style(tools): simplify string formatting in descriptions

* Enhance getCursorFilter to accept join clauses for sorting
* Update resolveColumn to handle joined columns
* Modify tests to validate new join functionality

README.md

@@ -9,6 +9,7 @@ ResolveSpec is a flexible and powerful REST API specification and implementation
 3. **FuncSpec** - Header-based API to map and call API's to sql functions
 4. **WebSocketSpec** - Real-time bidirectional communication with full CRUD operations
 5. **MQTTSpec** - MQTT-based API ideal for IoT and mobile applications
+6. **ResolveMCP** - Model Context Protocol (MCP) server that exposes models as AI-consumable tools and resources over HTTP/SSE
 
 All share the same core architecture and provide dynamic data querying, relationship preloading, and complex filtering.
 
@@ -21,6 +22,7 @@ All share the same core architecture and provide dynamic data querying, relation
 * [Quick Start](#quick-start)
   * [ResolveSpec (Body-Based API)](#resolvespec---body-based-api)
   * [RestHeadSpec (Header-Based API)](#restheadspec---header-based-api)
+  * [ResolveMCP (MCP Server)](#resolvemcp---mcp-server)
 * [Architecture](#architecture)
 * [API Structure](#api-structure)
 * [RestHeadSpec Overview](#restheadspec-header-based-api)
@@ -50,6 +52,15 @@ All share the same core architecture and provide dynamic data querying, relation
 * **🆕 Backward Compatible**: Existing code works without changes
 * **🆕 Better Testing**: Mockable interfaces for easy unit testing
 
+### ResolveMCP (v3.2+)
+
+* **🆕 MCP Server**: Expose any registered database model as Model Context Protocol tools and resources
+* **🆕 AI-Ready Descriptions**: Tool descriptions include the full column schema, primary key, nullable flags, and relations — giving AI models everything they need to query correctly without guessing
+* **🆕 Four Tools Per Model**: `read_`, `create_`, `update_`, `delete_` tools auto-registered per model
+* **🆕 Full Query Support**: Filters, sort, limit/offset, cursor pagination, column selection, and relation preloading all available as tool parameters
+* **🆕 HTTP/SSE Transport**: Standards-compliant SSE transport for use with Claude Desktop, Cursor, and any MCP-compatible client
+* **🆕 Lifecycle Hooks**: Same Before/After hook system as ResolveSpec for auth and side-effects
+
 ### RestHeadSpec (v2.1+)
 
 * **🆕 Header-Based API**: All query options passed via HTTP headers instead of request body
@@ -190,6 +201,40 @@ restheadspec.SetupMuxRoutes(router, handler, nil)
 
 For complete documentation, see [pkg/restheadspec/README.md](pkg/restheadspec/README.md).
 
+### ResolveMCP (MCP Server)
+
+ResolveMCP exposes registered models as Model Context Protocol tools so AI models (Claude, Cursor, etc.) can query and mutate your database directly:
+
+```go
+import "github.com/bitechdev/ResolveSpec/pkg/resolvemcp"
+
+// Create handler
+handler := resolvemcp.NewHandlerWithGORM(db)
+
+// Register models — must be done BEFORE Build()
+handler.RegisterModel("public", "users", &User{})
+handler.RegisterModel("public", "posts", &Post{})
+
+// Finalize: registers MCP tools and resources
+handler.Build()
+
+// Mount SSE transport on your existing router
+router := mux.NewRouter()
+resolvemcp.SetupMuxRoutes(router, handler, "http://localhost:8080")
+
+// MCP clients connect to:
+//   SSE stream:  GET  http://localhost:8080/mcp/sse
+//   Messages:    POST http://localhost:8080/mcp/message
+//
+// Auto-registered tools per model:
+//   read_public_users   — filter, sort, paginate, preload
+//   create_public_users — insert a new record
+//   update_public_users — update a record by ID
+//   delete_public_users — delete a record by ID
+```
+
+For complete documentation, see [pkg/resolvemcp/README.md](pkg/resolvemcp/README.md) (if present) or the package source.
+
 ## Architecture
 
 ### Two Complementary APIs
@@ -344,6 +389,19 @@ Alternative REST API where query options are passed via HTTP headers.
 
 For complete documentation, see [pkg/restheadspec/README.md](pkg/restheadspec/README.md).
 
+#### ResolveMCP - MCP Server
+
+Expose any registered model as Model Context Protocol tools and resources consumable by AI models over HTTP/SSE.
+
+**Key Features**:
+- Four tools per model: `read_`, `create_`, `update_`, `delete_`
+- Rich AI-readable descriptions: column names, types, primary key, nullable flags, and preloadable relations
+- Full query support: filters, sort, limit/offset, cursor pagination, column selection, preloads
+- HTTP/SSE transport compatible with Claude Desktop, Cursor, and any MCP client
+- Same Before/After lifecycle hooks as ResolveSpec
+
+For complete documentation, see [pkg/resolvemcp/](pkg/resolvemcp/).
+
 #### FuncSpec - Function-Based SQL API
 
 Execute SQL functions and queries through a simple HTTP API with header-based parameters.
@@ -529,7 +587,18 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 
 ## What's New
 
-### v3.1 (Latest - February 2026)
+### v3.2 (Latest - March 2026)
+
+**ResolveMCP - Model Context Protocol Server (🆕)**:
+
+* **MCP Tools**: Four tools auto-registered per model (`read_`, `create_`, `update_`, `delete_`) over HTTP/SSE transport
+* **AI-Ready Descriptions**: Full column schema, primary key, nullable flags, and relation names surfaced in tool descriptions so AI models can query without guessing
+* **Full Query Support**: Filters, sort, limit/offset, cursor pagination, column selection, and relation preloading all available as tool parameters
+* **HTTP/SSE Transport**: Standards-compliant transport compatible with Claude Desktop, Cursor, and any MCP 2024-11-05 client
+* **Lifecycle Hooks**: Same Before/After hook system as ResolveSpec for auth, auditing, and side-effects
+* **MCP Resources**: Each model also exposed as a named resource for direct data access by AI clients
+
+### v3.1 (February 2026)
 
 **SQLite Schema Translation (🆕)**:
 

go.mod

@@ -40,6 +40,7 @@ require (
 	go.opentelemetry.io/otel/trace v1.38.0
 	go.uber.org/zap v1.27.1
 	golang.org/x/crypto v0.46.0
+	golang.org/x/oauth2 v0.34.0
 	golang.org/x/time v0.14.0
 	gorm.io/driver/postgres v1.6.0
 	gorm.io/driver/sqlite v1.6.0
@@ -78,6 +79,7 @@ require (
 	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
 	github.com/golang-sql/sqlexp v0.1.0 // indirect
 	github.com/golang/snappy v1.0.0 // indirect
+	github.com/google/jsonschema-go v0.4.2 // indirect
 	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
@@ -86,6 +88,7 @@ require (
 	github.com/jinzhu/now v1.1.5 // indirect
 	github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect
 	github.com/magiconair/properties v1.8.10 // indirect
+	github.com/mark3labs/mcp-go v0.46.0 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/moby/docker-image-spec v1.3.1 // indirect
 	github.com/moby/go-archive v0.1.0 // indirect
@@ -131,6 +134,7 @@ require (
 	github.com/xdg-go/pbkdf2 v1.0.0 // indirect
 	github.com/xdg-go/scram v1.2.0 // indirect
 	github.com/xdg-go/stringprep v1.0.4 // indirect
+	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
 	github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78 // indirect
 	github.com/yusufpapurcu/wmi v1.2.4 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
@@ -143,7 +147,6 @@ require (
 	golang.org/x/exp v0.0.0-20251219203646-944ab1f22d93 // indirect
 	golang.org/x/mod v0.31.0 // indirect
 	golang.org/x/net v0.48.0 // indirect
-	golang.org/x/oauth2 v0.34.0 // indirect
 	golang.org/x/sync v0.19.0 // indirect
 	golang.org/x/sys v0.39.0 // indirect
 	golang.org/x/text v0.32.0 // indirect

