	}
+	return nil
+}
+
+func (db *DB) RemovePlanDependency(ctx context.Context, planID, dependsOnPlanID uuid.UUID) error {
+	tag, err := db.pool.Exec(ctx, `
+		delete from plan_dependencies where plan_id = $1 and depends_on_plan_id = $2
+	`, planID, dependsOnPlanID)
+	if err != nil {
+		return fmt.Errorf("remove plan dependency: %w", err)
+	}
+	if tag.RowsAffected() == 0 {
+		return fmt.Errorf("plan dependency not found")
+	}
+	return nil
+}
+
+// Related Plans
+
+func (db *DB) AddRelatedPlan(ctx context.Context, planAID, planBID uuid.UUID) error {
+	a, b := canonicalPlanPair(planAID, planBID)
+	_, err := db.pool.Exec(ctx, `
+		insert into plan_related_plans (plan_a_id, plan_b_id)
+		values ($1, $2)
+		on conflict do nothing
+	`, a, b)
+	if err != nil {
+		return fmt.Errorf("add related plan: %w", err)
+	}
+	return nil
+}
+
+func (db *DB) RemoveRelatedPlan(ctx context.Context, planAID, planBID uuid.UUID) error {
+	a, b := canonicalPlanPair(planAID, planBID)
+	tag, err := db.pool.Exec(ctx, `
+		delete from plan_related_plans where plan_a_id = $1 and plan_b_id = $2
+	`, a, b)
+	if err != nil {
+		return fmt.Errorf("remove related plan: %w", err)
+	}
+	if tag.RowsAffected() == 0 {
+		return fmt.Errorf("related plan link not found")
+	}
+	return nil
+}
+
+// Plan Skills
+
+func (db *DB) AddPlanSkill(ctx context.Context, planID, skillID uuid.UUID) error {
+	_, err := db.pool.Exec(ctx, `
+		insert into plan_skills (plan_id, skill_id) values ($1, $2) on conflict do nothing
+	`, planID, skillID)
+	if err != nil {
+		return fmt.Errorf("add plan skill: %w", err)
+	}
+	return nil
+}
+
+func (db *DB) RemovePlanSkill(ctx context.Context, planID, skillID uuid.UUID) error {
+	tag, err := db.pool.Exec(ctx, `
+		delete from plan_skills where plan_id = $1 and skill_id = $2
+	`, planID, skillID)
+	if err != nil {
+		return fmt.Errorf("remove plan skill: %w", err)
+	}
+	if tag.RowsAffected() == 0 {
+		return fmt.Errorf("plan skill link not found")
+	}
+	return nil
+}
+
+func (db *DB) ListPlanSkills(ctx context.Context, planID uuid.UUID) ([]ext.AgentSkill, error) {
+	rows, err := db.pool.Query(ctx, `
+		select s.id, s.name, s.description, s.content, s.tags::text[], s.created_at, s.updated_at
+		from agent_skills s
+		join plan_skills ps on ps.skill_id = s.id
+		where ps.plan_id = $1
+		order by s.name
+	`, planID)
+	if err != nil {
+		return nil, fmt.Errorf("list plan skills: %w", err)
+	}
+	defer rows.Close()
+
+	var skills []ext.AgentSkill
+	for rows.Next() {
+		var model generatedmodels.ModelPublicAgentSkills
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
+			return nil, fmt.Errorf("scan plan skill: %w", err)
+		}
+		s := ext.AgentSkill{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
+		if s.Tags == nil {
+			s.Tags = []string{}
+		}
+		skills = append(skills, s)
+	}
+	return skills, rows.Err()
+}
+
+// Plan Guardrails
+
+func (db *DB) AddPlanGuardrail(ctx context.Context, planID, guardrailID uuid.UUID) error {
+	_, err := db.pool.Exec(ctx, `
+		insert into plan_guardrails (plan_id, guardrail_id) values ($1, $2) on conflict do nothing
+	`, planID, guardrailID)
+	if err != nil {
+		return fmt.Errorf("add plan guardrail: %w", err)
+	}
+	return nil
+}
+
+func (db *DB) RemovePlanGuardrail(ctx context.Context, planID, guardrailID uuid.UUID) error {
+	tag, err := db.pool.Exec(ctx, `
+		delete from plan_guardrails where plan_id = $1 and guardrail_id = $2
+	`, planID, guardrailID)
+	if err != nil {
+		return fmt.Errorf("remove plan guardrail: %w", err)
+	}
+	if tag.RowsAffected() == 0 {
+		return fmt.Errorf("plan guardrail link not found")
+	}
+	return nil
+}
+
+func (db *DB) ListPlanGuardrails(ctx context.Context, planID uuid.UUID) ([]ext.AgentGuardrail, error) {
+	rows, err := db.pool.Query(ctx, `
+		select g.id, g.name, g.description, g.content, g.severity, g.tags::text[], g.created_at, g.updated_at
+		from agent_guardrails g
+		join plan_guardrails pg on pg.guardrail_id = g.id
+		where pg.plan_id = $1
+		order by g.name
+	`, planID)
+	if err != nil {
+		return nil, fmt.Errorf("list plan guardrails: %w", err)
+	}
+	defer rows.Close()
+
+	var guardrails []ext.AgentGuardrail
+	for rows.Next() {
+		var model generatedmodels.ModelPublicAgentGuardrails
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &model.Severity, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
+			return nil, fmt.Errorf("scan plan guardrail: %w", err)
+		}
+		g := ext.AgentGuardrail{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Severity:    model.Severity.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
+		if g.Tags == nil {
+			g.Tags = []string{}
+		}
+		guardrails = append(guardrails, g)
+	}
+	return guardrails, rows.Err()
+}
+
+// helpers
+
+type planScanner interface {
+	Scan(dest ...any) error
+}
+
+func scanPlan(row planScanner) (ext.Plan, error) {
+	var model generatedmodels.ModelPublicPlans
+	var tags []string
+	err := row.Scan(
+		&model.ID,
+		&model.Title,
+		&model.Description,
+		&model.Status,
+		&model.Priority,
+		&model.ProjectID,
+		&model.Owner,
+		&model.DueDate,
+		&model.CompletedAt,
+		&model.ReviewedBy,
+		&model.LastReviewedAt,
+		&model.SupersedesPlanID,
+		&tags,
+		&model.CreatedAt,
+		&model.UpdatedAt,
+	)
+	if err != nil {
+		return ext.Plan{}, err
+	}
+	if tags == nil {
+		tags = []string{}
+	}
+	return planFromModel(model, tags), nil
+}
+
+func (db *DB) listPlansByQuery(ctx context.Context, query string, args ...any) ([]ext.Plan, error) {
+	rows, err := db.pool.Query(ctx, query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	plans := make([]ext.Plan, 0)
+	for rows.Next() {
+		plan, err := scanPlan(rows)
+		if err != nil {
+			return nil, fmt.Errorf("scan plan: %w", err)
+		}
+		plans = append(plans, plan)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, fmt.Errorf("iterate plans: %w", err)
+	}
+	return plans, nil
+}
+
+// canonicalPlanPair ensures the smaller UUID is always plan_a_id to prevent duplicates.
+func canonicalPlanPair(a, b uuid.UUID) (uuid.UUID, uuid.UUID) {
+	if strings.Compare(a.String(), b.String()) <= 0 {
+		return a, b
+	}
+	return b, a
+}
+

internal/store/projects.go

@@ -8,6 +8,7 @@ import (
 	"github.com/google/uuid"
 	"github.com/jackc/pgx/v5"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -18,37 +19,58 @@ func (db *DB) CreateProject(ctx context.Context, name, description string) (thou
 		returning guid, name, description, created_at, last_active_at
 	`, name, description)
 
-	var project thoughttypes.Project
-	if err := row.Scan(&project.ID, &project.Name, &project.Description, &project.CreatedAt, &project.LastActiveAt); err != nil {
+	var model generatedmodels.ModelPublicProjects
+	if err := row.Scan(&model.GUID, &model.Name, &model.Description, &model.CreatedAt, &model.LastActiveAt); err != nil {
 		return thoughttypes.Project{}, fmt.Errorf("create project: %w", err)
 	}
-	return project, nil
+	return projectFromModel(model), nil
 }
 
 func (db *DB) GetProject(ctx context.Context, nameOrID string) (thoughttypes.Project, error) {
-	var row pgx.Row
-	if parsedID, err := uuid.Parse(strings.TrimSpace(nameOrID)); err == nil {
-		row = db.pool.QueryRow(ctx, `
-			select guid, name, description, created_at, last_active_at
-			from projects
-			where guid = $1
-		`, parsedID)
-	} else {
-		row = db.pool.QueryRow(ctx, `
-			select guid, name, description, created_at, last_active_at
-			from projects
-			where name = $1
-		`, strings.TrimSpace(nameOrID))
+	lookup := strings.TrimSpace(nameOrID)
+
+	// Prefer guid lookup when input parses as UUID, but fall back to name lookup
+	// so UUID-shaped project names can still be resolved by name.
+	if parsedID, err := uuid.Parse(lookup); err == nil {
+		project, queryErr := db.getProjectByGUID(ctx, parsedID)
+		if queryErr == nil {
+			return project, nil
+		}
+		if queryErr != pgx.ErrNoRows {
+			return thoughttypes.Project{}, queryErr
+		}
 	}
 
-	var project thoughttypes.Project
-	if err := row.Scan(&project.ID, &project.Name, &project.Description, &project.CreatedAt, &project.LastActiveAt); err != nil {
+	return db.getProjectByName(ctx, lookup)
+}
+
+func (db *DB) getProjectByGUID(ctx context.Context, id uuid.UUID) (thoughttypes.Project, error) {
+	row := db.pool.QueryRow(ctx, `
+		select guid, name, description, created_at, last_active_at
+		from projects
+		where guid = $1
+	`, id)
+	return scanProject(row)
+}
+
+func (db *DB) getProjectByName(ctx context.Context, name string) (thoughttypes.Project, error) {
+	row := db.pool.QueryRow(ctx, `
+		select guid, name, description, created_at, last_active_at
+		from projects
+		where name = $1
+	`, name)
+	return scanProject(row)
+}
+
+func scanProject(row pgx.Row) (thoughttypes.Project, error) {
+	var model generatedmodels.ModelPublicProjects
+	if err := row.Scan(&model.GUID, &model.Name, &model.Description, &model.CreatedAt, &model.LastActiveAt); err != nil {
 		if err == pgx.ErrNoRows {
 			return thoughttypes.Project{}, err
 		}
 		return thoughttypes.Project{}, fmt.Errorf("get project: %w", err)
 	}
-	return project, nil
+	return projectFromModel(model), nil
 }
 
 func (db *DB) ListProjects(ctx context.Context) ([]thoughttypes.ProjectSummary, error) {
@@ -66,11 +88,15 @@ func (db *DB) ListProjects(ctx context.Context) ([]thoughttypes.ProjectSummary,
 
 	projects := make([]thoughttypes.ProjectSummary, 0)
 	for rows.Next() {
-		var project thoughttypes.ProjectSummary
-		if err := rows.Scan(&project.ID, &project.Name, &project.Description, &project.CreatedAt, &project.LastActiveAt, &project.ThoughtCount); err != nil {
+		var model generatedmodels.ModelPublicProjects
+		var thoughtCount int
+		if err := rows.Scan(&model.GUID, &model.Name, &model.Description, &model.CreatedAt, &model.LastActiveAt, &thoughtCount); err != nil {
 			return nil, fmt.Errorf("scan project summary: %w", err)
 		}
-		projects = append(projects, project)
+		projects = append(projects, thoughttypes.ProjectSummary{
+			Project:      projectFromModel(model),
+			ThoughtCount: thoughtCount,
+		})
 	}
 	if err := rows.Err(); err != nil {
 		return nil, fmt.Errorf("iterate projects: %w", err)

internal/store/skills.go

@@ -7,6 +7,7 @@ import (
 
 	"github.com/google/uuid"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	ext "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -23,9 +24,13 @@ func (db *DB) AddSkill(ctx context.Context, skill ext.AgentSkill) (ext.AgentSkil
 	`, skill.Name, skill.Description, skill.Content, skill.Tags)
 
 	created := skill
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicAgentSkills
+	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		return ext.AgentSkill{}, fmt.Errorf("insert agent skill: %w", err)
 	}
+	created.ID = model.ID.UUID()
+	created.CreatedAt = model.CreatedAt.Time()
+	created.UpdatedAt = model.UpdatedAt.Time()
 	return created, nil
 }
 
@@ -41,7 +46,7 @@ func (db *DB) RemoveSkill(ctx context.Context, id uuid.UUID) error {
 }
 
 func (db *DB) ListSkills(ctx context.Context, tag string) ([]ext.AgentSkill, error) {
-	q := `select id, name, description, content, tags, created_at, updated_at from agent_skills`
+	q := `select id, name, description, content, tags::text[], created_at, updated_at from agent_skills`
 	args := []any{}
 	if t := strings.TrimSpace(tag); t != "" {
 		args = append(args, t)
@@ -57,12 +62,20 @@ func (db *DB) ListSkills(ctx context.Context, tag string) ([]ext.AgentSkill, err
 
 	var skills []ext.AgentSkill
 	for rows.Next() {
-		var s ext.AgentSkill
-		var desc *string
-		if err := rows.Scan(&s.ID, &s.Name, &desc, &s.Content, &s.Tags, &s.CreatedAt, &s.UpdatedAt); err != nil {
+		var model generatedmodels.ModelPublicAgentSkills
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 			return nil, fmt.Errorf("scan agent skill: %w", err)
 		}
-		s.Description = strVal(desc)
+		s := ext.AgentSkill{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
 		if s.Tags == nil {
 			s.Tags = []string{}
 		}
@@ -73,16 +86,24 @@ func (db *DB) ListSkills(ctx context.Context, tag string) ([]ext.AgentSkill, err
 
 func (db *DB) GetSkill(ctx context.Context, id uuid.UUID) (ext.AgentSkill, error) {
 	row := db.pool.QueryRow(ctx, `
-		select id, name, description, content, tags, created_at, updated_at
+		select id, name, description, content, tags::text[], created_at, updated_at
 		from agent_skills where id = $1
 	`, id)
 