go.sum

@@ -120,6 +120,8 @@ github.com/google/go-cmp v0.5.6/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/
 github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
+github.com/google/jsonschema-go v0.4.2 h1:tmrUohrwoLZZS/P3x7ex0WAVknEkBZM46iALbcqoRA8=
+github.com/google/jsonschema-go v0.4.2/go.mod h1:r5quNTdLOYEz95Ru18zA0ydNbBuYoo9tgaYcxEYhJVE=
 github.com/google/pprof v0.0.0-20250317173921-a4b03ec1a45e h1:ijClszYn+mADRFY17kjQEVQ1XRhq2/JR1M3sGqeJoxs=
 github.com/google/pprof v0.0.0-20250317173921-a4b03ec1a45e/go.mod h1:boTsfXsheKC2y+lKOCMpSfarhxDeIzfZG1jqGcPl3cA=
 github.com/google/uuid v1.3.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
@@ -173,6 +175,8 @@ github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 h1:6E+4a0GO5zZEnZ
 github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0/go.mod h1:zJYVVT2jmtg6P3p1VtQj7WsuWi/y4VnjVBn7F8KPB3I=
 github.com/magiconair/properties v1.8.10 h1:s31yESBquKXCV9a/ScB3ESkOjUYYv+X0rg8SYxI99mE=
 github.com/magiconair/properties v1.8.10/go.mod h1:Dhd985XPs7jluiymwWYZ0G4Z61jb3vdS329zhj2hYo0=
+github.com/mark3labs/mcp-go v0.46.0 h1:8KRibF4wcKejbLsHxCA/QBVUr5fQ9nwz/n8lGqmaALo=
+github.com/mark3labs/mcp-go v0.46.0/go.mod h1:JKTC7R2LLVagkEWK7Kwu7DbmA6iIvnNAod6yrHiQMag=
 github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWEY=
 github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
 github.com/mattn/go-sqlite3 v1.14.33 h1:A5blZ5ulQo2AtayQ9/limgHEkFreKj1Dv226a1K73s0=
@@ -326,6 +330,8 @@ github.com/xdg-go/scram v1.2.0 h1:bYKF2AEwG5rqd1BumT4gAnvwU/M9nBp2pTSxeZw7Wvs=
 github.com/xdg-go/scram v1.2.0/go.mod h1:3dlrS0iBaWKYVt2ZfA4cj48umJZ+cAEbR6/SjLA88I8=
 github.com/xdg-go/stringprep v1.0.4 h1:XLI/Ng3O1Atzq0oBs3TWm+5ZVgkq2aqdlvP9JtoZ6c8=
 github.com/xdg-go/stringprep v1.0.4/go.mod h1:mPGuuIYwz7CmR2bT9j4GbQqutWS1zV24gijq1dTyGkM=
+github.com/yosida95/uritemplate/v3 v3.0.2 h1:Ed3Oyj9yrmi9087+NczuL5BwkIc4wvTb5zIM+UJPGz4=
+github.com/yosida95/uritemplate/v3 v3.0.2/go.mod h1:ILOh0sOhIJR3+L/8afwt/kE++YT040gmv5BQTMR2HP4=
 github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78 h1:ilQV1hzziu+LLM3zUTJ0trRztfwgjqKnBWNtSRkbmwM=
 github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78/go.mod h1:aL8wCCfTfSfmXjznFBSZNN13rSJjlIOI1fUNAtF7rmI=
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=

pkg/resolvemcp/context.go

@@ -0,0 +1,71 @@
+package resolvemcp
+
+import "context"
+
+type contextKey string
+
+const (
+	contextKeySchema    contextKey = "schema"
+	contextKeyEntity    contextKey = "entity"
+	contextKeyTableName contextKey = "tableName"
+	contextKeyModel     contextKey = "model"
+	contextKeyModelPtr  contextKey = "modelPtr"
+)
+
+func WithSchema(ctx context.Context, schema string) context.Context {
+	return context.WithValue(ctx, contextKeySchema, schema)
+}
+
+func GetSchema(ctx context.Context) string {
+	if v := ctx.Value(contextKeySchema); v != nil {
+		return v.(string)
+	}
+	return ""
+}
+
+func WithEntity(ctx context.Context, entity string) context.Context {
+	return context.WithValue(ctx, contextKeyEntity, entity)
+}
+
+func GetEntity(ctx context.Context) string {
+	if v := ctx.Value(contextKeyEntity); v != nil {
+		return v.(string)
+	}
+	return ""
+}
+
+func WithTableName(ctx context.Context, tableName string) context.Context {
+	return context.WithValue(ctx, contextKeyTableName, tableName)
+}
+
+func GetTableName(ctx context.Context) string {
+	if v := ctx.Value(contextKeyTableName); v != nil {
+		return v.(string)
+	}
+	return ""
+}
+
+func WithModel(ctx context.Context, model interface{}) context.Context {
+	return context.WithValue(ctx, contextKeyModel, model)
+}
+
+func GetModel(ctx context.Context) interface{} {
+	return ctx.Value(contextKeyModel)
+}
+
+func WithModelPtr(ctx context.Context, modelPtr interface{}) context.Context {
+	return context.WithValue(ctx, contextKeyModelPtr, modelPtr)
+}
+
+func GetModelPtr(ctx context.Context) interface{} {
+	return ctx.Value(contextKeyModelPtr)
+}
+
+func withRequestData(ctx context.Context, schema, entity, tableName string, model, modelPtr interface{}) context.Context {
+	ctx = WithSchema(ctx, schema)
+	ctx = WithEntity(ctx, entity)
+	ctx = WithTableName(ctx, tableName)
+	ctx = WithModel(ctx, model)
+	ctx = WithModelPtr(ctx, modelPtr)
+	return ctx
+}

pkg/resolvemcp/cursor.go

@@ -0,0 +1,161 @@
+package resolvemcp
+
+// Cursor-based pagination adapted from pkg/resolvespec/cursor.go.
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+	"github.com/bitechdev/ResolveSpec/pkg/logger"
+)
+
+type cursorDirection int
+
+const (
+	cursorForward  cursorDirection = 1
+	cursorBackward cursorDirection = -1
+)
+
+// getCursorFilter generates a SQL EXISTS subquery for cursor-based pagination.
+// expandJoins is an optional map[alias]string of JOIN clauses for join-column sort support.
+func getCursorFilter(
+	tableName string,
+	pkName string,
+	modelColumns []string,
+	options common.RequestOptions,
+	expandJoins map[string]string,
+) (string, error) {
+	fullTableName := tableName
+	if strings.Contains(tableName, ".") {
+		tableName = strings.SplitN(tableName, ".", 2)[1]
+	}
+
+	cursorID, direction := getActiveCursor(options)
+	if cursorID == "" {
+		return "", fmt.Errorf("no cursor provided for table %s", tableName)
+	}
+
+	sortItems := options.Sort
+	if len(sortItems) == 0 {
+		return "", fmt.Errorf("no sort columns defined")
+	}
+
+	var whereClauses []string
+	joinSQL := ""
+	reverse := direction < 0
+
+	for _, s := range sortItems {
+		col := strings.TrimSpace(s.Column)
+		if col == "" {
+			continue
+		}
+
+		parts := strings.Split(col, ".")
+		field := strings.TrimSpace(parts[len(parts)-1])
+		prefix := strings.Join(parts[:len(parts)-1], ".")
+
+		desc := strings.EqualFold(s.Direction, "desc")
+		if reverse {
+			desc = !desc
+		}
+
+		cursorCol, targetCol, isJoin, err := resolveCursorColumn(field, prefix, tableName, modelColumns)
+		if err != nil {
+			logger.Warn("Skipping invalid sort column %q: %v", col, err)
+			continue
+		}
+
+		if isJoin {
+			if expandJoins != nil {
+				if joinClause, ok := expandJoins[prefix]; ok {
+					jSQL, cRef := rewriteCursorJoin(joinClause, tableName, prefix)
+					joinSQL = jSQL
+					cursorCol = cRef + "." + field
+					targetCol = prefix + "." + field
+				}
+			}
+			if cursorCol == "" {
+				logger.Warn("Skipping cursor sort column %q: join alias %q not in expandJoins", col, prefix)
+				continue
+			}
+		}
+
+		op := "<"
+		if desc {
+			op = ">"
+		}
+		whereClauses = append(whereClauses, fmt.Sprintf("%s %s %s", cursorCol, op, targetCol))
+	}
+
+	if len(whereClauses) == 0 {
+		return "", fmt.Errorf("no valid sort columns after filtering")
+	}
+
+	orSQL := buildCursorPriorityChain(whereClauses)
+
+	query := fmt.Sprintf(`EXISTS (
+  SELECT 1
+  FROM %s cursor_select
+  %s
+  WHERE cursor_select.%s = %s
+    AND (%s)
+)`,
+		fullTableName,
+		joinSQL,
+		pkName,
+		cursorID,
+		orSQL,
+	)
+
+	return query, nil
+}
+
+func getActiveCursor(options common.RequestOptions) (id string, direction cursorDirection) {
+	if options.CursorForward != "" {
+		return options.CursorForward, cursorForward
+	}
+	if options.CursorBackward != "" {
+		return options.CursorBackward, cursorBackward
+	}
+	return "", 0
+}
+
+func resolveCursorColumn(field, prefix, tableName string, modelColumns []string) (cursorCol, targetCol string, isJoin bool, err error) {
+	if strings.Contains(field, "->") {
+		return "cursor_select." + field, tableName + "." + field, false, nil
+	}
+
+	if modelColumns != nil {
+		for _, col := range modelColumns {
+			if strings.EqualFold(col, field) {
+				return "cursor_select." + field, tableName + "." + field, false, nil
+			}
+		}
+	} else {
+		return "cursor_select." + field, tableName + "." + field, false, nil
+	}
+
+	if prefix != "" && prefix != tableName {
+		return "", "", true, nil
+	}
+
+	return "", "", false, fmt.Errorf("invalid column: %s", field)
+}
+
+func rewriteCursorJoin(joinClause, mainTable, alias string) (joinSQL, cursorAlias string) {
+	joinSQL = strings.ReplaceAll(joinClause, mainTable+".", "cursor_select.")
+	cursorAlias = "cursor_select_" + alias
+	joinSQL = strings.ReplaceAll(joinSQL, " "+alias+" ", " "+cursorAlias+" ")
+	joinSQL = strings.ReplaceAll(joinSQL, " "+alias+".", " "+cursorAlias+".")
+	return joinSQL, cursorAlias
+}
+
+func buildCursorPriorityChain(clauses []string) string {
+	var or []string
+	for i := 0; i < len(clauses); i++ {
+		and := strings.Join(clauses[:i+1], "\n    AND ")
+		or = append(or, "("+and+")")
+	}
+	return strings.Join(or, "\n  OR ")
+}