-	var s ext.AgentSkill
-	var desc *string
-	if err := row.Scan(&s.ID, &s.Name, &desc, &s.Content, &s.Tags, &s.CreatedAt, &s.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicAgentSkills
+	var tags []string
+	if err := row.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		return ext.AgentSkill{}, fmt.Errorf("get agent skill: %w", err)
 	}
-	s.Description = strVal(desc)
+	s := ext.AgentSkill{
+		ID:          model.ID.UUID(),
+		Name:        model.Name.String(),
+		Description: model.Description.String(),
+		Content:     model.Content.String(),
+		Tags:        tags,
+		CreatedAt:   model.CreatedAt.Time(),
+		UpdatedAt:   model.UpdatedAt.Time(),
+	}
 	if s.Tags == nil {
 		s.Tags = []string{}
 	}
@@ -105,9 +126,13 @@ func (db *DB) AddGuardrail(ctx context.Context, g ext.AgentGuardrail) (ext.Agent
 	`, g.Name, g.Description, g.Content, g.Severity, g.Tags)
 
 	created := g
-	if err := row.Scan(&created.ID, &created.CreatedAt, &created.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicAgentGuardrails
+	if err := row.Scan(&model.ID, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		return ext.AgentGuardrail{}, fmt.Errorf("insert agent guardrail: %w", err)
 	}
+	created.ID = model.ID.UUID()
+	created.CreatedAt = model.CreatedAt.Time()
+	created.UpdatedAt = model.UpdatedAt.Time()
 	return created, nil
 }
 
@@ -135,7 +160,7 @@ func (db *DB) ListGuardrails(ctx context.Context, tag, severity string) ([]ext.A
 		conditions = append(conditions, fmt.Sprintf("severity = $%d", len(args)))
 	}
 
-	q := `select id, name, description, content, severity, tags, created_at, updated_at from agent_guardrails`
+	q := `select id, name, description, content, severity, tags::text[], created_at, updated_at from agent_guardrails`
 	if len(conditions) > 0 {
 		q += " where " + strings.Join(conditions, " and ")
 	}
@@ -149,12 +174,21 @@ func (db *DB) ListGuardrails(ctx context.Context, tag, severity string) ([]ext.A
 
 	var guardrails []ext.AgentGuardrail
 	for rows.Next() {
-		var g ext.AgentGuardrail
-		var desc *string
-		if err := rows.Scan(&g.ID, &g.Name, &desc, &g.Content, &g.Severity, &g.Tags, &g.CreatedAt, &g.UpdatedAt); err != nil {
+		var model generatedmodels.ModelPublicAgentGuardrails
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &model.Severity, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 			return nil, fmt.Errorf("scan agent guardrail: %w", err)
 		}
-		g.Description = strVal(desc)
+		g := ext.AgentGuardrail{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Severity:    model.Severity.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
 		if g.Tags == nil {
 			g.Tags = []string{}
 		}
@@ -165,16 +199,25 @@ func (db *DB) ListGuardrails(ctx context.Context, tag, severity string) ([]ext.A
 
 func (db *DB) GetGuardrail(ctx context.Context, id uuid.UUID) (ext.AgentGuardrail, error) {
 	row := db.pool.QueryRow(ctx, `
-		select id, name, description, content, severity, tags, created_at, updated_at
+		select id, name, description, content, severity, tags::text[], created_at, updated_at
 		from agent_guardrails where id = $1
 	`, id)
 
-	var g ext.AgentGuardrail
-	var desc *string
-	if err := row.Scan(&g.ID, &g.Name, &desc, &g.Content, &g.Severity, &g.Tags, &g.CreatedAt, &g.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicAgentGuardrails
+	var tags []string
+	if err := row.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &model.Severity, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		return ext.AgentGuardrail{}, fmt.Errorf("get agent guardrail: %w", err)
 	}
-	g.Description = strVal(desc)
+	g := ext.AgentGuardrail{
+		ID:          model.ID.UUID(),
+		Name:        model.Name.String(),
+		Description: model.Description.String(),
+		Content:     model.Content.String(),
+		Severity:    model.Severity.String(),
+		Tags:        tags,
+		CreatedAt:   model.CreatedAt.Time(),
+		UpdatedAt:   model.UpdatedAt.Time(),
+	}
 	if g.Tags == nil {
 		g.Tags = []string{}
 	}
@@ -210,7 +253,7 @@ func (db *DB) RemoveProjectSkill(ctx context.Context, projectID, skillID uuid.UU
 
 func (db *DB) ListProjectSkills(ctx context.Context, projectID uuid.UUID) ([]ext.AgentSkill, error) {
 	rows, err := db.pool.Query(ctx, `
-		select s.id, s.name, s.description, s.content, s.tags, s.created_at, s.updated_at
+		select s.id, s.name, s.description, s.content, s.tags::text[], s.created_at, s.updated_at
 		from agent_skills s
 		join project_skills ps on ps.skill_id = s.id
 		where ps.project_id = $1
@@ -223,12 +266,20 @@ func (db *DB) ListProjectSkills(ctx context.Context, projectID uuid.UUID) ([]ext
 
 	var skills []ext.AgentSkill
 	for rows.Next() {
-		var s ext.AgentSkill
-		var desc *string
-		if err := rows.Scan(&s.ID, &s.Name, &desc, &s.Content, &s.Tags, &s.CreatedAt, &s.UpdatedAt); err != nil {
+		var model generatedmodels.ModelPublicAgentSkills
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 			return nil, fmt.Errorf("scan project skill: %w", err)
 		}
-		s.Description = strVal(desc)
+		s := ext.AgentSkill{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
 		if s.Tags == nil {
 			s.Tags = []string{}
 		}
@@ -266,7 +317,7 @@ func (db *DB) RemoveProjectGuardrail(ctx context.Context, projectID, guardrailID
 
 func (db *DB) ListProjectGuardrails(ctx context.Context, projectID uuid.UUID) ([]ext.AgentGuardrail, error) {
 	rows, err := db.pool.Query(ctx, `
-		select g.id, g.name, g.description, g.content, g.severity, g.tags, g.created_at, g.updated_at
+		select g.id, g.name, g.description, g.content, g.severity, g.tags::text[], g.created_at, g.updated_at
 		from agent_guardrails g
 		join project_guardrails pg on pg.guardrail_id = g.id
 		where pg.project_id = $1
@@ -279,12 +330,21 @@ func (db *DB) ListProjectGuardrails(ctx context.Context, projectID uuid.UUID) ([
 
 	var guardrails []ext.AgentGuardrail
 	for rows.Next() {
-		var g ext.AgentGuardrail
-		var desc *string
-		if err := rows.Scan(&g.ID, &g.Name, &desc, &g.Content, &g.Severity, &g.Tags, &g.CreatedAt, &g.UpdatedAt); err != nil {
+		var model generatedmodels.ModelPublicAgentGuardrails
+		var tags []string
+		if err := rows.Scan(&model.ID, &model.Name, &model.Description, &model.Content, &model.Severity, &tags, &model.CreatedAt, &model.UpdatedAt); err != nil {
 			return nil, fmt.Errorf("scan project guardrail: %w", err)
 		}
-		g.Description = strVal(desc)
+		g := ext.AgentGuardrail{
+			ID:          model.ID.UUID(),
+			Name:        model.Name.String(),
+			Description: model.Description.String(),
+			Content:     model.Content.String(),
+			Severity:    model.Severity.String(),
+			Tags:        tags,
+			CreatedAt:   model.CreatedAt.Time(),
+			UpdatedAt:   model.UpdatedAt.Time(),
+		}
 		if g.Tags == nil {
 			g.Tags = []string{}
 		}

internal/store/thoughts.go

@@ -12,6 +12,7 @@ import (
 	"github.com/jackc/pgx/v5"
 	"github.com/pgvector/pgvector-go"
 
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
 )
 
@@ -149,13 +150,13 @@ func (db *DB) ListThoughts(ctx context.Context, filter thoughttypes.ListFilter)
 
 	thoughts := make([]thoughttypes.Thought, 0, filter.Limit)
 	for rows.Next() {
-		var thought thoughttypes.Thought
-		var metadataBytes []byte
-		if err := rows.Scan(&thought.ID, &thought.Content, &metadataBytes, &thought.ProjectID, &thought.ArchivedAt, &thought.CreatedAt, &thought.UpdatedAt); err != nil {
+		var model generatedmodels.ModelPublicThoughts
+		if err := rows.Scan(&model.GUID, &model.Content, &model.Metadata, &model.ProjectID, &model.ArchivedAt, &model.CreatedAt, &model.UpdatedAt); err != nil {
 			return nil, fmt.Errorf("scan listed thought: %w", err)
 		}
-		if err := json.Unmarshal(metadataBytes, &thought.Metadata); err != nil {
-			return nil, fmt.Errorf("decode listed metadata: %w", err)
+		thought, err := thoughtFromModel(model)
+		if err != nil {
+			return nil, fmt.Errorf("map listed thought: %w", err)
 		}
 		thoughts = append(thoughts, thought)
 	}
@@ -222,17 +223,17 @@ func (db *DB) GetThought(ctx context.Context, id uuid.UUID) (thoughttypes.Though
 		where guid = $1
 	`, id)
 
-	var thought thoughttypes.Thought
-	var metadataBytes []byte
-	if err := row.Scan(&thought.ID, &thought.Content, &metadataBytes, &thought.ProjectID, &thought.ArchivedAt, &thought.CreatedAt, &thought.UpdatedAt); err != nil {
+	var model generatedmodels.ModelPublicThoughts
+	if err := row.Scan(&model.GUID, &model.Content, &model.Metadata, &model.ProjectID, &model.ArchivedAt, &model.CreatedAt, &model.UpdatedAt); err != nil {
 		if err == pgx.ErrNoRows {
 			return thoughttypes.Thought{}, err
 		}
 		return thoughttypes.Thought{}, fmt.Errorf("get thought: %w", err)
 	}
 
-	if err := json.Unmarshal(metadataBytes, &thought.Metadata); err != nil {
-		return thoughttypes.Thought{}, fmt.Errorf("decode thought metadata: %w", err)
+	thought, err := thoughtFromModel(model)
+	if err != nil {
+		return thoughttypes.Thought{}, fmt.Errorf("map thought: %w", err)
 	}
 
 	return thought, nil
@@ -582,7 +583,7 @@ func (db *DB) SearchThoughtsText(ctx context.Context, query string, limit int, p
 	args := []any{query}
 	conditions := []string{
 		"t.archived_at is null",
-		"to_tsvector('simple', t.content) @@ websearch_to_tsquery('simple', $1)",
+		"(to_tsvector('simple', t.content) || to_tsvector('simple', coalesce(p.name, ''))) @@ websearch_to_tsquery('simple', $1)",
 	}
 	if projectID != nil {
 		args = append(args, *projectID)
@@ -596,9 +597,10 @@ func (db *DB) SearchThoughtsText(ctx context.Context, query string, limit int, p
 
 	q := `
 		select t.guid, t.content, t.metadata,
-		       ts_rank_cd(to_tsvector('simple', t.content), websearch_to_tsquery('simple', $1)) as similarity,
+		       ts_rank_cd(to_tsvector('simple', t.content) || to_tsvector('simple', coalesce(p.name, '')), websearch_to_tsquery('simple', $1)) as similarity,
 		       t.created_at
 		from thoughts t
+		left join projects p on t.project_id = p.guid
 		where ` + strings.Join(conditions, " and ") + `
 		order by similarity desc
 		limit $` + fmt.Sprintf("%d", len(args))

internal/store/tool_annotations.go

@@ -3,6 +3,8 @@ package store
 import (
 	"context"
 	"fmt"
+
+	"git.warky.dev/wdevs/amcs/internal/generatedmodels"
 )
 
 func (db *DB) UpsertToolAnnotation(ctx context.Context, toolName, notes string) error {
@@ -28,11 +30,11 @@ func (db *DB) GetToolAnnotations(ctx context.Context) (map[string]string, error)
 
 	annotations := make(map[string]string)
 	for rows.Next() {
-		var toolName, notes string
-		if err := rows.Scan(&toolName, &notes); err != nil {
+		var model generatedmodels.ModelPublicToolAnnotations
+		if err := rows.Scan(&model.ToolName, &model.Notes); err != nil {
 			return nil, fmt.Errorf("scan tool annotation: %w", err)
 		}
-		annotations[toolName] = notes
+		annotations[model.ToolName.String()] = model.Notes.String()
 	}
 	return annotations, rows.Err()
 }

internal/tools/backfill.go

@@ -18,10 +18,10 @@ import (
 const backfillConcurrency = 4
 
 type BackfillTool struct {
-	store    *store.DB
-	provider ai.Provider
-	sessions *session.ActiveProjects
-	logger   *slog.Logger
+	store      *store.DB
+	embeddings *ai.EmbeddingRunner
+	sessions   *session.ActiveProjects
+	logger     *slog.Logger
 }
 
 type BackfillInput struct {
@@ -47,31 +47,50 @@ type BackfillOutput struct {
 	Failures []BackfillFailure `json:"failures,omitempty"`
 }
 
-func NewBackfillTool(db *store.DB, provider ai.Provider, sessions *session.ActiveProjects, logger *slog.Logger) *BackfillTool {
-	return &BackfillTool{store: db, provider: provider, sessions: sessions, logger: logger}
+func NewBackfillTool(db *store.DB, embeddings *ai.EmbeddingRunner, sessions *session.ActiveProjects, logger *slog.Logger) *BackfillTool {
+	return &BackfillTool{store: db, embeddings: embeddings, sessions: sessions, logger: logger}
 }
 
 // QueueThought queues a single thought for background embedding generation.
 // It is used by capture when the embedding provider is temporarily unavailable.
 func (t *BackfillTool) QueueThought(ctx context.Context, id uuid.UUID, content string) {
 	go func() {
-		vec, err := t.provider.Embed(ctx, content)
+		started := time.Now()
+		t.logger.Info("background embedding started",
+			slog.String("thought_id", id.String()),
+			slog.String("provider", t.embeddings.PrimaryProvider()),
+			slog.String("model", t.embeddings.PrimaryModel()),
+		)
+
+		result, err := t.embeddings.Embed(ctx, content)
 		if err != nil {
-			t.logger.Warn("background embedding retry failed",
+			t.logger.Warn("background embedding error",
 				slog.String("thought_id", id.String()),
+				slog.String("provider", t.embeddings.PrimaryProvider()),
+				slog.String("model", t.embeddings.PrimaryModel()),
+				slog.String("stage", "embed"),
+				slog.Duration("duration", time.Since(started)),
 				slog.String("error", err.Error()),
 			)
 			return
 		}
-		model := t.provider.EmbeddingModel()
-		if err := t.store.UpsertEmbedding(ctx, id, model, vec); err != nil {
-			t.logger.Warn("background embedding upsert failed",
+		if err := t.store.UpsertEmbedding(ctx, id, result.Model, result.Vector); err != nil {
+			t.logger.Warn("background embedding error",
 				slog.String("thought_id", id.String()),
+				slog.String("provider", t.embeddings.PrimaryProvider()),
+				slog.String("model", result.Model),
+				slog.String("stage", "upsert"),
+				slog.Duration("duration", time.Since(started)),
 				slog.String("error", err.Error()),
 			)
 			return
 		}
-		t.logger.Info("background embedding retry succeeded", slog.String("thought_id", id.String()))
+		t.logger.Info("background embedding complete",
+			slog.String("thought_id", id.String()),
+			slog.String("provider", t.embeddings.PrimaryProvider()),
+			slog.String("model", result.Model),
+			slog.Duration("duration", time.Since(started)),
+		)
 	}()
 }
 