pkg/resolvemcp/handler.go

@@ -0,0 +1,645 @@
+package resolvemcp
+
+import (
+	"context"
+	"database/sql"
+	"encoding/json"
+	"fmt"
+	"reflect"
+	"strings"
+
+	"github.com/mark3labs/mcp-go/server"
+
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+	"github.com/bitechdev/ResolveSpec/pkg/logger"
+	"github.com/bitechdev/ResolveSpec/pkg/reflection"
+)
+
+// Handler exposes registered database models as MCP tools and resources.
+type Handler struct {
+	db        common.Database
+	registry  common.ModelRegistry
+	hooks     *HookRegistry
+	mcpServer *server.MCPServer
+	name      string
+	version   string
+}
+
+// NewHandler creates a Handler with the given database and model registry.
+func NewHandler(db common.Database, registry common.ModelRegistry) *Handler {
+	return &Handler{
+		db:        db,
+		registry:  registry,
+		hooks:     NewHookRegistry(),
+		mcpServer: server.NewMCPServer("resolvemcp", "1.0.0"),
+		name:      "resolvemcp",
+		version:   "1.0.0",
+	}
+}
+
+// Hooks returns the hook registry.
+func (h *Handler) Hooks() *HookRegistry {
+	return h.hooks
+}
+
+// GetDatabase returns the underlying database.
+func (h *Handler) GetDatabase() common.Database {
+	return h.db
+}
+
+// MCPServer returns the underlying MCP server, e.g. to add custom tools.
+func (h *Handler) MCPServer() *server.MCPServer {
+	return h.mcpServer
+}
+
+// RegisterModel registers a model and immediately exposes it as MCP tools and a resource.
+func (h *Handler) RegisterModel(schema, entity string, model interface{}) error {
+	fullName := buildModelName(schema, entity)
+	if err := h.registry.RegisterModel(fullName, model); err != nil {
+		return err
+	}
+	registerModelTools(h, schema, entity, model)
+	return nil
+}
+
+// buildModelName builds the registry key for a model (same format as resolvespec).
+func buildModelName(schema, entity string) string {
+	if schema == "" {
+		return entity
+	}
+	return fmt.Sprintf("%s.%s", schema, entity)
+}
+
+// getTableName returns the fully qualified table name for a model.
+func (h *Handler) getTableName(schema, entity string, model interface{}) string {
+	schemaName, tableName := h.getSchemaAndTable(schema, entity, model)
+	if schemaName != "" {
+		if h.db.DriverName() == "sqlite" {
+			return fmt.Sprintf("%s_%s", schemaName, tableName)
+		}
+		return fmt.Sprintf("%s.%s", schemaName, tableName)
+	}
+	return tableName
+}
+
+func (h *Handler) getSchemaAndTable(defaultSchema, entity string, model interface{}) (schema, table string) {
+	if tableProvider, ok := model.(common.TableNameProvider); ok {
+		tableName := tableProvider.TableName()
+		if idx := strings.LastIndex(tableName, "."); idx != -1 {
+			return tableName[:idx], tableName[idx+1:]
+		}
+		if schemaProvider, ok := model.(common.SchemaProvider); ok {
+			return schemaProvider.SchemaName(), tableName
+		}
+		return defaultSchema, tableName
+	}
+	if schemaProvider, ok := model.(common.SchemaProvider); ok {
+		return schemaProvider.SchemaName(), entity
+	}
+	return defaultSchema, entity
+}
+
+// executeRead reads records from the database and returns raw data + metadata.
+func (h *Handler) executeRead(ctx context.Context, schema, entity, id string, options common.RequestOptions) (interface{}, *common.Metadata, error) {
+	model, err := h.registry.GetModelByEntity(schema, entity)
+	if err != nil {
+		return nil, nil, fmt.Errorf("model not found: %w", err)
+	}
+
+	unwrapped, err := common.ValidateAndUnwrapModel(model)
+	if err != nil {
+		return nil, nil, fmt.Errorf("invalid model: %w", err)
+	}
+
+	model = unwrapped.Model
+	modelType := unwrapped.ModelType
+	tableName := h.getTableName(schema, entity, model)
+	ctx = withRequestData(ctx, schema, entity, tableName, model, unwrapped.ModelPtr)
+
+	validator := common.NewColumnValidator(model)
+	options = validator.FilterRequestOptions(options)
+
+	// BeforeHandle hook
+	hookCtx := &HookContext{
+		Context:   ctx,
+		Handler:   h,
+		Schema:    schema,
+		Entity:    entity,
+		Model:     model,
+		Operation: "read",
+		Options:   options,
+		ID:        id,
+		Tx:        h.db,
+	}
+	if err := h.hooks.Execute(BeforeHandle, hookCtx); err != nil {
+		return nil, nil, err
+	}
+
+	sliceType := reflect.SliceOf(reflect.PointerTo(modelType))
+	modelPtr := reflect.New(sliceType).Interface()
+
+	query := h.db.NewSelect().Model(modelPtr)
+
+	tempInstance := reflect.New(modelType).Interface()
+	if provider, ok := tempInstance.(common.TableNameProvider); !ok || provider.TableName() == "" {
+		query = query.Table(tableName)
+	}
+
+	// Column selection
+	if len(options.Columns) == 0 && len(options.ComputedColumns) > 0 {
+		options.Columns = reflection.GetSQLModelColumns(model)
+	}
+	for _, col := range options.Columns {
+		query = query.Column(reflection.ExtractSourceColumn(col))
+	}
+	for _, cu := range options.ComputedColumns {
+		query = query.ColumnExpr(fmt.Sprintf("(%s) AS %s", cu.Expression, cu.Name))
+	}
+
+	// Preloads
+	if len(options.Preload) > 0 {
+		var err error
+		query, err = h.applyPreloads(model, query, options.Preload)
+		if err != nil {
+			return nil, nil, fmt.Errorf("failed to apply preloads: %w", err)
+		}
+	}
+
+	// Filters
+	query = h.applyFilters(query, options.Filters)
+
+	// Custom operators
+	for _, customOp := range options.CustomOperators {
+		query = query.Where(customOp.SQL)
+	}
+
+	// Sorting
+	for _, sort := range options.Sort {
+		direction := "ASC"
+		if strings.EqualFold(sort.Direction, "desc") {
+			direction = "DESC"
+		}
+		query = query.Order(fmt.Sprintf("%s %s", sort.Column, direction))
+	}
+
+	// Cursor pagination
+	if options.CursorForward != "" || options.CursorBackward != "" {
+		pkName := reflection.GetPrimaryKeyName(model)
+		modelColumns := reflection.GetModelColumns(model)
+
+		if len(options.Sort) == 0 {
+			options.Sort = []common.SortOption{{Column: pkName, Direction: "ASC"}}
+		}
+
+		// expandJoins is empty for resolvemcp — no custom SQL join support yet
+		cursorFilter, err := getCursorFilter(tableName, pkName, modelColumns, options, nil)
+		if err != nil {
+			return nil, nil, fmt.Errorf("cursor error: %w", err)
+		}
+
+		if cursorFilter != "" {
+			sanitized := common.SanitizeWhereClause(cursorFilter, reflection.ExtractTableNameOnly(tableName), &options)
+			sanitized = common.EnsureOuterParentheses(sanitized)
+			if sanitized != "" {
+				query = query.Where(sanitized)
+			}
+		}
+	}
+
+	// Count
+	total, err := query.Count(ctx)
+	if err != nil {
+		return nil, nil, fmt.Errorf("error counting records: %w", err)
+	}
+
+	// Pagination
+	if options.Limit != nil && *options.Limit > 0 {
+		query = query.Limit(*options.Limit)
+	}
+	if options.Offset != nil && *options.Offset > 0 {
+		query = query.Offset(*options.Offset)
+	}
+
+	// BeforeRead hook
+	hookCtx.Query = query
+	if err := h.hooks.Execute(BeforeRead, hookCtx); err != nil {
+		return nil, nil, err
+	}
+
+	var data interface{}
+	if id != "" {
+		singleResult := reflect.New(modelType).Interface()
+		pkName := reflection.GetPrimaryKeyName(singleResult)
+		query = query.Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+		if err := query.Scan(ctx, singleResult); err != nil {
+			if err == sql.ErrNoRows {
+				return nil, nil, fmt.Errorf("record not found")
+			}
+			return nil, nil, fmt.Errorf("query error: %w", err)
+		}
+		data = singleResult
+	} else {
+		if err := query.Scan(ctx, modelPtr); err != nil {
+			return nil, nil, fmt.Errorf("query error: %w", err)
+		}
+		data = reflect.ValueOf(modelPtr).Elem().Interface()
+	}
+
+	limit := 0
+	offset := 0
+	if options.Limit != nil {
+		limit = *options.Limit
+	}
+	if options.Offset != nil {
+		offset = *options.Offset
+	}
+
+	// Count is the number of records in this page, not the total.
+	var pageCount int64
+	if id != "" {
+		pageCount = 1
+	} else {
+		pageCount = int64(reflect.ValueOf(data).Len())
+	}
+
+	metadata := &common.Metadata{
+		Total:    int64(total),
+		Filtered: int64(total),
+		Count:    pageCount,
+		Limit:    limit,
+		Offset:   offset,
+	}
+
+	// AfterRead hook
+	hookCtx.Result = data
+	if err := h.hooks.Execute(AfterRead, hookCtx); err != nil {
+		return nil, nil, err
+	}
+
+	return data, metadata, nil
+}
+
+// executeCreate inserts one or more records.
+func (h *Handler) executeCreate(ctx context.Context, schema, entity string, data interface{}) (interface{}, error) {
+	model, err := h.registry.GetModelByEntity(schema, entity)
+	if err != nil {
+		return nil, fmt.Errorf("model not found: %w", err)
+	}
+
+	result, err := common.ValidateAndUnwrapModel(model)
+	if err != nil {
+		return nil, fmt.Errorf("invalid model: %w", err)
+	}
+
+	model = result.Model
+	tableName := h.getTableName(schema, entity, model)
+	ctx = withRequestData(ctx, schema, entity, tableName, model, result.ModelPtr)
+
+	hookCtx := &HookContext{
+		Context:   ctx,
+		Handler:   h,
+		Schema:    schema,
+		Entity:    entity,
+		Model:     model,
+		Operation: "create",
+		Data:      data,
+		Tx:        h.db,
+	}
+	if err := h.hooks.Execute(BeforeHandle, hookCtx); err != nil {
+		return nil, err
+	}
+	if err := h.hooks.Execute(BeforeCreate, hookCtx); err != nil {
+		return nil, err
+	}
+
+	// Use potentially modified data
+	data = hookCtx.Data
+
+	switch v := data.(type) {
+	case map[string]interface{}:
+		query := h.db.NewInsert().Table(tableName)
+		for key, value := range v {
+			query = query.Value(key, value)
+		}
+		if _, err := query.Exec(ctx); err != nil {
+			return nil, fmt.Errorf("create error: %w", err)
+		}
+		hookCtx.Result = v
+		if err := h.hooks.Execute(AfterCreate, hookCtx); err != nil {
+			return nil, fmt.Errorf("AfterCreate hook failed: %w", err)
+		}
+		return v, nil
+
+	case []interface{}:
+		results := make([]interface{}, 0, len(v))
+		err := h.db.RunInTransaction(ctx, func(tx common.Database) error {
+			for _, item := range v {
+				itemMap, ok := item.(map[string]interface{})
+				if !ok {
+					return fmt.Errorf("each item must be an object")
+				}
+				q := tx.NewInsert().Table(tableName)
+				for key, value := range itemMap {
+					q = q.Value(key, value)
+				}
+				if _, err := q.Exec(ctx); err != nil {
+					return err
+				}
+				results = append(results, item)
+			}
+			return nil
+		})
+		if err != nil {
+			return nil, fmt.Errorf("batch create error: %w", err)
+		}
+		hookCtx.Result = results
+		if err := h.hooks.Execute(AfterCreate, hookCtx); err != nil {
+			return nil, fmt.Errorf("AfterCreate hook failed: %w", err)
+		}
+		return results, nil
+
+	default:
+		return nil, fmt.Errorf("data must be an object or array of objects")
+	}
+}
+
+// executeUpdate updates a record by ID.
+func (h *Handler) executeUpdate(ctx context.Context, schema, entity, id string, data interface{}) (interface{}, error) {
+	model, err := h.registry.GetModelByEntity(schema, entity)
+	if err != nil {
+		return nil, fmt.Errorf("model not found: %w", err)
+	}
+
+	result, err := common.ValidateAndUnwrapModel(model)
+	if err != nil {
+		return nil, fmt.Errorf("invalid model: %w", err)
+	}
+
+	model = result.Model
+	tableName := h.getTableName(schema, entity, model)
+	ctx = withRequestData(ctx, schema, entity, tableName, model, result.ModelPtr)
+
+	updates, ok := data.(map[string]interface{})
+	if !ok {
+		return nil, fmt.Errorf("data must be an object")
+	}
+
+	if id == "" {
+		if idVal, exists := updates["id"]; exists {
+			id = fmt.Sprintf("%v", idVal)
+		}
+	}
+	if id == "" {
+		return nil, fmt.Errorf("update requires an ID")
+	}
+
+	pkName := reflection.GetPrimaryKeyName(model)
+
+	var updateResult interface{}
+	err = h.db.RunInTransaction(ctx, func(tx common.Database) error {
+		// Read existing record
+		modelType := reflect.TypeOf(model)
+		if modelType.Kind() == reflect.Ptr {
+			modelType = modelType.Elem()
+		}
+		existingRecord := reflect.New(modelType).Interface()
+		selectQuery := tx.NewSelect().Model(existingRecord).Column("*").
+			Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+
+		if err := selectQuery.ScanModel(ctx); err != nil {
+			if err == sql.ErrNoRows {
+				return fmt.Errorf("no records found to update")
+			}
+			return fmt.Errorf("error fetching existing record: %w", err)
+		}
+
+		// Convert to map
+		existingMap := make(map[string]interface{})
+		jsonData, err := json.Marshal(existingRecord)
+		if err != nil {
+			return fmt.Errorf("error marshaling existing record: %w", err)
+		}
+		if err := json.Unmarshal(jsonData, &existingMap); err != nil {
+			return fmt.Errorf("error unmarshaling existing record: %w", err)
+		}
+
+		hookCtx := &HookContext{
+			Context:   ctx,
+			Handler:   h,
+			Schema:    schema,
+			Entity:    entity,
+			Model:     model,
+			Operation: "update",
+			ID:        id,
+			Data:      updates,
+			Tx:        tx,
+		}
+		if err := h.hooks.Execute(BeforeUpdate, hookCtx); err != nil {
+			return err
+		}
+		if modifiedData, ok := hookCtx.Data.(map[string]interface{}); ok {
+			updates = modifiedData
+		}
+
+		// Merge non-nil, non-empty values
+		for key, newValue := range updates {
+			if newValue == nil {
+				continue
+			}
+			if strVal, ok := newValue.(string); ok && strVal == "" {
+				continue
+			}
+			existingMap[key] = newValue
+		}
+
+		q := tx.NewUpdate().Table(tableName).SetMap(existingMap).
+			Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+		res, err := q.Exec(ctx)
+		if err != nil {
+			return fmt.Errorf("error updating record: %w", err)
+		}
+		if res.RowsAffected() == 0 {
+			return fmt.Errorf("no records found to update")
+		}
+
+		updateResult = existingMap
+		hookCtx.Result = updateResult
+		return h.hooks.Execute(AfterUpdate, hookCtx)
+	})
+
+	if err != nil {
+		return nil, err
+	}
+	return updateResult, nil
+}
+
+// executeDelete deletes a record by ID.
+func (h *Handler) executeDelete(ctx context.Context, schema, entity, id string) (interface{}, error) {
+	if id == "" {
+		return nil, fmt.Errorf("delete requires an ID")
+	}
+
+	model, err := h.registry.GetModelByEntity(schema, entity)
+	if err != nil {
+		return nil, fmt.Errorf("model not found: %w", err)
+	}
+
+	result, err := common.ValidateAndUnwrapModel(model)
+	if err != nil {
+		return nil, fmt.Errorf("invalid model: %w", err)
+	}
+
+	model = result.Model
+	tableName := h.getTableName(schema, entity, model)
+	ctx = withRequestData(ctx, schema, entity, tableName, model, result.ModelPtr)
+
+	pkName := reflection.GetPrimaryKeyName(model)
+
+	hookCtx := &HookContext{
+		Context:   ctx,
+		Handler:   h,
+		Schema:    schema,
+		Entity:    entity,
+		Model:     model,
+		Operation: "delete",
+		ID:        id,
+		Tx:        h.db,
+	}
+	if err := h.hooks.Execute(BeforeHandle, hookCtx); err != nil {
+		return nil, err
+	}
+	if err := h.hooks.Execute(BeforeDelete, hookCtx); err != nil {
+		return nil, err
+	}
+
+	modelType := reflect.TypeOf(model)
+	if modelType.Kind() == reflect.Ptr {
+		modelType = modelType.Elem()
+	}
+
+	var recordToDelete interface{}
+
+	err = h.db.RunInTransaction(ctx, func(tx common.Database) error {
+		record := reflect.New(modelType).Interface()
+		selectQuery := tx.NewSelect().Model(record).
+			Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+		if err := selectQuery.ScanModel(ctx); err != nil {
+			if err == sql.ErrNoRows {
+				return fmt.Errorf("record not found")
+			}
+			return fmt.Errorf("error fetching record: %w", err)
+		}
+
+		res, err := tx.NewDelete().Table(tableName).
+			Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id).
+			Exec(ctx)
+		if err != nil {
+			return fmt.Errorf("delete error: %w", err)
+		}
+		if res.RowsAffected() == 0 {
+			return fmt.Errorf("record not found or already deleted")
+		}
+
+		recordToDelete = record
+		hookCtx.Tx = tx
+		hookCtx.Result = record
+		return h.hooks.Execute(AfterDelete, hookCtx)
+	})
+	if err != nil {
+		return nil, err
+	}
+
+	logger.Info("[resolvemcp] Deleted record %s from %s.%s", id, schema, entity)
+	return recordToDelete, nil
+}
+
+// applyFilters applies all filters with OR grouping logic.
+func (h *Handler) applyFilters(query common.SelectQuery, filters []common.FilterOption) common.SelectQuery {
+	if len(filters) == 0 {
+		return query
+	}
+
+	i := 0
+	for i < len(filters) {
+		startORGroup := i+1 < len(filters) && strings.EqualFold(filters[i+1].LogicOperator, "OR")
+
+		if startORGroup {
+			orGroup := []common.FilterOption{filters[i]}
+			j := i + 1
+			for j < len(filters) && strings.EqualFold(filters[j].LogicOperator, "OR") {
+				orGroup = append(orGroup, filters[j])
+				j++
+			}
+			query = h.applyFilterGroup(query, orGroup)
+			i = j
+		} else {
+			condition, args := h.buildFilterCondition(filters[i])
+			if condition != "" {
+				query = query.Where(condition, args...)
+			}
+			i++
+		}
+	}
+
+	return query
+}
+
+func (h *Handler) applyFilterGroup(query common.SelectQuery, filters []common.FilterOption) common.SelectQuery {
+	var conditions []string
+	var args []interface{}
+
+	for _, filter := range filters {
+		condition, filterArgs := h.buildFilterCondition(filter)
+		if condition != "" {
+			conditions = append(conditions, condition)
+			args = append(args, filterArgs...)
+		}
+	}
+
+	if len(conditions) == 0 {
+		return query
+	}
+	if len(conditions) == 1 {
+		return query.Where(conditions[0], args...)
+	}
+	return query.Where("("+strings.Join(conditions, " OR ")+")", args...)
+}
+
+func (h *Handler) buildFilterCondition(filter common.FilterOption) (string, []interface{}) {
+	switch filter.Operator {
+	case "eq", "=":
+		return fmt.Sprintf("%s = ?", filter.Column), []interface{}{filter.Value}
+	case "neq", "!=", "<>":
+		return fmt.Sprintf("%s != ?", filter.Column), []interface{}{filter.Value}
+	case "gt", ">":
+		return fmt.Sprintf("%s > ?", filter.Column), []interface{}{filter.Value}
+	case "gte", ">=":
+		return fmt.Sprintf("%s >= ?", filter.Column), []interface{}{filter.Value}
+	case "lt", "<":
+		return fmt.Sprintf("%s < ?", filter.Column), []interface{}{filter.Value}
+	case "lte", "<=":
+		return fmt.Sprintf("%s <= ?", filter.Column), []interface{}{filter.Value}
+	case "like":
+		return fmt.Sprintf("%s LIKE ?", filter.Column), []interface{}{filter.Value}
+	case "ilike":
+		return fmt.Sprintf("%s ILIKE ?", filter.Column), []interface{}{filter.Value}
+	case "in":
+		condition, args := common.BuildInCondition(filter.Column, filter.Value)
+		return condition, args
+	case "is_null":
+		return fmt.Sprintf("%s IS NULL", filter.Column), nil
+	case "is_not_null":
+		return fmt.Sprintf("%s IS NOT NULL", filter.Column), nil
+	}
+	return "", nil
+}
+
+func (h *Handler) applyPreloads(model interface{}, query common.SelectQuery, preloads []common.PreloadOption) (common.SelectQuery, error) {
+	for _, preload := range preloads {
+		if preload.Relation == "" {
+			continue
+		}
+		query = query.PreloadRelation(preload.Relation)
+	}
+	return query, nil
+}