@@ -91,15 +110,15 @@ func (t *BackfillTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in
 		projectID = &project.ID
 	}
 
-	model := t.provider.EmbeddingModel()
+	primaryModel := t.embeddings.PrimaryModel()
 
-	thoughts, err := t.store.ListThoughtsMissingEmbedding(ctx, model, limit, projectID, in.IncludeArchived, in.OlderThanDays)
+	thoughts, err := t.store.ListThoughtsMissingEmbedding(ctx, primaryModel, limit, projectID, in.IncludeArchived, in.OlderThanDays)
 	if err != nil {
 		return nil, BackfillOutput{}, err
 	}
 
 	out := BackfillOutput{
-		Model:   model,
+		Model:   primaryModel,
 		Scanned: len(thoughts),
 		DryRun:  in.DryRun,
 	}
@@ -125,7 +144,7 @@ func (t *BackfillTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in
 			defer wg.Done()
 			defer sem.Release(1)
 
-			vec, embedErr := t.provider.Embed(ctx, content)
+			result, embedErr := t.embeddings.Embed(ctx, content)
 			if embedErr != nil {
 				mu.Lock()
 				out.Failures = append(out.Failures, BackfillFailure{ID: id.String(), Error: embedErr.Error()})
@@ -134,7 +153,7 @@ func (t *BackfillTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in
 				return
 			}
 
-			if upsertErr := t.store.UpsertEmbedding(ctx, id, model, vec); upsertErr != nil {
+			if upsertErr := t.store.UpsertEmbedding(ctx, id, result.Model, result.Vector); upsertErr != nil {
 				mu.Lock()
 				out.Failures = append(out.Failures, BackfillFailure{ID: id.String(), Error: upsertErr.Error()})
 				mu.Unlock()
@@ -154,7 +173,7 @@ func (t *BackfillTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in
 	out.Skipped = out.Scanned - out.Embedded - out.Failed
 
 	t.logger.Info("backfill completed",
-		slog.String("model", model),
+		slog.String("model", primaryModel),
 		slog.Int("scanned", out.Scanned),
 		slog.Int("embedded", out.Embedded),
 		slog.Int("failed", out.Failed),

internal/tools/calendar.go

@@ -1,212 +1,212 @@
 package tools
 
-import (
-	"context"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
-	"github.com/modelcontextprotocol/go-sdk/mcp"
+// 	"github.com/google/uuid"
+// 	"github.com/modelcontextprotocol/go-sdk/mcp"
 
-	"git.warky.dev/wdevs/amcs/internal/store"
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/store"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-type CalendarTool struct {
-	store *store.DB
-}
+// type CalendarTool struct {
+// 	store *store.DB
+// }
 
-func NewCalendarTool(db *store.DB) *CalendarTool {
-	return &CalendarTool{store: db}
-}
+// func NewCalendarTool(db *store.DB) *CalendarTool {
+// 	return &CalendarTool{store: db}
+// }
 
-// add_family_member
+// // add_family_member
 
-type AddFamilyMemberInput struct {
-	Name         string     `json:"name" jsonschema:"person's name"`
-	Relationship string     `json:"relationship,omitempty" jsonschema:"e.g. self, spouse, child, parent"`
-	BirthDate    *time.Time `json:"birth_date,omitempty"`
-	Notes        string     `json:"notes,omitempty"`
-}
+// type AddFamilyMemberInput struct {
+// 	Name         string     `json:"name" jsonschema:"person's name"`
+// 	Relationship string     `json:"relationship,omitempty" jsonschema:"e.g. self, spouse, child, parent"`
+// 	BirthDate    *time.Time `json:"birth_date,omitempty"`
+// 	Notes        string     `json:"notes,omitempty"`
+// }
 
-type AddFamilyMemberOutput struct {
-	Member ext.FamilyMember `json:"member"`
-}
+// type AddFamilyMemberOutput struct {
+// 	Member ext.FamilyMember `json:"member"`
+// }
 
-func (t *CalendarTool) AddMember(ctx context.Context, _ *mcp.CallToolRequest, in AddFamilyMemberInput) (*mcp.CallToolResult, AddFamilyMemberOutput, error) {
-	if strings.TrimSpace(in.Name) == "" {
-		return nil, AddFamilyMemberOutput{}, errRequiredField("name")
-	}
-	member, err := t.store.AddFamilyMember(ctx, ext.FamilyMember{
-		Name:         strings.TrimSpace(in.Name),
-		Relationship: strings.TrimSpace(in.Relationship),
-		BirthDate:    in.BirthDate,
-		Notes:        strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, AddFamilyMemberOutput{}, err
-	}
-	return nil, AddFamilyMemberOutput{Member: member}, nil
-}
+// func (t *CalendarTool) AddMember(ctx context.Context, _ *mcp.CallToolRequest, in AddFamilyMemberInput) (*mcp.CallToolResult, AddFamilyMemberOutput, error) {
+// 	if strings.TrimSpace(in.Name) == "" {
+// 		return nil, AddFamilyMemberOutput{}, errRequiredField("name")
+// 	}
+// 	member, err := t.store.AddFamilyMember(ctx, ext.FamilyMember{
+// 		Name:         strings.TrimSpace(in.Name),
+// 		Relationship: strings.TrimSpace(in.Relationship),
+// 		BirthDate:    in.BirthDate,
+// 		Notes:        strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, AddFamilyMemberOutput{}, err
+// 	}
+// 	return nil, AddFamilyMemberOutput{Member: member}, nil
+// }
 
-// list_family_members
+// // list_family_members
 
-type ListFamilyMembersInput struct{}
+// type ListFamilyMembersInput struct{}
 
-type ListFamilyMembersOutput struct {
-	Members []ext.FamilyMember `json:"members"`
-}
+// type ListFamilyMembersOutput struct {
+// 	Members []ext.FamilyMember `json:"members"`
+// }
 
-func (t *CalendarTool) ListMembers(ctx context.Context, _ *mcp.CallToolRequest, _ ListFamilyMembersInput) (*mcp.CallToolResult, ListFamilyMembersOutput, error) {
-	members, err := t.store.ListFamilyMembers(ctx)
-	if err != nil {
-		return nil, ListFamilyMembersOutput{}, err
-	}
-	if members == nil {
-		members = []ext.FamilyMember{}
-	}
-	return nil, ListFamilyMembersOutput{Members: members}, nil
-}
+// func (t *CalendarTool) ListMembers(ctx context.Context, _ *mcp.CallToolRequest, _ ListFamilyMembersInput) (*mcp.CallToolResult, ListFamilyMembersOutput, error) {
+// 	members, err := t.store.ListFamilyMembers(ctx)
+// 	if err != nil {
+// 		return nil, ListFamilyMembersOutput{}, err
+// 	}
+// 	if members == nil {
+// 		members = []ext.FamilyMember{}
+// 	}
+// 	return nil, ListFamilyMembersOutput{Members: members}, nil
+// }
 
-// add_activity
+// // add_activity
 
-type AddActivityInput struct {
-	Title          string     `json:"title" jsonschema:"activity title"`
-	ActivityType   string     `json:"activity_type,omitempty" jsonschema:"e.g. sports, medical, school, social"`
-	FamilyMemberID *uuid.UUID `json:"family_member_id,omitempty" jsonschema:"leave empty for whole-family activities"`
-	DayOfWeek      string     `json:"day_of_week,omitempty" jsonschema:"for recurring: monday, tuesday, etc."`
-	StartTime      string     `json:"start_time,omitempty" jsonschema:"HH:MM format"`
-	EndTime        string     `json:"end_time,omitempty" jsonschema:"HH:MM format"`
-	StartDate      *time.Time `json:"start_date,omitempty"`
-	EndDate        *time.Time `json:"end_date,omitempty" jsonschema:"for recurring activities, when they end"`
-	Location       string     `json:"location,omitempty"`
-	Notes          string     `json:"notes,omitempty"`
-}
+// type AddActivityInput struct {
+// 	Title          string     `json:"title" jsonschema:"activity title"`
+// 	ActivityType   string     `json:"activity_type,omitempty" jsonschema:"e.g. sports, medical, school, social"`
+// 	FamilyMemberID *uuid.UUID `json:"family_member_id,omitempty" jsonschema:"leave empty for whole-family activities"`
+// 	DayOfWeek      string     `json:"day_of_week,omitempty" jsonschema:"for recurring: monday, tuesday, etc."`
+// 	StartTime      string     `json:"start_time,omitempty" jsonschema:"HH:MM format"`
+// 	EndTime        string     `json:"end_time,omitempty" jsonschema:"HH:MM format"`
+// 	StartDate      *time.Time `json:"start_date,omitempty"`
+// 	EndDate        *time.Time `json:"end_date,omitempty" jsonschema:"for recurring activities, when they end"`
+// 	Location       string     `json:"location,omitempty"`
+// 	Notes          string     `json:"notes,omitempty"`
+// }
 
-type AddActivityOutput struct {
-	Activity ext.Activity `json:"activity"`
-}
+// type AddActivityOutput struct {
+// 	Activity ext.Activity `json:"activity"`
+// }
 
-func (t *CalendarTool) AddActivity(ctx context.Context, _ *mcp.CallToolRequest, in AddActivityInput) (*mcp.CallToolResult, AddActivityOutput, error) {
-	if strings.TrimSpace(in.Title) == "" {
-		return nil, AddActivityOutput{}, errRequiredField("title")
-	}
-	activity, err := t.store.AddActivity(ctx, ext.Activity{
-		FamilyMemberID: in.FamilyMemberID,
-		Title:          strings.TrimSpace(in.Title),
-		ActivityType:   strings.TrimSpace(in.ActivityType),
-		DayOfWeek:      strings.ToLower(strings.TrimSpace(in.DayOfWeek)),
-		StartTime:      strings.TrimSpace(in.StartTime),
-		EndTime:        strings.TrimSpace(in.EndTime),
-		StartDate:      in.StartDate,
-		EndDate:        in.EndDate,
-		Location:       strings.TrimSpace(in.Location),
-		Notes:          strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, AddActivityOutput{}, err
-	}
-	return nil, AddActivityOutput{Activity: activity}, nil
-}
+// func (t *CalendarTool) AddActivity(ctx context.Context, _ *mcp.CallToolRequest, in AddActivityInput) (*mcp.CallToolResult, AddActivityOutput, error) {
+// 	if strings.TrimSpace(in.Title) == "" {
+// 		return nil, AddActivityOutput{}, errRequiredField("title")
+// 	}
+// 	activity, err := t.store.AddActivity(ctx, ext.Activity{
+// 		FamilyMemberID: in.FamilyMemberID,
+// 		Title:          strings.TrimSpace(in.Title),
+// 		ActivityType:   strings.TrimSpace(in.ActivityType),
+// 		DayOfWeek:      strings.ToLower(strings.TrimSpace(in.DayOfWeek)),
+// 		StartTime:      strings.TrimSpace(in.StartTime),
+// 		EndTime:        strings.TrimSpace(in.EndTime),
+// 		StartDate:      in.StartDate,
+// 		EndDate:        in.EndDate,
+// 		Location:       strings.TrimSpace(in.Location),
+// 		Notes:          strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, AddActivityOutput{}, err
+// 	}
+// 	return nil, AddActivityOutput{Activity: activity}, nil
+// }
 
-// get_week_schedule
+// // get_week_schedule
 
-type GetWeekScheduleInput struct {
-	WeekStart time.Time `json:"week_start" jsonschema:"start of the week (Monday) to retrieve"`
-}
+// type GetWeekScheduleInput struct {
+// 	WeekStart time.Time `json:"week_start" jsonschema:"start of the week (Monday) to retrieve"`
+// }
 
-type GetWeekScheduleOutput struct {
-	Activities []ext.Activity `json:"activities"`
-}
+// type GetWeekScheduleOutput struct {
+// 	Activities []ext.Activity `json:"activities"`
+// }
 
-func (t *CalendarTool) GetWeekSchedule(ctx context.Context, _ *mcp.CallToolRequest, in GetWeekScheduleInput) (*mcp.CallToolResult, GetWeekScheduleOutput, error) {
-	activities, err := t.store.GetWeekSchedule(ctx, in.WeekStart)
-	if err != nil {
-		return nil, GetWeekScheduleOutput{}, err
-	}
-	if activities == nil {
-		activities = []ext.Activity{}
-	}
-	return nil, GetWeekScheduleOutput{Activities: activities}, nil
-}
+// func (t *CalendarTool) GetWeekSchedule(ctx context.Context, _ *mcp.CallToolRequest, in GetWeekScheduleInput) (*mcp.CallToolResult, GetWeekScheduleOutput, error) {
+// 	activities, err := t.store.GetWeekSchedule(ctx, in.WeekStart)
+// 	if err != nil {
+// 		return nil, GetWeekScheduleOutput{}, err
+// 	}
+// 	if activities == nil {
+// 		activities = []ext.Activity{}
+// 	}
+// 	return nil, GetWeekScheduleOutput{Activities: activities}, nil
+// }
 
-// search_activities
+// // search_activities
 
-type SearchActivitiesInput struct {
-	Query          string     `json:"query,omitempty" jsonschema:"search text matching title or notes"`
-	ActivityType   string     `json:"activity_type,omitempty" jsonschema:"filter by type"`
-	FamilyMemberID *uuid.UUID `json:"family_member_id,omitempty" jsonschema:"filter by family member"`
-}
+// type SearchActivitiesInput struct {
+// 	Query          string     `json:"query,omitempty" jsonschema:"search text matching title or notes"`
+// 	ActivityType   string     `json:"activity_type,omitempty" jsonschema:"filter by type"`
+// 	FamilyMemberID *uuid.UUID `json:"family_member_id,omitempty" jsonschema:"filter by family member"`
+// }
 
-type SearchActivitiesOutput struct {
-	Activities []ext.Activity `json:"activities"`
-}
+// type SearchActivitiesOutput struct {
+// 	Activities []ext.Activity `json:"activities"`
+// }
 
-func (t *CalendarTool) SearchActivities(ctx context.Context, _ *mcp.CallToolRequest, in SearchActivitiesInput) (*mcp.CallToolResult, SearchActivitiesOutput, error) {
-	activities, err := t.store.SearchActivities(ctx, in.Query, in.ActivityType, in.FamilyMemberID)
-	if err != nil {
-		return nil, SearchActivitiesOutput{}, err
-	}
-	if activities == nil {
-		activities = []ext.Activity{}
-	}
-	return nil, SearchActivitiesOutput{Activities: activities}, nil
-}
+// func (t *CalendarTool) SearchActivities(ctx context.Context, _ *mcp.CallToolRequest, in SearchActivitiesInput) (*mcp.CallToolResult, SearchActivitiesOutput, error) {
+// 	activities, err := t.store.SearchActivities(ctx, in.Query, in.ActivityType, in.FamilyMemberID)
+// 	if err != nil {
+// 		return nil, SearchActivitiesOutput{}, err
+// 	}
+// 	if activities == nil {
+// 		activities = []ext.Activity{}
+// 	}
+// 	return nil, SearchActivitiesOutput{Activities: activities}, nil
+// }
 
-// add_important_date
+// // add_important_date
 
-type AddImportantDateInput struct {
-	Title              string     `json:"title" jsonschema:"description of the date"`
-	DateValue          time.Time  `json:"date_value" jsonschema:"the date"`
-	FamilyMemberID     *uuid.UUID `json:"family_member_id,omitempty"`
-	RecurringYearly    bool       `json:"recurring_yearly,omitempty" jsonschema:"if true, reminds every year"`
-	ReminderDaysBefore int        `json:"reminder_days_before,omitempty" jsonschema:"how many days before to remind (default: 7)"`
-	Notes              string     `json:"notes,omitempty"`
-}
+// type AddImportantDateInput struct {
+// 	Title              string     `json:"title" jsonschema:"description of the date"`
+// 	DateValue          time.Time  `json:"date_value" jsonschema:"the date"`
+// 	FamilyMemberID     *uuid.UUID `json:"family_member_id,omitempty"`
+// 	RecurringYearly    bool       `json:"recurring_yearly,omitempty" jsonschema:"if true, reminds every year"`
+// 	ReminderDaysBefore int        `json:"reminder_days_before,omitempty" jsonschema:"how many days before to remind (default: 7)"`
+// 	Notes              string     `json:"notes,omitempty"`
+// }
 
-type AddImportantDateOutput struct {
-	Date ext.ImportantDate `json:"date"`
-}
+// type AddImportantDateOutput struct {
+// 	Date ext.ImportantDate `json:"date"`
+// }
 
-func (t *CalendarTool) AddImportantDate(ctx context.Context, _ *mcp.CallToolRequest, in AddImportantDateInput) (*mcp.CallToolResult, AddImportantDateOutput, error) {
-	if strings.TrimSpace(in.Title) == "" {
-		return nil, AddImportantDateOutput{}, errRequiredField("title")
-	}
-	reminder := in.ReminderDaysBefore
-	if reminder <= 0 {
-		reminder = 7
-	}
-	d, err := t.store.AddImportantDate(ctx, ext.ImportantDate{
-		FamilyMemberID:     in.FamilyMemberID,
-		Title:              strings.TrimSpace(in.Title),
-		DateValue:          in.DateValue,
-		RecurringYearly:    in.RecurringYearly,
-		ReminderDaysBefore: reminder,
-		Notes:              strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, AddImportantDateOutput{}, err
-	}
-	return nil, AddImportantDateOutput{Date: d}, nil
-}
+// func (t *CalendarTool) AddImportantDate(ctx context.Context, _ *mcp.CallToolRequest, in AddImportantDateInput) (*mcp.CallToolResult, AddImportantDateOutput, error) {
+// 	if strings.TrimSpace(in.Title) == "" {
+// 		return nil, AddImportantDateOutput{}, errRequiredField("title")
+// 	}
+// 	reminder := in.ReminderDaysBefore
+// 	if reminder <= 0 {
+// 		reminder = 7
+// 	}
+// 	d, err := t.store.AddImportantDate(ctx, ext.ImportantDate{
+// 		FamilyMemberID:     in.FamilyMemberID,
+// 		Title:              strings.TrimSpace(in.Title),
+// 		DateValue:          in.DateValue,
+// 		RecurringYearly:    in.RecurringYearly,
+// 		ReminderDaysBefore: reminder,
+// 		Notes:              strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, AddImportantDateOutput{}, err
+// 	}
+// 	return nil, AddImportantDateOutput{Date: d}, nil
+// }
 
-// get_upcoming_dates
+// // get_upcoming_dates
 
-type GetUpcomingDatesInput struct {
-	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"how many days to look ahead (default: 30)"`
-}
+// type GetUpcomingDatesInput struct {
+// 	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"how many days to look ahead (default: 30)"`
+// }
 
-type GetUpcomingDatesOutput struct {
-	Dates []ext.ImportantDate `json:"dates"`
-}
+// type GetUpcomingDatesOutput struct {
+// 	Dates []ext.ImportantDate `json:"dates"`
+// }
 
-func (t *CalendarTool) GetUpcomingDates(ctx context.Context, _ *mcp.CallToolRequest, in GetUpcomingDatesInput) (*mcp.CallToolResult, GetUpcomingDatesOutput, error) {
-	dates, err := t.store.GetUpcomingDates(ctx, in.DaysAhead)
-	if err != nil {
-		return nil, GetUpcomingDatesOutput{}, err
-	}
-	if dates == nil {
-		dates = []ext.ImportantDate{}
-	}
-	return nil, GetUpcomingDatesOutput{Dates: dates}, nil
-}
+// func (t *CalendarTool) GetUpcomingDates(ctx context.Context, _ *mcp.CallToolRequest, in GetUpcomingDatesInput) (*mcp.CallToolResult, GetUpcomingDatesOutput, error) {
+// 	dates, err := t.store.GetUpcomingDates(ctx, in.DaysAhead)
+// 	if err != nil {
+// 		return nil, GetUpcomingDatesOutput{}, err
+// 	}
+// 	if dates == nil {
+// 		dates = []ext.ImportantDate{}
+// 	}
+// 	return nil, GetUpcomingDatesOutput{Dates: dates}, nil
+// }

internal/tools/capture.go

@@ -2,9 +2,7 @@ package tools
 
 import (
 	"context"
-	"log/slog"
 	"strings"
-	"time"
 
 	"github.com/google/uuid"
 	"github.com/modelcontextprotocol/go-sdk/mcp"
@@ -22,15 +20,19 @@ type EmbeddingQueuer interface {
 	QueueThought(ctx context.Context, id uuid.UUID, content string)
 }
 
+// MetadataQueuer queues a thought for background metadata retry. Both
+// MetadataRetryer and EnrichmentRetryer satisfy this.
+type MetadataQueuer interface {
+	QueueThought(id uuid.UUID)
+}
+
 type CaptureTool struct {
-	store           *store.DB
-	provider        ai.Provider
-	capture         config.CaptureConfig
-	sessions        *session.ActiveProjects
-	metadataTimeout time.Duration
-	retryer         *MetadataRetryer
-	embedRetryer    EmbeddingQueuer
-	log             *slog.Logger
+	store        *store.DB
+	embeddings   *ai.EmbeddingRunner
+	capture      config.CaptureConfig
+	sessions     *session.ActiveProjects
+	retryer      MetadataQueuer
+	embedRetryer EmbeddingQueuer
 }
 
 type CaptureInput struct {
@@ -42,8 +44,8 @@ type CaptureOutput struct {
 	Thought thoughttypes.Thought `json:"thought"`
 }
 
-func NewCaptureTool(db *store.DB, provider ai.Provider, capture config.CaptureConfig, metadataTimeout time.Duration, sessions *session.ActiveProjects, retryer *MetadataRetryer, embedRetryer EmbeddingQueuer, log *slog.Logger) *CaptureTool {
-	return &CaptureTool{store: db, provider: provider, capture: capture, sessions: sessions, metadataTimeout: metadataTimeout, retryer: retryer, embedRetryer: embedRetryer, log: log}
+func NewCaptureTool(db *store.DB, embeddings *ai.EmbeddingRunner, capture config.CaptureConfig, sessions *session.ActiveProjects, retryer MetadataQueuer, embedRetryer EmbeddingQueuer) *CaptureTool {
+	return &CaptureTool{store: db, embeddings: embeddings, capture: capture, sessions: sessions, retryer: retryer, embedRetryer: embedRetryer}
 }
 
 func (t *CaptureTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in CaptureInput) (*mcp.CallToolResult, CaptureOutput, error) {
@@ -58,6 +60,7 @@ func (t *CaptureTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in C
 	}
 
 	rawMetadata := metadata.Fallback(t.capture)
+	rawMetadata.MetadataStatus = metadata.MetadataStatusPending
 	thought := thoughttypes.Thought{
 		Content:  content,
 		Metadata: rawMetadata,
@@ -66,7 +69,7 @@ func (t *CaptureTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in C
 		thought.ProjectID = &project.ID
 	}
 
-	created, err := t.store.InsertThought(ctx, thought, t.provider.EmbeddingModel())
+	created, err := t.store.InsertThought(ctx, thought, t.embeddings.PrimaryModel())
 	if err != nil {
 		return nil, CaptureOutput{}, err
 	}
@@ -74,56 +77,12 @@ func (t *CaptureTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in C
 		_ = t.store.TouchProject(ctx, project.ID)
 	}
 
-	if t.retryer != nil || t.embedRetryer != nil {
-		t.launchEnrichment(created.ID, content)
+	if t.retryer != nil {
+		t.retryer.QueueThought(created.ID)
+	}
+	if t.embedRetryer != nil {
+		t.embedRetryer.QueueThought(ctx, created.ID, content)
 	}
 
 	return nil, CaptureOutput{Thought: created}, nil
 }
-
-func (t *CaptureTool) launchEnrichment(id uuid.UUID, content string) {
-	go func() {
-		ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
-		defer cancel()
-
-		if t.retryer != nil {
-			attemptedAt := time.Now().UTC()
-			rawMetadata := metadata.Fallback(t.capture)
-			extracted, err := t.provider.ExtractMetadata(ctx, content)
-			if err != nil {
-				failed := metadata.MarkMetadataFailed(rawMetadata, t.capture, attemptedAt, err)
-				if _, updateErr := t.store.UpdateThoughtMetadata(ctx, id, failed); updateErr != nil {
-					t.log.Warn("deferred metadata failure could not be persisted",
-						slog.String("thought_id", id.String()),
-						slog.String("error", updateErr.Error()),
-					)
-				}
-				t.log.Warn("deferred metadata extraction failed",
-					slog.String("thought_id", id.String()),
-					slog.String("provider", t.provider.Name()),
-					slog.String("error", err.Error()),
-				)
-				t.retryer.QueueThought(id)
-			} else {
-				completed := metadata.MarkMetadataComplete(extracted, t.capture, attemptedAt)
-				if _, updateErr := t.store.UpdateThoughtMetadata(ctx, id, completed); updateErr != nil {
-					t.log.Warn("deferred metadata completion could not be persisted",
-						slog.String("thought_id", id.String()),
-						slog.String("error", updateErr.Error()),
-					)
-				}
-			}
-		}
-
-		if t.embedRetryer != nil {
-			if _, err := t.provider.Embed(ctx, content); err != nil {
-				t.log.Warn("deferred embedding failed",
-					slog.String("thought_id", id.String()),
-					slog.String("provider", t.provider.Name()),
-					slog.String("error", err.Error()),
-				)
-			}
-			t.embedRetryer.QueueThought(ctx, id, content)
-		}
-	}()
-}

internal/tools/context.go

@@ -15,10 +15,10 @@ import (
 )
 
 type ContextTool struct {
-	store    *store.DB
-	provider ai.Provider
-	search   config.SearchConfig
-	sessions *session.ActiveProjects
+	store      *store.DB
+	embeddings *ai.EmbeddingRunner
+	search     config.SearchConfig
+	sessions   *session.ActiveProjects
 }
 
 type ProjectContextInput struct {
@@ -41,8 +41,8 @@ type ProjectContextOutput struct {
 	Items   []ContextItem        `json:"items"`
 }
 
-func NewContextTool(db *store.DB, provider ai.Provider, search config.SearchConfig, sessions *session.ActiveProjects) *ContextTool {
-	return &ContextTool{store: db, provider: provider, search: search, sessions: sessions}
+func NewContextTool(db *store.DB, embeddings *ai.EmbeddingRunner, search config.SearchConfig, sessions *session.ActiveProjects) *ContextTool {
+	return &ContextTool{store: db, embeddings: embeddings, search: search, sessions: sessions}
 }
 
 func (t *ContextTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in ProjectContextInput) (*mcp.CallToolResult, ProjectContextOutput, error) {
@@ -72,7 +72,7 @@ func (t *ContextTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in P
 
 	query := strings.TrimSpace(in.Query)
 	if query != "" {
-		semantic, err := semanticSearch(ctx, t.store, t.provider, t.search, query, limit, t.search.DefaultThreshold, &project.ID, nil)
+		semantic, err := semanticSearch(ctx, t.store, t.embeddings, t.search, query, limit, t.search.DefaultThreshold, &project.ID, nil)
 		if err != nil {
 			return nil, ProjectContextOutput{}, err
 		}

internal/tools/crm.go

@@ -1,240 +1,240 @@
 package tools
 
-import (
-	"context"
-	"errors"
-	"fmt"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"errors"
+// 	"fmt"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
-	"github.com/jackc/pgx/v5"
-	"github.com/modelcontextprotocol/go-sdk/mcp"
+// 	"github.com/google/uuid"
+// 	"github.com/jackc/pgx/v5"
+// 	"github.com/modelcontextprotocol/go-sdk/mcp"
 
-	"git.warky.dev/wdevs/amcs/internal/store"
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/store"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-type CRMTool struct {
-	store *store.DB
-}
+// type CRMTool struct {
+// 	store *store.DB
+// }
 
-func NewCRMTool(db *store.DB) *CRMTool {
-	return &CRMTool{store: db}
-}
+// func NewCRMTool(db *store.DB) *CRMTool {
+// 	return &CRMTool{store: db}
+// }
 
-// add_professional_contact
+// // add_professional_contact
 
-type AddContactInput struct {
-	Name         string     `json:"name" jsonschema:"contact's full name"`
-	Company      string     `json:"company,omitempty"`
-	Title        string     `json:"title,omitempty" jsonschema:"job title"`
-	Email        string     `json:"email,omitempty"`
-	Phone        string     `json:"phone,omitempty"`
-	LinkedInURL  string     `json:"linkedin_url,omitempty"`
-	HowWeMet     string     `json:"how_we_met,omitempty"`
-	Tags         []string   `json:"tags,omitempty"`
-	Notes        string     `json:"notes,omitempty"`
-	FollowUpDate *time.Time `json:"follow_up_date,omitempty"`
-}
+// type AddContactInput struct {
+// 	Name         string     `json:"name" jsonschema:"contact's full name"`
+// 	Company      string     `json:"company,omitempty"`
+// 	Title        string     `json:"title,omitempty" jsonschema:"job title"`
+// 	Email        string     `json:"email,omitempty"`
+// 	Phone        string     `json:"phone,omitempty"`
+// 	LinkedInURL  string     `json:"linkedin_url,omitempty"`
+// 	HowWeMet     string     `json:"how_we_met,omitempty"`
+// 	Tags         []string   `json:"tags,omitempty"`
+// 	Notes        string     `json:"notes,omitempty"`
+// 	FollowUpDate *time.Time `json:"follow_up_date,omitempty"`
+// }
 