pkg/resolvemcp/hooks.go

@@ -0,0 +1,113 @@
+package resolvemcp
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+	"github.com/bitechdev/ResolveSpec/pkg/logger"
+)
+
+// HookType defines the type of hook to execute
+type HookType string
+
+const (
+	// BeforeHandle fires after model resolution, before operation dispatch.
+	BeforeHandle HookType = "before_handle"
+
+	BeforeRead HookType = "before_read"
+	AfterRead  HookType = "after_read"
+
+	BeforeCreate HookType = "before_create"
+	AfterCreate  HookType = "after_create"
+
+	BeforeUpdate HookType = "before_update"
+	AfterUpdate  HookType = "after_update"
+
+	BeforeDelete HookType = "before_delete"
+	AfterDelete  HookType = "after_delete"
+)
+
+// HookContext contains all the data available to a hook
+type HookContext struct {
+	Context      context.Context
+	Handler      *Handler
+	Schema       string
+	Entity       string
+	Model        interface{}
+	Options      common.RequestOptions
+	Operation    string
+	ID           string
+	Data         interface{}
+	Result       interface{}
+	Error        error
+	Query        common.SelectQuery
+	Abort        bool
+	AbortMessage string
+	AbortCode    int
+	Tx           common.Database
+}
+
+// HookFunc is the signature for hook functions
+type HookFunc func(*HookContext) error
+
+// HookRegistry manages all registered hooks
+type HookRegistry struct {
+	hooks map[HookType][]HookFunc
+}
+
+func NewHookRegistry() *HookRegistry {
+	return &HookRegistry{
+		hooks: make(map[HookType][]HookFunc),
+	}
+}
+
+func (r *HookRegistry) Register(hookType HookType, hook HookFunc) {
+	if r.hooks == nil {
+		r.hooks = make(map[HookType][]HookFunc)
+	}
+	r.hooks[hookType] = append(r.hooks[hookType], hook)
+	logger.Info("Registered resolvemcp hook for %s (total: %d)", hookType, len(r.hooks[hookType]))
+}
+
+func (r *HookRegistry) RegisterMultiple(hookTypes []HookType, hook HookFunc) {
+	for _, hookType := range hookTypes {
+		r.Register(hookType, hook)
+	}
+}
+
+func (r *HookRegistry) Execute(hookType HookType, ctx *HookContext) error {
+	hooks, exists := r.hooks[hookType]
+	if !exists || len(hooks) == 0 {
+		return nil
+	}
+
+	logger.Debug("Executing %d resolvemcp hook(s) for %s", len(hooks), hookType)
+
+	for i, hook := range hooks {
+		if err := hook(ctx); err != nil {
+			logger.Error("resolvemcp hook %d for %s failed: %v", i+1, hookType, err)
+			return fmt.Errorf("hook execution failed: %w", err)
+		}
+
+		if ctx.Abort {
+			logger.Warn("resolvemcp hook %d for %s requested abort: %s", i+1, hookType, ctx.AbortMessage)
+			return fmt.Errorf("operation aborted by hook: %s", ctx.AbortMessage)
+		}
+	}
+
+	return nil
+}
+
+func (r *HookRegistry) Clear(hookType HookType) {
+	delete(r.hooks, hookType)
+}
+
+func (r *HookRegistry) ClearAll() {
+	r.hooks = make(map[HookType][]HookFunc)
+}
+
+func (r *HookRegistry) HasHooks(hookType HookType) bool {
+	hooks, exists := r.hooks[hookType]
+	return exists && len(hooks) > 0
+}

pkg/resolvemcp/resolvemcp.go

@@ -0,0 +1,83 @@
+// Package resolvemcp exposes registered database models as Model Context Protocol (MCP) tools
+// and resources over HTTP/SSE transport.
+//
+// It mirrors the resolvespec package patterns:
+//   - Same model registration API
+//   - Same filter, sort, cursor pagination, preload options
+//   - Same lifecycle hook system
+//
+// Usage:
+//
+//	handler := resolvemcp.NewHandlerWithGORM(db)
+//	handler.RegisterModel("public", "users", &User{})
+//
+//	r := mux.NewRouter()
+//	resolvemcp.SetupMuxRoutes(r, handler, "http://localhost:8080")
+package resolvemcp
+
+import (
+	"net/http"
+
+	"github.com/gorilla/mux"
+	"github.com/mark3labs/mcp-go/server"
+	"github.com/uptrace/bun"
+	"gorm.io/gorm"
+
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+	"github.com/bitechdev/ResolveSpec/pkg/common/adapters/database"
+	"github.com/bitechdev/ResolveSpec/pkg/modelregistry"
+)
+
+// NewHandlerWithGORM creates a Handler backed by a GORM database connection.
+func NewHandlerWithGORM(db *gorm.DB) *Handler {
+	return NewHandler(database.NewGormAdapter(db), modelregistry.NewModelRegistry())
+}
+
+// NewHandlerWithBun creates a Handler backed by a Bun database connection.
+func NewHandlerWithBun(db *bun.DB) *Handler {
+	return NewHandler(database.NewBunAdapter(db), modelregistry.NewModelRegistry())
+}
+
+// NewHandlerWithDB creates a Handler using an existing common.Database and a new registry.
+func NewHandlerWithDB(db common.Database) *Handler {
+	return NewHandler(db, modelregistry.NewModelRegistry())
+}
+
+// SetupMuxRoutes mounts the MCP HTTP/SSE endpoints on the given Gorilla Mux router.
+//
+// baseURL is the public-facing base URL of the server (e.g. "http://localhost:8080").
+// It is sent to MCP clients during the SSE handshake so they know where to POST messages.
+//
+// Two routes are registered:
+//   - GET  /mcp/sse     — SSE connection endpoint (client subscribes here)
+//   - POST /mcp/message — JSON-RPC message endpoint (client sends requests here)
+//
+// To protect these routes with authentication, wrap the mux router or apply middleware
+// before calling SetupMuxRoutes.
+func SetupMuxRoutes(muxRouter *mux.Router, handler *Handler, baseURL string) {
+	sseServer := server.NewSSEServer(
+		handler.mcpServer,
+		server.WithBaseURL(baseURL),
+		server.WithBasePath("/mcp"),
+	)
+
+	muxRouter.Handle("/mcp/sse", sseServer.SSEHandler()).Methods("GET", "OPTIONS")
+	muxRouter.Handle("/mcp/message", sseServer.MessageHandler()).Methods("POST", "OPTIONS")
+
+	// Convenience: also expose the full SSE server at /mcp for clients that
+	// use ServeHTTP directly (e.g. net/http default mux).
+	muxRouter.PathPrefix("/mcp").Handler(http.StripPrefix("/mcp", sseServer))
+}
+
+// NewSSEServer creates an *server.SSEServer that can be mounted manually,
+// useful when integrating with non-Mux routers or adding extra middleware.
+//
+//	sseServer := resolvemcp.NewSSEServer(handler, "http://localhost:8080", "/mcp")
+//	http.Handle("/mcp/", http.StripPrefix("/mcp", sseServer))
+func NewSSEServer(handler *Handler, baseURL, basePath string) *server.SSEServer {
+	return server.NewSSEServer(
+		handler.mcpServer,
+		server.WithBaseURL(baseURL),
+		server.WithBasePath(basePath),
+	)
+}