-type AddContactOutput struct {
-	Contact ext.ProfessionalContact `json:"contact"`
-}
+// type AddContactOutput struct {
+// 	Contact ext.ProfessionalContact `json:"contact"`
+// }
 
-func (t *CRMTool) AddContact(ctx context.Context, _ *mcp.CallToolRequest, in AddContactInput) (*mcp.CallToolResult, AddContactOutput, error) {
-	if strings.TrimSpace(in.Name) == "" {
-		return nil, AddContactOutput{}, errRequiredField("name")
-	}
-	if in.Tags == nil {
-		in.Tags = []string{}
-	}
-	contact, err := t.store.AddProfessionalContact(ctx, ext.ProfessionalContact{
-		Name:         strings.TrimSpace(in.Name),
-		Company:      strings.TrimSpace(in.Company),
-		Title:        strings.TrimSpace(in.Title),
-		Email:        strings.TrimSpace(in.Email),
-		Phone:        strings.TrimSpace(in.Phone),
-		LinkedInURL:  strings.TrimSpace(in.LinkedInURL),
-		HowWeMet:     strings.TrimSpace(in.HowWeMet),
-		Tags:         in.Tags,
-		Notes:        strings.TrimSpace(in.Notes),
-		FollowUpDate: in.FollowUpDate,
-	})
-	if err != nil {
-		return nil, AddContactOutput{}, err
-	}
-	return nil, AddContactOutput{Contact: contact}, nil
-}
+// func (t *CRMTool) AddContact(ctx context.Context, _ *mcp.CallToolRequest, in AddContactInput) (*mcp.CallToolResult, AddContactOutput, error) {
+// 	if strings.TrimSpace(in.Name) == "" {
+// 		return nil, AddContactOutput{}, errRequiredField("name")
+// 	}
+// 	if in.Tags == nil {
+// 		in.Tags = []string{}
+// 	}
+// 	contact, err := t.store.AddProfessionalContact(ctx, ext.ProfessionalContact{
+// 		Name:         strings.TrimSpace(in.Name),
+// 		Company:      strings.TrimSpace(in.Company),
+// 		Title:        strings.TrimSpace(in.Title),
+// 		Email:        strings.TrimSpace(in.Email),
+// 		Phone:        strings.TrimSpace(in.Phone),
+// 		LinkedInURL:  strings.TrimSpace(in.LinkedInURL),
+// 		HowWeMet:     strings.TrimSpace(in.HowWeMet),
+// 		Tags:         in.Tags,
+// 		Notes:        strings.TrimSpace(in.Notes),
+// 		FollowUpDate: in.FollowUpDate,
+// 	})
+// 	if err != nil {
+// 		return nil, AddContactOutput{}, err
+// 	}
+// 	return nil, AddContactOutput{Contact: contact}, nil
+// }
 
-// search_contacts
+// // search_contacts
 
-type SearchContactsInput struct {
-	Query string   `json:"query,omitempty" jsonschema:"search text matching name, company, title, or notes"`
-	Tags  []string `json:"tags,omitempty" jsonschema:"filter by tags (all must match)"`
-}
+// type SearchContactsInput struct {
+// 	Query string   `json:"query,omitempty" jsonschema:"search text matching name, company, title, or notes"`
+// 	Tags  []string `json:"tags,omitempty" jsonschema:"filter by tags (all must match)"`
+// }
 
-type SearchContactsOutput struct {
-	Contacts []ext.ProfessionalContact `json:"contacts"`
-}
+// type SearchContactsOutput struct {
+// 	Contacts []ext.ProfessionalContact `json:"contacts"`
+// }
 
-func (t *CRMTool) SearchContacts(ctx context.Context, _ *mcp.CallToolRequest, in SearchContactsInput) (*mcp.CallToolResult, SearchContactsOutput, error) {
-	contacts, err := t.store.SearchContacts(ctx, in.Query, in.Tags)
-	if err != nil {
-		return nil, SearchContactsOutput{}, err
-	}
-	if contacts == nil {
-		contacts = []ext.ProfessionalContact{}
-	}
-	return nil, SearchContactsOutput{Contacts: contacts}, nil
-}
+// func (t *CRMTool) SearchContacts(ctx context.Context, _ *mcp.CallToolRequest, in SearchContactsInput) (*mcp.CallToolResult, SearchContactsOutput, error) {
+// 	contacts, err := t.store.SearchContacts(ctx, in.Query, in.Tags)
+// 	if err != nil {
+// 		return nil, SearchContactsOutput{}, err
+// 	}
+// 	if contacts == nil {
+// 		contacts = []ext.ProfessionalContact{}
+// 	}
+// 	return nil, SearchContactsOutput{Contacts: contacts}, nil
+// }
 
-// log_interaction
+// // log_interaction
 
-type LogInteractionInput struct {
-	ContactID       uuid.UUID  `json:"contact_id" jsonschema:"id of the contact"`
-	InteractionType string     `json:"interaction_type" jsonschema:"one of: meeting, email, call, coffee, event, linkedin, other"`
-	OccurredAt      *time.Time `json:"occurred_at,omitempty" jsonschema:"when it happened (defaults to now)"`
-	Summary         string     `json:"summary" jsonschema:"summary of the interaction"`
-	FollowUpNeeded  bool       `json:"follow_up_needed,omitempty"`
-	FollowUpNotes   string     `json:"follow_up_notes,omitempty"`
-}
+// type LogInteractionInput struct {
+// 	ContactID       uuid.UUID  `json:"contact_id" jsonschema:"id of the contact"`
+// 	InteractionType string     `json:"interaction_type" jsonschema:"one of: meeting, email, call, coffee, event, linkedin, other"`
+// 	OccurredAt      *time.Time `json:"occurred_at,omitempty" jsonschema:"when it happened (defaults to now)"`
+// 	Summary         string     `json:"summary" jsonschema:"summary of the interaction"`
+// 	FollowUpNeeded  bool       `json:"follow_up_needed,omitempty"`
+// 	FollowUpNotes   string     `json:"follow_up_notes,omitempty"`
+// }
 
-type LogInteractionOutput struct {
-	Interaction ext.ContactInteraction `json:"interaction"`
-}
+// type LogInteractionOutput struct {
+// 	Interaction ext.ContactInteraction `json:"interaction"`
+// }
 
-func (t *CRMTool) LogInteraction(ctx context.Context, _ *mcp.CallToolRequest, in LogInteractionInput) (*mcp.CallToolResult, LogInteractionOutput, error) {
-	if strings.TrimSpace(in.Summary) == "" {
-		return nil, LogInteractionOutput{}, errRequiredField("summary")
-	}
-	occurredAt := time.Now()
-	if in.OccurredAt != nil {
-		occurredAt = *in.OccurredAt
-	}
-	interaction, err := t.store.LogInteraction(ctx, ext.ContactInteraction{
-		ContactID:       in.ContactID,
-		InteractionType: in.InteractionType,
-		OccurredAt:      occurredAt,
-		Summary:         strings.TrimSpace(in.Summary),
-		FollowUpNeeded:  in.FollowUpNeeded,
-		FollowUpNotes:   strings.TrimSpace(in.FollowUpNotes),
-	})
-	if err != nil {
-		return nil, LogInteractionOutput{}, err
-	}
-	return nil, LogInteractionOutput{Interaction: interaction}, nil
-}
+// func (t *CRMTool) LogInteraction(ctx context.Context, _ *mcp.CallToolRequest, in LogInteractionInput) (*mcp.CallToolResult, LogInteractionOutput, error) {
+// 	if strings.TrimSpace(in.Summary) == "" {
+// 		return nil, LogInteractionOutput{}, errRequiredField("summary")
+// 	}
+// 	occurredAt := time.Now()
+// 	if in.OccurredAt != nil {
+// 		occurredAt = *in.OccurredAt
+// 	}
+// 	interaction, err := t.store.LogInteraction(ctx, ext.ContactInteraction{
+// 		ContactID:       in.ContactID,
+// 		InteractionType: in.InteractionType,
+// 		OccurredAt:      occurredAt,
+// 		Summary:         strings.TrimSpace(in.Summary),
+// 		FollowUpNeeded:  in.FollowUpNeeded,
+// 		FollowUpNotes:   strings.TrimSpace(in.FollowUpNotes),
+// 	})
+// 	if err != nil {
+// 		return nil, LogInteractionOutput{}, err
+// 	}
+// 	return nil, LogInteractionOutput{Interaction: interaction}, nil
+// }
 
-// get_contact_history
+// // get_contact_history
 
-type GetContactHistoryInput struct {
-	ContactID uuid.UUID `json:"contact_id" jsonschema:"id of the contact"`
-}
+// type GetContactHistoryInput struct {
+// 	ContactID uuid.UUID `json:"contact_id" jsonschema:"id of the contact"`
+// }
 
-type GetContactHistoryOutput struct {
-	History ext.ContactHistory `json:"history"`
-}
+// type GetContactHistoryOutput struct {
+// 	History ext.ContactHistory `json:"history"`
+// }
 
-func (t *CRMTool) GetHistory(ctx context.Context, _ *mcp.CallToolRequest, in GetContactHistoryInput) (*mcp.CallToolResult, GetContactHistoryOutput, error) {
-	history, err := t.store.GetContactHistory(ctx, in.ContactID)
-	if err != nil {
-		return nil, GetContactHistoryOutput{}, err
-	}
-	return nil, GetContactHistoryOutput{History: history}, nil
-}
+// func (t *CRMTool) GetHistory(ctx context.Context, _ *mcp.CallToolRequest, in GetContactHistoryInput) (*mcp.CallToolResult, GetContactHistoryOutput, error) {
+// 	history, err := t.store.GetContactHistory(ctx, in.ContactID)
+// 	if err != nil {
+// 		return nil, GetContactHistoryOutput{}, err
+// 	}
+// 	return nil, GetContactHistoryOutput{History: history}, nil
+// }
 
-// create_opportunity
+// // create_opportunity
 
-type CreateOpportunityInput struct {
-	ContactID         *uuid.UUID `json:"contact_id,omitempty"`
-	Title             string     `json:"title" jsonschema:"opportunity title"`
-	Description       string     `json:"description,omitempty"`
-	Stage             string     `json:"stage,omitempty" jsonschema:"one of: identified, in_conversation, proposal, negotiation, won, lost (default: identified)"`
-	Value             *float64   `json:"value,omitempty" jsonschema:"monetary value"`
-	ExpectedCloseDate *time.Time `json:"expected_close_date,omitempty"`
-	Notes             string     `json:"notes,omitempty"`
-}
+// type CreateOpportunityInput struct {
+// 	ContactID         *uuid.UUID `json:"contact_id,omitempty"`
+// 	Title             string     `json:"title" jsonschema:"opportunity title"`
+// 	Description       string     `json:"description,omitempty"`
+// 	Stage             string     `json:"stage,omitempty" jsonschema:"one of: identified, in_conversation, proposal, negotiation, won, lost (default: identified)"`
+// 	Value             *float64   `json:"value,omitempty" jsonschema:"monetary value"`
+// 	ExpectedCloseDate *time.Time `json:"expected_close_date,omitempty"`
+// 	Notes             string     `json:"notes,omitempty"`
+// }
 
-type CreateOpportunityOutput struct {
-	Opportunity ext.Opportunity `json:"opportunity"`
-}
+// type CreateOpportunityOutput struct {
+// 	Opportunity ext.Opportunity `json:"opportunity"`
+// }
 
-func (t *CRMTool) CreateOpportunity(ctx context.Context, _ *mcp.CallToolRequest, in CreateOpportunityInput) (*mcp.CallToolResult, CreateOpportunityOutput, error) {
-	if strings.TrimSpace(in.Title) == "" {
-		return nil, CreateOpportunityOutput{}, errRequiredField("title")
-	}
-	stage := strings.TrimSpace(in.Stage)
-	if stage == "" {
-		stage = "identified"
-	}
-	opp, err := t.store.CreateOpportunity(ctx, ext.Opportunity{
-		ContactID:         in.ContactID,
-		Title:             strings.TrimSpace(in.Title),
-		Description:       strings.TrimSpace(in.Description),
-		Stage:             stage,
-		Value:             in.Value,
-		ExpectedCloseDate: in.ExpectedCloseDate,
-		Notes:             strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, CreateOpportunityOutput{}, err
-	}
-	return nil, CreateOpportunityOutput{Opportunity: opp}, nil
-}
+// func (t *CRMTool) CreateOpportunity(ctx context.Context, _ *mcp.CallToolRequest, in CreateOpportunityInput) (*mcp.CallToolResult, CreateOpportunityOutput, error) {
+// 	if strings.TrimSpace(in.Title) == "" {
+// 		return nil, CreateOpportunityOutput{}, errRequiredField("title")
+// 	}
+// 	stage := strings.TrimSpace(in.Stage)
+// 	if stage == "" {
+// 		stage = "identified"
+// 	}
+// 	opp, err := t.store.CreateOpportunity(ctx, ext.Opportunity{
+// 		ContactID:         in.ContactID,
+// 		Title:             strings.TrimSpace(in.Title),
+// 		Description:       strings.TrimSpace(in.Description),
+// 		Stage:             stage,
+// 		Value:             in.Value,
+// 		ExpectedCloseDate: in.ExpectedCloseDate,
+// 		Notes:             strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, CreateOpportunityOutput{}, err
+// 	}
+// 	return nil, CreateOpportunityOutput{Opportunity: opp}, nil
+// }
 
-// get_follow_ups_due
+// // get_follow_ups_due
 
-type GetFollowUpsDueInput struct {
-	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"look ahead window in days (default: 7)"`
-}
+// type GetFollowUpsDueInput struct {
+// 	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"look ahead window in days (default: 7)"`
+// }
 
-type GetFollowUpsDueOutput struct {
-	Contacts []ext.ProfessionalContact `json:"contacts"`
-}
+// type GetFollowUpsDueOutput struct {
+// 	Contacts []ext.ProfessionalContact `json:"contacts"`
+// }
 
-func (t *CRMTool) GetFollowUpsDue(ctx context.Context, _ *mcp.CallToolRequest, in GetFollowUpsDueInput) (*mcp.CallToolResult, GetFollowUpsDueOutput, error) {
-	contacts, err := t.store.GetFollowUpsDue(ctx, in.DaysAhead)
-	if err != nil {
-		return nil, GetFollowUpsDueOutput{}, err
-	}
-	if contacts == nil {
-		contacts = []ext.ProfessionalContact{}
-	}
-	return nil, GetFollowUpsDueOutput{Contacts: contacts}, nil
-}
+// func (t *CRMTool) GetFollowUpsDue(ctx context.Context, _ *mcp.CallToolRequest, in GetFollowUpsDueInput) (*mcp.CallToolResult, GetFollowUpsDueOutput, error) {
+// 	contacts, err := t.store.GetFollowUpsDue(ctx, in.DaysAhead)
+// 	if err != nil {
+// 		return nil, GetFollowUpsDueOutput{}, err
+// 	}
+// 	if contacts == nil {
+// 		contacts = []ext.ProfessionalContact{}
+// 	}
+// 	return nil, GetFollowUpsDueOutput{Contacts: contacts}, nil
+// }
 
-// link_thought_to_contact
+// // link_thought_to_contact
 
-type LinkThoughtToContactInput struct {
-	ContactID uuid.UUID `json:"contact_id" jsonschema:"id of the contact"`
-	ThoughtID uuid.UUID `json:"thought_id" jsonschema:"id of the thought to link"`
-}
+// type LinkThoughtToContactInput struct {
+// 	ContactID uuid.UUID `json:"contact_id" jsonschema:"id of the contact"`
+// 	ThoughtID uuid.UUID `json:"thought_id" jsonschema:"id of the thought to link"`
+// }
 
-type LinkThoughtToContactOutput struct {
-	Contact ext.ProfessionalContact `json:"contact"`
-}
+// type LinkThoughtToContactOutput struct {
+// 	Contact ext.ProfessionalContact `json:"contact"`
+// }
 
-func (t *CRMTool) LinkThought(ctx context.Context, _ *mcp.CallToolRequest, in LinkThoughtToContactInput) (*mcp.CallToolResult, LinkThoughtToContactOutput, error) {
-	thought, err := t.store.GetThought(ctx, in.ThoughtID)
-	if err != nil {
-		if errors.Is(err, pgx.ErrNoRows) {
-			return nil, LinkThoughtToContactOutput{}, errEntityNotFound("thought", "thought_id", in.ThoughtID.String())
-		}
-		return nil, LinkThoughtToContactOutput{}, err
-	}
+// func (t *CRMTool) LinkThought(ctx context.Context, _ *mcp.CallToolRequest, in LinkThoughtToContactInput) (*mcp.CallToolResult, LinkThoughtToContactOutput, error) {
+// 	thought, err := t.store.GetThought(ctx, in.ThoughtID)
+// 	if err != nil {
+// 		if errors.Is(err, pgx.ErrNoRows) {
+// 			return nil, LinkThoughtToContactOutput{}, errEntityNotFound("thought", "thought_id", in.ThoughtID.String())
+// 		}
+// 		return nil, LinkThoughtToContactOutput{}, err
+// 	}
 
-	appendText := fmt.Sprintf("\n\n[Linked thought %s]: %s", thought.ID, thought.Content)
-	if err := t.store.AppendThoughtToContactNotes(ctx, in.ContactID, appendText); err != nil {
-		return nil, LinkThoughtToContactOutput{}, err
-	}
+// 	appendText := fmt.Sprintf("\n\n[Linked thought %s]: %s", thought.ID, thought.Content)
+// 	if err := t.store.AppendThoughtToContactNotes(ctx, in.ContactID, appendText); err != nil {
+// 		return nil, LinkThoughtToContactOutput{}, err
+// 	}
 
-	contact, err := t.store.GetContact(ctx, in.ContactID)
-	if err != nil {
-		if errors.Is(err, pgx.ErrNoRows) {
-			return nil, LinkThoughtToContactOutput{}, errEntityNotFound("contact", "contact_id", in.ContactID.String())
-		}
-		return nil, LinkThoughtToContactOutput{}, err
-	}
-	return nil, LinkThoughtToContactOutput{Contact: contact}, nil
-}
+// 	contact, err := t.store.GetContact(ctx, in.ContactID)
+// 	if err != nil {
+// 		if errors.Is(err, pgx.ErrNoRows) {
+// 			return nil, LinkThoughtToContactOutput{}, errEntityNotFound("contact", "contact_id", in.ContactID.String())
+// 		}
+// 		return nil, LinkThoughtToContactOutput{}, err
+// 	}
+// 	return nil, LinkThoughtToContactOutput{Contact: contact}, nil
+// }

internal/tools/enrichment_retry.go

@@ -32,7 +32,7 @@ var enrichmentRetryBackoff = []time.Duration{
 type EnrichmentRetryer struct {
 	backgroundCtx   context.Context
 	store           *store.DB
-	provider        ai.Provider
+	metadata        *ai.MetadataRunner
 	capture         config.CaptureConfig
 	sessions        *session.ActiveProjects
 	metadataTimeout time.Duration
@@ -66,14 +66,14 @@ type RetryEnrichmentOutput struct {
 	Failures []RetryEnrichmentFailure `json:"failures,omitempty"`
 }
 
-func NewEnrichmentRetryer(backgroundCtx context.Context, db *store.DB, provider ai.Provider, capture config.CaptureConfig, metadataTimeout time.Duration, sessions *session.ActiveProjects, logger *slog.Logger) *EnrichmentRetryer {
+func NewEnrichmentRetryer(backgroundCtx context.Context, db *store.DB, metadataRunner *ai.MetadataRunner, capture config.CaptureConfig, metadataTimeout time.Duration, sessions *session.ActiveProjects, logger *slog.Logger) *EnrichmentRetryer {
 	if backgroundCtx == nil {
 		backgroundCtx = context.Background()
 	}
 	return &EnrichmentRetryer{
 		backgroundCtx:   backgroundCtx,
 		store:           db,
-		provider:        provider,
+		metadata:        metadataRunner,
 		capture:         capture,
 		sessions:        sessions,
 		metadataTimeout: metadataTimeout,
@@ -91,12 +91,30 @@ func (t *RetryEnrichmentTool) Handle(ctx context.Context, req *mcp.CallToolReque
 
 func (r *EnrichmentRetryer) QueueThought(id uuid.UUID) {
 	go func() {
-		if _, err := r.retryOne(r.backgroundCtx, id); err != nil {
-			r.logger.Warn("background metadata retry failed",
+		started := time.Now()
+		r.logger.Info("background metadata started",
+			slog.String("thought_id", id.String()),
+			slog.String("provider", r.metadata.PrimaryProvider()),
+			slog.String("model", r.metadata.PrimaryModel()),
+		)
+		updated, err := r.retryOne(r.backgroundCtx, id)
+		if err != nil {
+			r.logger.Warn("background metadata error",
 				slog.String("thought_id", id.String()),
+				slog.String("provider", r.metadata.PrimaryProvider()),
+				slog.String("model", r.metadata.PrimaryModel()),
+				slog.Duration("duration", time.Since(started)),
 				slog.String("error", err.Error()),
 			)
+			return
 		}
+		r.logger.Info("background metadata complete",
+			slog.String("thought_id", id.String()),
+			slog.String("provider", r.metadata.PrimaryProvider()),
+			slog.String("model", r.metadata.PrimaryModel()),
+			slog.Bool("updated", updated),
+			slog.Duration("duration", time.Since(started)),
+		)
 	}()
 }
 
@@ -190,7 +208,7 @@ func (r *EnrichmentRetryer) retryOne(ctx context.Context, id uuid.UUID) (bool, e
 	}
 
 	attemptedAt := time.Now().UTC()
-	extracted, extractErr := r.provider.ExtractMetadata(attemptCtx, thought.Content)
+	extracted, extractErr := r.metadata.ExtractMetadata(attemptCtx, thought.Content)
 	if extractErr != nil {
 		failedMetadata := metadata.MarkMetadataFailed(thought.Metadata, r.capture, attemptedAt, extractErr)
 		if _, updateErr := r.store.UpdateThoughtMetadata(ctx, thought.ID, failedMetadata); updateErr != nil {

internal/tools/household.go

@@ -1,151 +1,151 @@
 package tools
 
-import (
-	"context"
-	"strings"
+// import (
+// 	"context"
+// 	"strings"
 
-	"github.com/google/uuid"
-	"github.com/modelcontextprotocol/go-sdk/mcp"
+// 	"github.com/google/uuid"
+// 	"github.com/modelcontextprotocol/go-sdk/mcp"
 
-	"git.warky.dev/wdevs/amcs/internal/store"
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/store"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-type HouseholdTool struct {
-	store *store.DB
-}
+// type HouseholdTool struct {
+// 	store *store.DB
+// }
 
-func NewHouseholdTool(db *store.DB) *HouseholdTool {
-	return &HouseholdTool{store: db}
-}
+// func NewHouseholdTool(db *store.DB) *HouseholdTool {
+// 	return &HouseholdTool{store: db}
+// }
 
-// add_household_item
+// // add_household_item
 
-type AddHouseholdItemInput struct {
-	Name     string         `json:"name" jsonschema:"name of the item"`
-	Category string         `json:"category,omitempty" jsonschema:"category (e.g. paint, appliance, measurement, document)"`
-	Location string         `json:"location,omitempty" jsonschema:"where in the home this item is"`
-	Details  map[string]any `json:"details,omitempty" jsonschema:"flexible metadata (model numbers, colors, specs, etc.)"`
-	Notes    string         `json:"notes,omitempty"`
-}
+// type AddHouseholdItemInput struct {
+// 	Name     string         `json:"name" jsonschema:"name of the item"`
+// 	Category string         `json:"category,omitempty" jsonschema:"category (e.g. paint, appliance, measurement, document)"`
+// 	Location string         `json:"location,omitempty" jsonschema:"where in the home this item is"`
+// 	Details  map[string]any `json:"details,omitempty" jsonschema:"flexible metadata (model numbers, colors, specs, etc.)"`
+// 	Notes    string         `json:"notes,omitempty"`
+// }
 
-type AddHouseholdItemOutput struct {
-	Item ext.HouseholdItem `json:"item"`
-}
+// type AddHouseholdItemOutput struct {
+// 	Item ext.HouseholdItem `json:"item"`
+// }
 
-func (t *HouseholdTool) AddItem(ctx context.Context, _ *mcp.CallToolRequest, in AddHouseholdItemInput) (*mcp.CallToolResult, AddHouseholdItemOutput, error) {
-	if strings.TrimSpace(in.Name) == "" {
-		return nil, AddHouseholdItemOutput{}, errRequiredField("name")
-	}
-	if in.Details == nil {
-		in.Details = map[string]any{}
-	}
-	item, err := t.store.AddHouseholdItem(ctx, ext.HouseholdItem{
-		Name:     strings.TrimSpace(in.Name),
-		Category: strings.TrimSpace(in.Category),
-		Location: strings.TrimSpace(in.Location),
-		Details:  in.Details,
-		Notes:    strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, AddHouseholdItemOutput{}, err
-	}
-	return nil, AddHouseholdItemOutput{Item: item}, nil
-}
+// func (t *HouseholdTool) AddItem(ctx context.Context, _ *mcp.CallToolRequest, in AddHouseholdItemInput) (*mcp.CallToolResult, AddHouseholdItemOutput, error) {
+// 	if strings.TrimSpace(in.Name) == "" {
+// 		return nil, AddHouseholdItemOutput{}, errRequiredField("name")
+// 	}
+// 	if in.Details == nil {
+// 		in.Details = map[string]any{}
+// 	}
+// 	item, err := t.store.AddHouseholdItem(ctx, ext.HouseholdItem{
+// 		Name:     strings.TrimSpace(in.Name),
+// 		Category: strings.TrimSpace(in.Category),
+// 		Location: strings.TrimSpace(in.Location),
+// 		Details:  in.Details,
+// 		Notes:    strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, AddHouseholdItemOutput{}, err
+// 	}
+// 	return nil, AddHouseholdItemOutput{Item: item}, nil
+// }
 
-// search_household_items
+// // search_household_items
 
-type SearchHouseholdItemsInput struct {
-	Query    string `json:"query,omitempty" jsonschema:"search text matching name or notes"`
-	Category string `json:"category,omitempty" jsonschema:"filter by category"`
-	Location string `json:"location,omitempty" jsonschema:"filter by location"`
-}
+// type SearchHouseholdItemsInput struct {
+// 	Query    string `json:"query,omitempty" jsonschema:"search text matching name or notes"`
+// 	Category string `json:"category,omitempty" jsonschema:"filter by category"`
+// 	Location string `json:"location,omitempty" jsonschema:"filter by location"`
+// }
 
-type SearchHouseholdItemsOutput struct {
-	Items []ext.HouseholdItem `json:"items"`
-}
+// type SearchHouseholdItemsOutput struct {
+// 	Items []ext.HouseholdItem `json:"items"`
+// }
 
-func (t *HouseholdTool) SearchItems(ctx context.Context, _ *mcp.CallToolRequest, in SearchHouseholdItemsInput) (*mcp.CallToolResult, SearchHouseholdItemsOutput, error) {
-	items, err := t.store.SearchHouseholdItems(ctx, in.Query, in.Category, in.Location)
-	if err != nil {
-		return nil, SearchHouseholdItemsOutput{}, err
-	}
-	if items == nil {
-		items = []ext.HouseholdItem{}
-	}
-	return nil, SearchHouseholdItemsOutput{Items: items}, nil
-}
+// func (t *HouseholdTool) SearchItems(ctx context.Context, _ *mcp.CallToolRequest, in SearchHouseholdItemsInput) (*mcp.CallToolResult, SearchHouseholdItemsOutput, error) {
+// 	items, err := t.store.SearchHouseholdItems(ctx, in.Query, in.Category, in.Location)
+// 	if err != nil {
+// 		return nil, SearchHouseholdItemsOutput{}, err
+// 	}
+// 	if items == nil {
+// 		items = []ext.HouseholdItem{}
+// 	}
+// 	return nil, SearchHouseholdItemsOutput{Items: items}, nil
+// }
 
-// get_household_item
+// // get_household_item
 
-type GetHouseholdItemInput struct {
-	ID uuid.UUID `json:"id" jsonschema:"item id"`
-}
+// type GetHouseholdItemInput struct {
+// 	ID uuid.UUID `json:"id" jsonschema:"item id"`
+// }
 
-type GetHouseholdItemOutput struct {
-	Item ext.HouseholdItem `json:"item"`
-}
+// type GetHouseholdItemOutput struct {
+// 	Item ext.HouseholdItem `json:"item"`
+// }
 
-func (t *HouseholdTool) GetItem(ctx context.Context, _ *mcp.CallToolRequest, in GetHouseholdItemInput) (*mcp.CallToolResult, GetHouseholdItemOutput, error) {
-	item, err := t.store.GetHouseholdItem(ctx, in.ID)
-	if err != nil {
-		return nil, GetHouseholdItemOutput{}, err
-	}
-	return nil, GetHouseholdItemOutput{Item: item}, nil
-}
+// func (t *HouseholdTool) GetItem(ctx context.Context, _ *mcp.CallToolRequest, in GetHouseholdItemInput) (*mcp.CallToolResult, GetHouseholdItemOutput, error) {
+// 	item, err := t.store.GetHouseholdItem(ctx, in.ID)
+// 	if err != nil {
+// 		return nil, GetHouseholdItemOutput{}, err
+// 	}
+// 	return nil, GetHouseholdItemOutput{Item: item}, nil
+// }
 