pkg/resolvemcp/tools.go

@@ -0,0 +1,692 @@
+package resolvemcp
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"reflect"
+	"strings"
+
+	"github.com/mark3labs/mcp-go/mcp"
+
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+	"github.com/bitechdev/ResolveSpec/pkg/logger"
+	"github.com/bitechdev/ResolveSpec/pkg/reflection"
+)
+
+// toolName builds the MCP tool name for a given operation and model.
+func toolName(operation, schema, entity string) string {
+	if schema == "" {
+		return fmt.Sprintf("%s_%s", operation, entity)
+	}
+	return fmt.Sprintf("%s_%s_%s", operation, schema, entity)
+}
+
+// registerModelTools registers the four CRUD tools and resource for a model.
+func registerModelTools(h *Handler, schema, entity string, model interface{}) {
+	info := buildModelInfo(schema, entity, model)
+	registerReadTool(h, schema, entity, info)
+	registerCreateTool(h, schema, entity, info)
+	registerUpdateTool(h, schema, entity, info)
+	registerDeleteTool(h, schema, entity, info)
+	registerModelResource(h, schema, entity, info)
+
+	logger.Info("[resolvemcp] Registered MCP tools for %s", info.fullName)
+}
+
+// --------------------------------------------------------------------------
+// Model introspection
+// --------------------------------------------------------------------------
+
+// modelInfo holds pre-computed metadata for a model used in tool descriptions.
+type modelInfo struct {
+	fullName      string // e.g. "public.users"
+	pkName        string // e.g. "id"
+	columns       []columnInfo
+	relationNames []string
+	schemaDoc     string // formatted multi-line schema listing
+}
+
+type columnInfo struct {
+	jsonName  string
+	sqlName   string
+	goType    string
+	sqlType   string
+	isPrimary bool
+	isUnique  bool
+	isFK      bool
+	nullable  bool
+}
+
+// buildModelInfo extracts column metadata and pre-builds the schema documentation string.
+func buildModelInfo(schema, entity string, model interface{}) modelInfo {
+	info := modelInfo{
+		fullName: buildModelName(schema, entity),
+		pkName:   reflection.GetPrimaryKeyName(model),
+	}
+
+	// Unwrap to base struct type
+	modelType := reflect.TypeOf(model)
+	for modelType != nil && (modelType.Kind() == reflect.Ptr || modelType.Kind() == reflect.Slice) {
+		modelType = modelType.Elem()
+	}
+	if modelType == nil || modelType.Kind() != reflect.Struct {
+		return info
+	}
+
+	details := reflection.GetModelColumnDetail(reflect.New(modelType).Elem())
+
+	for _, d := range details {
+		// Derive the JSON name from the struct field
+		jsonName := fieldJSONName(modelType, d.Name)
+		if jsonName == "" || jsonName == "-" {
+			continue
+		}
+
+		// Skip relation fields (slice or user-defined struct that isn't time.Time).
+		fieldType, found := modelType.FieldByName(d.Name)
+		if found {
+			ft := fieldType.Type
+			if ft.Kind() == reflect.Ptr {
+				ft = ft.Elem()
+			}
+			isUserStruct := ft.Kind() == reflect.Struct && ft.Name() != "Time" && ft.PkgPath() != ""
+			if ft.Kind() == reflect.Slice || isUserStruct {
+				info.relationNames = append(info.relationNames, jsonName)
+				continue
+			}
+		}
+
+		sqlName := d.SQLName
+		if sqlName == "" {
+			sqlName = jsonName
+		}
+
+		// Derive Go type name, unwrapping pointer if needed.
+		goType := d.DataType
+		if goType == "" && found {
+			ft := fieldType.Type
+			for ft.Kind() == reflect.Ptr {
+				ft = ft.Elem()
+			}
+			goType = ft.Name()
+		}
+
+		// isPrimary: use both the GORM-tag detection and a name comparison against
+		// the known primary key (handles camelCase "primaryKey" tags correctly).
+		isPrimary := d.SQLKey == "primary_key" ||
+			(info.pkName != "" && (sqlName == info.pkName || jsonName == info.pkName))
+
+		ci := columnInfo{
+			jsonName:  jsonName,
+			sqlName:   sqlName,
+			goType:    goType,
+			sqlType:   d.SQLDataType,
+			isPrimary: isPrimary,
+			isUnique:  d.SQLKey == "unique" || d.SQLKey == "uniqueindex",
+			isFK:      d.SQLKey == "foreign_key",
+			nullable:  d.Nullable,
+		}
+		info.columns = append(info.columns, ci)
+	}
+
+	info.schemaDoc = buildSchemaDoc(info)
+	return info
+}
+
+// fieldJSONName returns the JSON tag name for a struct field, falling back to the field name.
+func fieldJSONName(modelType reflect.Type, fieldName string) string {
+	field, ok := modelType.FieldByName(fieldName)
+	if !ok {
+		return fieldName
+	}
+	tag := field.Tag.Get("json")
+	if tag == "" {
+		return fieldName
+	}
+	parts := strings.SplitN(tag, ",", 2)
+	if parts[0] == "" {
+		return fieldName
+	}
+	return parts[0]
+}
+
+// buildSchemaDoc builds a human-readable column listing for inclusion in tool descriptions.
+func buildSchemaDoc(info modelInfo) string {
+	if len(info.columns) == 0 {
+		return ""
+	}
+
+	var sb strings.Builder
+	sb.WriteString("Columns:\n")
+	for _, c := range info.columns {
+		line := fmt.Sprintf("  • %s", c.jsonName)
+
+		typeDesc := c.goType
+		if c.sqlType != "" {
+			typeDesc = c.sqlType
+		}
+		if typeDesc != "" {
+			line += fmt.Sprintf(" (%s)", typeDesc)
+		}
+
+		var flags []string
+		if c.isPrimary {
+			flags = append(flags, "primary key")
+		}
+		if c.isUnique {
+			flags = append(flags, "unique")
+		}
+		if c.isFK {
+			flags = append(flags, "foreign key")
+		}
+		if !c.nullable && !c.isPrimary {
+			flags = append(flags, "not null")
+		} else if c.nullable {
+			flags = append(flags, "nullable")
+		}
+		if len(flags) > 0 {
+			line += " — " + strings.Join(flags, ", ")
+		}
+
+		sb.WriteString(line + "\n")
+	}
+
+	if len(info.relationNames) > 0 {
+		sb.WriteString("Relations (preloadable): " + strings.Join(info.relationNames, ", ") + "\n")
+	}
+
+	return sb.String()
+}
+
+// columnNameList returns a comma-separated list of JSON column names (for descriptions).
+func columnNameList(cols []columnInfo) string {
+	names := make([]string, len(cols))
+	for i, c := range cols {
+		names[i] = c.jsonName
+	}
+	return strings.Join(names, ", ")
+}
+
+// writableColumnNames returns JSON names for all non-primary-key columns.
+func writableColumnNames(cols []columnInfo) []string {
+	var names []string
+	for _, c := range cols {
+		if !c.isPrimary {
+			names = append(names, c.jsonName)
+		}
+	}
+	return names
+}
+
+// --------------------------------------------------------------------------
+// Read tool
+// --------------------------------------------------------------------------
+
+func registerReadTool(h *Handler, schema, entity string, info modelInfo) {
+	name := toolName("read", schema, entity)
+
+	var descParts []string
+	descParts = append(descParts, fmt.Sprintf("Read records from the '%s' database table.", info.fullName))
+	if info.pkName != "" {
+		descParts = append(descParts, fmt.Sprintf("Primary key: '%s'. Pass it via 'id' to fetch a single record.", info.pkName))
+	}
+	if info.schemaDoc != "" {
+		descParts = append(descParts, info.schemaDoc)
+	}
+	descParts = append(descParts,
+		"Pagination: use 'limit'/'offset' for offset-based paging, or 'cursor_forward'/'cursor_backward' (pass the primary key value of the last/first record on the current page) for cursor-based paging.",
+		"Filtering: each filter object requires 'column' (JSON field name) and 'operator'. Supported operators: = != > < >= <= like ilike in is_null is_not_null. Combine with 'logic_operator': AND (default) or OR.",
+		"Sorting: each sort object requires 'column' and 'direction' (asc or desc).",
+	)
+	if len(info.relationNames) > 0 {
+		descParts = append(descParts, fmt.Sprintf("Preloadable relations: %s. Pass relation name in 'preloads'.", strings.Join(info.relationNames, ", ")))
+	}
+
+	description := strings.Join(descParts, "\n\n")
+
+	filterDesc := `Array of filter objects. Example: [{"column":"status","operator":"=","value":"active"},{"column":"age","operator":">","value":18,"logic_operator":"AND"}]`
+	if len(info.columns) > 0 {