-// add_vendor
+// // add_vendor
 
-type AddVendorInput struct {
-	Name        string `json:"name" jsonschema:"vendor name"`
-	ServiceType string `json:"service_type,omitempty" jsonschema:"type of service (e.g. plumber, electrician, landscaper)"`
-	Phone       string `json:"phone,omitempty"`
-	Email       string `json:"email,omitempty"`
-	Website     string `json:"website,omitempty"`
-	Notes       string `json:"notes,omitempty"`
-	Rating      *int   `json:"rating,omitempty" jsonschema:"1-5 rating"`
-}
+// type AddVendorInput struct {
+// 	Name        string `json:"name" jsonschema:"vendor name"`
+// 	ServiceType string `json:"service_type,omitempty" jsonschema:"type of service (e.g. plumber, electrician, landscaper)"`
+// 	Phone       string `json:"phone,omitempty"`
+// 	Email       string `json:"email,omitempty"`
+// 	Website     string `json:"website,omitempty"`
+// 	Notes       string `json:"notes,omitempty"`
+// 	Rating      *int   `json:"rating,omitempty" jsonschema:"1-5 rating"`
+// }
 
-type AddVendorOutput struct {
-	Vendor ext.HouseholdVendor `json:"vendor"`
-}
+// type AddVendorOutput struct {
+// 	Vendor ext.HouseholdVendor `json:"vendor"`
+// }
 
-func (t *HouseholdTool) AddVendor(ctx context.Context, _ *mcp.CallToolRequest, in AddVendorInput) (*mcp.CallToolResult, AddVendorOutput, error) {
-	if strings.TrimSpace(in.Name) == "" {
-		return nil, AddVendorOutput{}, errRequiredField("name")
-	}
-	vendor, err := t.store.AddVendor(ctx, ext.HouseholdVendor{
-		Name:        strings.TrimSpace(in.Name),
-		ServiceType: strings.TrimSpace(in.ServiceType),
-		Phone:       strings.TrimSpace(in.Phone),
-		Email:       strings.TrimSpace(in.Email),
-		Website:     strings.TrimSpace(in.Website),
-		Notes:       strings.TrimSpace(in.Notes),
-		Rating:      in.Rating,
-	})
-	if err != nil {
-		return nil, AddVendorOutput{}, err
-	}
-	return nil, AddVendorOutput{Vendor: vendor}, nil
-}
+// func (t *HouseholdTool) AddVendor(ctx context.Context, _ *mcp.CallToolRequest, in AddVendorInput) (*mcp.CallToolResult, AddVendorOutput, error) {
+// 	if strings.TrimSpace(in.Name) == "" {
+// 		return nil, AddVendorOutput{}, errRequiredField("name")
+// 	}
+// 	vendor, err := t.store.AddVendor(ctx, ext.HouseholdVendor{
+// 		Name:        strings.TrimSpace(in.Name),
+// 		ServiceType: strings.TrimSpace(in.ServiceType),
+// 		Phone:       strings.TrimSpace(in.Phone),
+// 		Email:       strings.TrimSpace(in.Email),
+// 		Website:     strings.TrimSpace(in.Website),
+// 		Notes:       strings.TrimSpace(in.Notes),
+// 		Rating:      in.Rating,
+// 	})
+// 	if err != nil {
+// 		return nil, AddVendorOutput{}, err
+// 	}
+// 	return nil, AddVendorOutput{Vendor: vendor}, nil
+// }
 
-// list_vendors
+// // list_vendors
 
-type ListVendorsInput struct {
-	ServiceType string `json:"service_type,omitempty" jsonschema:"filter by service type"`
-}
+// type ListVendorsInput struct {
+// 	ServiceType string `json:"service_type,omitempty" jsonschema:"filter by service type"`
+// }
 
-type ListVendorsOutput struct {
-	Vendors []ext.HouseholdVendor `json:"vendors"`
-}
+// type ListVendorsOutput struct {
+// 	Vendors []ext.HouseholdVendor `json:"vendors"`
+// }
 
-func (t *HouseholdTool) ListVendors(ctx context.Context, _ *mcp.CallToolRequest, in ListVendorsInput) (*mcp.CallToolResult, ListVendorsOutput, error) {
-	vendors, err := t.store.ListVendors(ctx, in.ServiceType)
-	if err != nil {
-		return nil, ListVendorsOutput{}, err
-	}
-	if vendors == nil {
-		vendors = []ext.HouseholdVendor{}
-	}
-	return nil, ListVendorsOutput{Vendors: vendors}, nil
-}
+// func (t *HouseholdTool) ListVendors(ctx context.Context, _ *mcp.CallToolRequest, in ListVendorsInput) (*mcp.CallToolResult, ListVendorsOutput, error) {
+// 	vendors, err := t.store.ListVendors(ctx, in.ServiceType)
+// 	if err != nil {
+// 		return nil, ListVendorsOutput{}, err
+// 	}
+// 	if vendors == nil {
+// 		vendors = []ext.HouseholdVendor{}
+// 	}
+// 	return nil, ListVendorsOutput{Vendors: vendors}, nil
+// }

internal/tools/learnings.go

@@ -0,0 +1,192 @@
+package tools
+
+import (
+	"context"
+	"strings"
+
+	"github.com/google/uuid"
+	"github.com/modelcontextprotocol/go-sdk/mcp"
+
+	"git.warky.dev/wdevs/amcs/internal/config"
+	"git.warky.dev/wdevs/amcs/internal/session"
+	"git.warky.dev/wdevs/amcs/internal/store"
+	thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
+)
+
+type LearningsTool struct {
+	store    *store.DB
+	sessions *session.ActiveProjects
+	cfg      config.SearchConfig
+}
+
+type AddLearningInput struct {
+	Summary               string     `json:"summary" jsonschema:"short curated learning summary"`
+	Details               string     `json:"details,omitempty" jsonschema:"optional detailed learning body"`
+	Category              string     `json:"category,omitempty"`
+	Area                  string     `json:"area,omitempty"`
+	Status                string     `json:"status,omitempty"`
+	Priority              string     `json:"priority,omitempty"`
+	Confidence            string     `json:"confidence,omitempty"`
+	ActionRequired        *bool      `json:"action_required,omitempty"`
+	SourceType            string     `json:"source_type,omitempty"`
+	SourceRef             string     `json:"source_ref,omitempty"`
+	Project               string     `json:"project,omitempty" jsonschema:"project name or id; falls back to active session project"`
+	RelatedThoughtID      *uuid.UUID `json:"related_thought_id,omitempty"`
+	RelatedSkillID        *uuid.UUID `json:"related_skill_id,omitempty"`
+	ReviewedBy            *string    `json:"reviewed_by,omitempty"`
+	DuplicateOfLearningID *uuid.UUID `json:"duplicate_of_learning_id,omitempty"`
+	SupersedesLearningID  *uuid.UUID `json:"supersedes_learning_id,omitempty"`
+	Tags                  []string   `json:"tags,omitempty"`
+}
+
+type AddLearningOutput struct {
+	Learning thoughttypes.Learning `json:"learning"`
+}
+
+type GetLearningInput struct {
+	ID uuid.UUID `json:"id" jsonschema:"learning id"`
+}
+
+type GetLearningOutput struct {
+	Learning thoughttypes.Learning `json:"learning"`
+}
+
+type ListLearningsInput struct {
+	Limit    int    `json:"limit,omitempty"`
+	Project  string `json:"project,omitempty" jsonschema:"project name or id; falls back to active session project"`
+	Category string `json:"category,omitempty"`
+	Area     string `json:"area,omitempty"`
+	Status   string `json:"status,omitempty"`
+	Priority string `json:"priority,omitempty"`
+	Tag      string `json:"tag,omitempty"`
+	Query    string `json:"query,omitempty"`
+}
+
+type ListLearningsOutput struct {
+	Learnings []thoughttypes.Learning `json:"learnings"`
+}
+
+func NewLearningsTool(db *store.DB, sessions *session.ActiveProjects, cfg config.SearchConfig) *LearningsTool {
+	return &LearningsTool{store: db, sessions: sessions, cfg: cfg}
+}
+
+func (t *LearningsTool) Add(ctx context.Context, req *mcp.CallToolRequest, in AddLearningInput) (*mcp.CallToolResult, AddLearningOutput, error) {
+	summary := strings.TrimSpace(in.Summary)
+	if summary == "" {
+		return nil, AddLearningOutput{}, errRequiredField("summary")
+	}
+	if err := t.ensureConfigured(); err != nil {
+		return nil, AddLearningOutput{}, err
+	}
+
+	project, err := resolveProject(ctx, t.store, t.sessions, req, in.Project, false)
+	if err != nil {
+		return nil, AddLearningOutput{}, err
+	}
+
+	learning := thoughttypes.Learning{
+		Summary:               summary,
+		Details:               strings.TrimSpace(in.Details),
+		Category:              defaultString(strings.TrimSpace(in.Category), "insight"),
+		Area:                  defaultString(strings.TrimSpace(in.Area), "other"),
+		Status:                thoughttypes.LearningStatus(defaultString(strings.TrimSpace(in.Status), string(thoughttypes.LearningStatusPending))),
+		Priority:              thoughttypes.LearningPriority(defaultString(strings.TrimSpace(in.Priority), string(thoughttypes.LearningPriorityMedium))),
+		Confidence:            thoughttypes.LearningEvidenceLevel(defaultString(strings.TrimSpace(in.Confidence), string(thoughttypes.LearningEvidenceHypothesis))),
+		SourceType:            strings.TrimSpace(in.SourceType),
+		SourceRef:             strings.TrimSpace(in.SourceRef),
+		RelatedThoughtID:      in.RelatedThoughtID,
+		RelatedSkillID:        in.RelatedSkillID,
+		ReviewedBy:            in.ReviewedBy,
+		DuplicateOfLearningID: in.DuplicateOfLearningID,
+		SupersedesLearningID:  in.SupersedesLearningID,
+		Tags:                  normalizeStringSlice(in.Tags),
+	}
+	if in.ActionRequired != nil {
+		learning.ActionRequired = *in.ActionRequired
+	}
+	if project != nil {
+		learning.ProjectID = &project.ID
+	}
+
+	created, err := t.store.CreateLearning(ctx, learning)
+	if err != nil {
+		return nil, AddLearningOutput{}, err
+	}
+	return nil, AddLearningOutput{Learning: created}, nil
+}
+
+func (t *LearningsTool) Get(ctx context.Context, _ *mcp.CallToolRequest, in GetLearningInput) (*mcp.CallToolResult, GetLearningOutput, error) {
+	if err := t.ensureConfigured(); err != nil {
+		return nil, GetLearningOutput{}, err
+	}
+
+	learning, err := t.store.GetLearning(ctx, in.ID)
+	if err != nil {
+		return nil, GetLearningOutput{}, err
+	}
+	return nil, GetLearningOutput{Learning: learning}, nil
+}
+
+func (t *LearningsTool) List(ctx context.Context, req *mcp.CallToolRequest, in ListLearningsInput) (*mcp.CallToolResult, ListLearningsOutput, error) {
+	if err := t.ensureConfigured(); err != nil {
+		return nil, ListLearningsOutput{}, err
+	}
+
+	project, err := resolveProject(ctx, t.store, t.sessions, req, in.Project, false)
+	if err != nil {
+		return nil, ListLearningsOutput{}, err
+	}
+
+	filter := thoughttypes.LearningFilter{
+		Limit:    normalizeLimit(in.Limit, t.cfg),
+		Category: strings.TrimSpace(in.Category),
+		Area:     strings.TrimSpace(in.Area),
+		Status:   strings.TrimSpace(in.Status),
+		Priority: strings.TrimSpace(in.Priority),
+		Tag:      strings.TrimSpace(in.Tag),
+		Query:    strings.TrimSpace(in.Query),
+	}
+	if project != nil {
+		filter.ProjectID = &project.ID
+	}
+
+	items, err := t.store.ListLearnings(ctx, filter)
+	if err != nil {
+		return nil, ListLearningsOutput{}, err
+	}
+	return nil, ListLearningsOutput{Learnings: items}, nil
+}
+
+func (t *LearningsTool) ensureConfigured() error {
+	if t == nil || t.store == nil {
+		return errInvalidInput("learnings tool is not configured")
+	}
+	return nil
+}
+
+func defaultString(value string, fallback string) string {
+	if value == "" {
+		return fallback
+	}
+	return value
+}
+
+func normalizeStringSlice(values []string) []string {
+	if len(values) == 0 {
+		return []string{}
+	}
+	out := make([]string, 0, len(values))
+	seen := map[string]struct{}{}
+	for _, value := range values {
+		trimmed := strings.TrimSpace(value)
+		if trimmed == "" {
+			continue
+		}
+		if _, ok := seen[trimmed]; ok {
+			continue
+		}
+		seen[trimmed] = struct{}{}
+		out = append(out, trimmed)
+	}
+	return out
+}

internal/tools/learnings_test.go

@@ -0,0 +1,70 @@
+package tools
+
+import (
+	"context"
+	"testing"
+
+	"git.warky.dev/wdevs/amcs/internal/mcperrors"
+	"github.com/google/uuid"
+)
+
+func TestLearningsAddRequiresSummary(t *testing.T) {
+	tool := &LearningsTool{}
+
+	_, _, err := tool.Add(context.Background(), nil, AddLearningInput{})
+	if err == nil {
+		t.Fatal("Add() error = nil, want error")
+	}
+
+	_, data := requireRPCError(t, err)
+	if data.Field != "summary" {
+		t.Fatalf("Add() error field = %q, want %q", data.Field, "summary")
+	}
+}
+
+func TestLearningsMethodsRequireConfiguredStore(t *testing.T) {
+	tool := &LearningsTool{}
+
+	t.Run("add", func(t *testing.T) {
+		_, _, err := tool.Add(context.Background(), nil, AddLearningInput{Summary: "Keep this"})
+		if err == nil {
+			t.Fatal("Add() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("Add() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("get", func(t *testing.T) {
+		_, _, err := tool.Get(context.Background(), nil, GetLearningInput{ID: uuid.New()})
+		if err == nil {
+			t.Fatal("Get() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("Get() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("list", func(t *testing.T) {
+		_, _, err := tool.List(context.Background(), nil, ListLearningsInput{})
+		if err == nil {
+			t.Fatal("List() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("List() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+}
+
+func TestNormalizeStringSliceTrimsDedupesAndDropsEmpties(t *testing.T) {
+	got := normalizeStringSlice([]string{" alpha ", "beta", "", "beta", "alpha"})
+	if len(got) != 2 {
+		t.Fatalf("normalizeStringSlice() len = %d, want 2", len(got))
+	}
+	if got[0] != "alpha" || got[1] != "beta" {
+		t.Fatalf("normalizeStringSlice() = %#v, want [alpha beta]", got)
+	}
+}

internal/tools/links.go

@@ -13,9 +13,9 @@ import (
 )
 
 type LinksTool struct {
-	store    *store.DB
-	provider ai.Provider
-	search   config.SearchConfig
+	store      *store.DB
+	embeddings *ai.EmbeddingRunner
+	search     config.SearchConfig
 }
 
 type LinkInput struct {
@@ -47,8 +47,8 @@ type RelatedOutput struct {
 	Related []RelatedThought `json:"related"`
 }
 
-func NewLinksTool(db *store.DB, provider ai.Provider, search config.SearchConfig) *LinksTool {
-	return &LinksTool{store: db, provider: provider, search: search}
+func NewLinksTool(db *store.DB, embeddings *ai.EmbeddingRunner, search config.SearchConfig) *LinksTool {
+	return &LinksTool{store: db, embeddings: embeddings, search: search}
 }
 
 func (t *LinksTool) Link(ctx context.Context, _ *mcp.CallToolRequest, in LinkInput) (*mcp.CallToolResult, LinkOutput, error) {
@@ -117,7 +117,7 @@ func (t *LinksTool) Related(ctx context.Context, _ *mcp.CallToolRequest, in Rela
 	}
 
 	if includeSemantic {
-		semantic, err := semanticSearch(ctx, t.store, t.provider, t.search, thought.Content, t.search.DefaultLimit, t.search.DefaultThreshold, thought.ProjectID, &thought.ID)
+		semantic, err := semanticSearch(ctx, t.store, t.embeddings, t.search, thought.Content, t.search.DefaultLimit, t.search.DefaultThreshold, thought.ProjectID, &thought.ID)
 		if err != nil {
 			return nil, RelatedOutput{}, err
 		}

internal/tools/maintenance.go

@@ -1,137 +1,137 @@
 package tools
 
-import (
-	"context"
-	"strings"
-	"time"
+// import (
+// 	"context"
+// 	"strings"
+// 	"time"
 
-	"github.com/google/uuid"
-	"github.com/modelcontextprotocol/go-sdk/mcp"
+// 	"github.com/google/uuid"
+// 	"github.com/modelcontextprotocol/go-sdk/mcp"
 
-	"git.warky.dev/wdevs/amcs/internal/store"
-	ext "git.warky.dev/wdevs/amcs/internal/types"
-)
+// 	"git.warky.dev/wdevs/amcs/internal/store"
+// 	ext "git.warky.dev/wdevs/amcs/internal/types"
+// )
 
-type MaintenanceTool struct {
-	store *store.DB
-}
+// type MaintenanceTool struct {
+// 	store *store.DB
+// }
 
-func NewMaintenanceTool(db *store.DB) *MaintenanceTool {
-	return &MaintenanceTool{store: db}
-}
+// func NewMaintenanceTool(db *store.DB) *MaintenanceTool {
+// 	return &MaintenanceTool{store: db}
+// }
 
-// add_maintenance_task
+// // add_maintenance_task
 
-type AddMaintenanceTaskInput struct {
-	Name          string     `json:"name" jsonschema:"task name"`
-	Category      string     `json:"category,omitempty" jsonschema:"e.g. hvac, plumbing, exterior, appliance, landscaping"`
-	FrequencyDays *int       `json:"frequency_days,omitempty" jsonschema:"recurrence interval in days; omit for one-time tasks"`
-	NextDue       *time.Time `json:"next_due,omitempty" jsonschema:"when the task is next due"`
-	Priority      string     `json:"priority,omitempty" jsonschema:"low, medium, high, or urgent (default: medium)"`
-	Notes         string     `json:"notes,omitempty"`
-}
+// type AddMaintenanceTaskInput struct {
+// 	Name          string     `json:"name" jsonschema:"task name"`
+// 	Category      string     `json:"category,omitempty" jsonschema:"e.g. hvac, plumbing, exterior, appliance, landscaping"`
+// 	FrequencyDays *int       `json:"frequency_days,omitempty" jsonschema:"recurrence interval in days; omit for one-time tasks"`
+// 	NextDue       *time.Time `json:"next_due,omitempty" jsonschema:"when the task is next due"`
+// 	Priority      string     `json:"priority,omitempty" jsonschema:"low, medium, high, or urgent (default: medium)"`
+// 	Notes         string     `json:"notes,omitempty"`
+// }
 
-type AddMaintenanceTaskOutput struct {
-	Task ext.MaintenanceTask `json:"task"`
-}
+// type AddMaintenanceTaskOutput struct {
+// 	Task ext.MaintenanceTask `json:"task"`
+// }
 
-func (t *MaintenanceTool) AddTask(ctx context.Context, _ *mcp.CallToolRequest, in AddMaintenanceTaskInput) (*mcp.CallToolResult, AddMaintenanceTaskOutput, error) {
-	if strings.TrimSpace(in.Name) == "" {
-		return nil, AddMaintenanceTaskOutput{}, errRequiredField("name")
-	}
-	priority := strings.TrimSpace(in.Priority)
-	if priority == "" {
-		priority = "medium"
-	}
-	task, err := t.store.AddMaintenanceTask(ctx, ext.MaintenanceTask{
-		Name:          strings.TrimSpace(in.Name),
-		Category:      strings.TrimSpace(in.Category),
-		FrequencyDays: in.FrequencyDays,
-		NextDue:       in.NextDue,
-		Priority:      priority,
-		Notes:         strings.TrimSpace(in.Notes),
-	})
-	if err != nil {
-		return nil, AddMaintenanceTaskOutput{}, err
-	}
-	return nil, AddMaintenanceTaskOutput{Task: task}, nil
-}
+// func (t *MaintenanceTool) AddTask(ctx context.Context, _ *mcp.CallToolRequest, in AddMaintenanceTaskInput) (*mcp.CallToolResult, AddMaintenanceTaskOutput, error) {
+// 	if strings.TrimSpace(in.Name) == "" {
+// 		return nil, AddMaintenanceTaskOutput{}, errRequiredField("name")
+// 	}
+// 	priority := strings.TrimSpace(in.Priority)
+// 	if priority == "" {
+// 		priority = "medium"
+// 	}
+// 	task, err := t.store.AddMaintenanceTask(ctx, ext.MaintenanceTask{
+// 		Name:          strings.TrimSpace(in.Name),
+// 		Category:      strings.TrimSpace(in.Category),
+// 		FrequencyDays: in.FrequencyDays,
+// 		NextDue:       in.NextDue,
+// 		Priority:      priority,
+// 		Notes:         strings.TrimSpace(in.Notes),
+// 	})
+// 	if err != nil {
+// 		return nil, AddMaintenanceTaskOutput{}, err
+// 	}
+// 	return nil, AddMaintenanceTaskOutput{Task: task}, nil
+// }
 
-// log_maintenance
+// // log_maintenance
 
-type LogMaintenanceInput struct {
-	TaskID      uuid.UUID  `json:"task_id" jsonschema:"id of the maintenance task"`
-	CompletedAt *time.Time `json:"completed_at,omitempty" jsonschema:"when the work was done (defaults to now)"`
-	PerformedBy string     `json:"performed_by,omitempty" jsonschema:"who did the work (self, vendor name, etc.)"`
-	Cost        *float64   `json:"cost,omitempty" jsonschema:"cost of the work"`
-	Notes       string     `json:"notes,omitempty"`
-	NextAction  string     `json:"next_action,omitempty" jsonschema:"recommended follow-up"`
-}
+// type LogMaintenanceInput struct {
+// 	TaskID      uuid.UUID  `json:"task_id" jsonschema:"id of the maintenance task"`
+// 	CompletedAt *time.Time `json:"completed_at,omitempty" jsonschema:"when the work was done (defaults to now)"`
+// 	PerformedBy string     `json:"performed_by,omitempty" jsonschema:"who did the work (self, vendor name, etc.)"`
+// 	Cost        *float64   `json:"cost,omitempty" jsonschema:"cost of the work"`
+// 	Notes       string     `json:"notes,omitempty"`
+// 	NextAction  string     `json:"next_action,omitempty" jsonschema:"recommended follow-up"`
+// }
 
-type LogMaintenanceOutput struct {
-	Log ext.MaintenanceLog `json:"log"`
-}
+// type LogMaintenanceOutput struct {
+// 	Log ext.MaintenanceLog `json:"log"`
+// }
 
-func (t *MaintenanceTool) LogWork(ctx context.Context, _ *mcp.CallToolRequest, in LogMaintenanceInput) (*mcp.CallToolResult, LogMaintenanceOutput, error) {
-	completedAt := time.Now()
-	if in.CompletedAt != nil {
-		completedAt = *in.CompletedAt
-	}
-	log, err := t.store.LogMaintenance(ctx, ext.MaintenanceLog{
-		TaskID:      in.TaskID,
-		CompletedAt: completedAt,
-		PerformedBy: strings.TrimSpace(in.PerformedBy),
-		Cost:        in.Cost,
-		Notes:       strings.TrimSpace(in.Notes),
-		NextAction:  strings.TrimSpace(in.NextAction),
-	})
-	if err != nil {
-		return nil, LogMaintenanceOutput{}, err
-	}
-	return nil, LogMaintenanceOutput{Log: log}, nil
-}
+// func (t *MaintenanceTool) LogWork(ctx context.Context, _ *mcp.CallToolRequest, in LogMaintenanceInput) (*mcp.CallToolResult, LogMaintenanceOutput, error) {
+// 	completedAt := time.Now()
+// 	if in.CompletedAt != nil {
+// 		completedAt = *in.CompletedAt
+// 	}
+// 	log, err := t.store.LogMaintenance(ctx, ext.MaintenanceLog{
+// 		TaskID:      in.TaskID,
+// 		CompletedAt: completedAt,
+// 		PerformedBy: strings.TrimSpace(in.PerformedBy),
+// 		Cost:        in.Cost,
+// 		Notes:       strings.TrimSpace(in.Notes),
+// 		NextAction:  strings.TrimSpace(in.NextAction),
+// 	})
+// 	if err != nil {
+// 		return nil, LogMaintenanceOutput{}, err
+// 	}
+// 	return nil, LogMaintenanceOutput{Log: log}, nil
+// }
 
-// get_upcoming_maintenance
+// // get_upcoming_maintenance
 
-type GetUpcomingMaintenanceInput struct {
-	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"how many days to look ahead (default: 30)"`
-}
+// type GetUpcomingMaintenanceInput struct {
+// 	DaysAhead int `json:"days_ahead,omitempty" jsonschema:"how many days to look ahead (default: 30)"`
+// }
 
-type GetUpcomingMaintenanceOutput struct {
-	Tasks []ext.MaintenanceTask `json:"tasks"`
-}
+// type GetUpcomingMaintenanceOutput struct {
+// 	Tasks []ext.MaintenanceTask `json:"tasks"`
+// }
 
-func (t *MaintenanceTool) GetUpcoming(ctx context.Context, _ *mcp.CallToolRequest, in GetUpcomingMaintenanceInput) (*mcp.CallToolResult, GetUpcomingMaintenanceOutput, error) {
-	tasks, err := t.store.GetUpcomingMaintenance(ctx, in.DaysAhead)
-	if err != nil {
-		return nil, GetUpcomingMaintenanceOutput{}, err
-	}
-	if tasks == nil {
-		tasks = []ext.MaintenanceTask{}
-	}
-	return nil, GetUpcomingMaintenanceOutput{Tasks: tasks}, nil
-}
+// func (t *MaintenanceTool) GetUpcoming(ctx context.Context, _ *mcp.CallToolRequest, in GetUpcomingMaintenanceInput) (*mcp.CallToolResult, GetUpcomingMaintenanceOutput, error) {
+// 	tasks, err := t.store.GetUpcomingMaintenance(ctx, in.DaysAhead)
+// 	if err != nil {
+// 		return nil, GetUpcomingMaintenanceOutput{}, err
+// 	}
+// 	if tasks == nil {
+// 		tasks = []ext.MaintenanceTask{}
+// 	}
+// 	return nil, GetUpcomingMaintenanceOutput{Tasks: tasks}, nil
+// }
 
-// search_maintenance_history
+// // search_maintenance_history
 
-type SearchMaintenanceHistoryInput struct {
-	Query    string     `json:"query,omitempty" jsonschema:"search text matching task name or notes"`
-	Category string     `json:"category,omitempty" jsonschema:"filter by task category"`
-	Start    *time.Time `json:"start,omitempty" jsonschema:"filter logs completed on or after this date"`
-	End      *time.Time `json:"end,omitempty" jsonschema:"filter logs completed on or before this date"`
-}
+// type SearchMaintenanceHistoryInput struct {
+// 	Query    string     `json:"query,omitempty" jsonschema:"search text matching task name or notes"`
+// 	Category string     `json:"category,omitempty" jsonschema:"filter by task category"`
+// 	Start    *time.Time `json:"start,omitempty" jsonschema:"filter logs completed on or after this date"`
+// 	End      *time.Time `json:"end,omitempty" jsonschema:"filter logs completed on or before this date"`
+// }
 
-type SearchMaintenanceHistoryOutput struct {
-	Logs []ext.MaintenanceLogWithTask `json:"logs"`
-}
+// type SearchMaintenanceHistoryOutput struct {
+// 	Logs []ext.MaintenanceLogWithTask `json:"logs"`
+// }
 
-func (t *MaintenanceTool) SearchHistory(ctx context.Context, _ *mcp.CallToolRequest, in SearchMaintenanceHistoryInput) (*mcp.CallToolResult, SearchMaintenanceHistoryOutput, error) {
-	logs, err := t.store.SearchMaintenanceHistory(ctx, in.Query, in.Category, in.Start, in.End)
-	if err != nil {
-		return nil, SearchMaintenanceHistoryOutput{}, err
-	}
-	if logs == nil {
-		logs = []ext.MaintenanceLogWithTask{}
-	}
-	return nil, SearchMaintenanceHistoryOutput{Logs: logs}, nil
-}
+// func (t *MaintenanceTool) SearchHistory(ctx context.Context, _ *mcp.CallToolRequest, in SearchMaintenanceHistoryInput) (*mcp.CallToolResult, SearchMaintenanceHistoryOutput, error) {
+// 	logs, err := t.store.SearchMaintenanceHistory(ctx, in.Query, in.Category, in.Start, in.End)
+// 	if err != nil {
+// 		return nil, SearchMaintenanceHistoryOutput{}, err
+// 	}
+// 	if logs == nil {
+// 		logs = []ext.MaintenanceLogWithTask{}
+// 	}
+// 	return nil, SearchMaintenanceHistoryOutput{Logs: logs}, nil
+// }