+		filterDesc += fmt.Sprintf(" Available columns: %s.", columnNameList(info.columns))
+	}
+
+	sortDesc := `Array of sort objects. Example: [{"column":"created_at","direction":"desc"}]`
+	if len(info.columns) > 0 {
+		sortDesc += fmt.Sprintf(" Available columns: %s.", columnNameList(info.columns))
+	}
+
+	tool := mcp.NewTool(name,
+		mcp.WithDescription(description),
+		mcp.WithString("id",
+			mcp.Description(fmt.Sprintf("Primary key (%s) of a single record to fetch. Omit to return multiple records.", info.pkName)),
+		),
+		mcp.WithNumber("limit",
+			mcp.Description("Maximum number of records to return per page. Recommended: 10–100."),
+		),
+		mcp.WithNumber("offset",
+			mcp.Description("Number of records to skip (for offset-based pagination). Use with 'limit'."),
+		),
+		mcp.WithString("cursor_forward",
+			mcp.Description(fmt.Sprintf("Cursor for the next page: pass the '%s' value of the last record on the current page. Requires 'sort' to be set.", info.pkName)),
+		),
+		mcp.WithString("cursor_backward",
+			mcp.Description(fmt.Sprintf("Cursor for the previous page: pass the '%s' value of the first record on the current page. Requires 'sort' to be set.", info.pkName)),
+		),
+		mcp.WithArray("columns",
+			mcp.Description(fmt.Sprintf("Columns to include in the result. Omit to return all columns. Available: %s.", columnNameList(info.columns))),
+		),
+		mcp.WithArray("omit_columns",
+			mcp.Description(fmt.Sprintf("Columns to exclude from the result. Available: %s.", columnNameList(info.columns))),
+		),
+		mcp.WithArray("filters",
+			mcp.Description(filterDesc),
+		),
+		mcp.WithArray("sort",
+			mcp.Description(sortDesc),
+		),
+		mcp.WithArray("preloads",
+			mcp.Description(buildPreloadDesc(info)),
+		),
+	)
+
+	h.mcpServer.AddTool(tool, func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
+		args := req.GetArguments()
+		id, _ := args["id"].(string)
+		options := parseRequestOptions(args)
+
+		data, metadata, err := h.executeRead(ctx, schema, entity, id, options)
+		if err != nil {
+			return mcp.NewToolResultError(err.Error()), nil
+		}
+
+		return marshalResult(map[string]interface{}{
+			"success":  true,
+			"data":     data,
+			"metadata": metadata,
+		})
+	})
+}
+
+func buildPreloadDesc(info modelInfo) string {
+	if len(info.relationNames) == 0 {
+		return `Array of relation preload objects. Each object: {"relation":"RelationName"}. No relations defined on this model.`
+	}
+	return fmt.Sprintf(
+		`Array of relation preload objects. Each object: {"relation":"RelationName","columns":["col1","col2"]}. Available relations: %s.`,
+		strings.Join(info.relationNames, ", "),
+	)
+}
+
+// --------------------------------------------------------------------------
+// Create tool
+// --------------------------------------------------------------------------
+
+func registerCreateTool(h *Handler, schema, entity string, info modelInfo) {
+	name := toolName("create", schema, entity)
+
+	writable := writableColumnNames(info.columns)
+
+	var descParts []string
+	descParts = append(descParts, fmt.Sprintf("Create one or more new records in the '%s' table.", info.fullName))
+	if len(writable) > 0 {
+		descParts = append(descParts, fmt.Sprintf("Writable fields: %s.", strings.Join(writable, ", ")))
+	}
+	if info.pkName != "" {
+		descParts = append(descParts, fmt.Sprintf("The primary key ('%s') is typically auto-generated — omit it unless you need to supply it explicitly.", info.pkName))
+	}
+	descParts = append(descParts,
+		"Pass a single JSON object to 'data' to create one record. Pass an array of objects to create multiple records in a single transaction (all succeed or all fail).",
+	)
+	if info.schemaDoc != "" {
+		descParts = append(descParts, info.schemaDoc)
+	}
+
+	description := strings.Join(descParts, "\n\n")
+
+	dataDesc := "Record fields to create."
+	if len(writable) > 0 {
+		dataDesc += fmt.Sprintf(" Writable fields: %s.", strings.Join(writable, ", "))
+	}
+	dataDesc += " Pass a single object or an array of objects."
+
+	tool := mcp.NewTool(name,
+		mcp.WithDescription(description),
+		mcp.WithObject("data",
+			mcp.Description(dataDesc),
+			mcp.Required(),
+		),
+	)
+
+	h.mcpServer.AddTool(tool, func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
+		args := req.GetArguments()
+		data, ok := args["data"]
+		if !ok {
+			return mcp.NewToolResultError("missing required argument: data"), nil
+		}
+
+		result, err := h.executeCreate(ctx, schema, entity, data)
+		if err != nil {
+			return mcp.NewToolResultError(err.Error()), nil
+		}
+
+		return marshalResult(map[string]interface{}{
+			"success": true,
+			"data":    result,
+		})
+	})
+}
+
+// --------------------------------------------------------------------------
+// Update tool
+// --------------------------------------------------------------------------
+
+func registerUpdateTool(h *Handler, schema, entity string, info modelInfo) {
+	name := toolName("update", schema, entity)
+
+	writable := writableColumnNames(info.columns)
+
+	var descParts []string
+	descParts = append(descParts, fmt.Sprintf("Update an existing record in the '%s' table.", info.fullName))
+	if info.pkName != "" {
+		descParts = append(descParts, fmt.Sprintf("Identify the record by its primary key ('%s') via the 'id' argument or by including '%s' inside 'data'.", info.pkName, info.pkName))
+	}
+	if len(writable) > 0 {
+		descParts = append(descParts, fmt.Sprintf("Updatable fields: %s.", strings.Join(writable, ", ")))
+	}
+	descParts = append(descParts,
+		"Only non-null, non-empty fields in 'data' are applied — existing values are preserved for fields you omit. Returns the merged record as stored.",
+	)
+	if info.schemaDoc != "" {
+		descParts = append(descParts, info.schemaDoc)
+	}
+
+	description := strings.Join(descParts, "\n\n")
+
+	idDesc := fmt.Sprintf("Primary key ('%s') of the record to update. Can also be included inside 'data'.", info.pkName)
+
+	dataDesc := "Fields to update (non-null, non-empty values are merged into the existing record)."
+	if len(writable) > 0 {
+		dataDesc += fmt.Sprintf(" Updatable fields: %s.", strings.Join(writable, ", "))
+	}
+
+	tool := mcp.NewTool(name,
+		mcp.WithDescription(description),
+		mcp.WithString("id",
+			mcp.Description(idDesc),
+		),
+		mcp.WithObject("data",
+			mcp.Description(dataDesc),
+			mcp.Required(),
+		),
+	)
+
+	h.mcpServer.AddTool(tool, func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
+		args := req.GetArguments()
+		id, _ := args["id"].(string)
+
+		data, ok := args["data"]
+		if !ok {
+			return mcp.NewToolResultError("missing required argument: data"), nil
+		}
+		dataMap, ok := data.(map[string]interface{})
+		if !ok {
+			return mcp.NewToolResultError("data must be an object"), nil
+		}
+
+		result, err := h.executeUpdate(ctx, schema, entity, id, dataMap)
+		if err != nil {
+			return mcp.NewToolResultError(err.Error()), nil
+		}
+
+		return marshalResult(map[string]interface{}{
+			"success": true,
+			"data":    result,
+		})
+	})
+}
+
+// --------------------------------------------------------------------------
+// Delete tool
+// --------------------------------------------------------------------------
+
+func registerDeleteTool(h *Handler, schema, entity string, info modelInfo) {
+	name := toolName("delete", schema, entity)
+
+	descParts := []string{
+		fmt.Sprintf("Delete a record from the '%s' table by its primary key.", info.fullName),
+	}
+	if info.pkName != "" {
+		descParts = append(descParts, fmt.Sprintf("Pass the '%s' value of the record to delete via the 'id' argument.", info.pkName))
+	}
+	descParts = append(descParts, "Returns the deleted record. This operation is irreversible.")
+
+	description := strings.Join(descParts, " ")
+
+	tool := mcp.NewTool(name,
+		mcp.WithDescription(description),
+		mcp.WithString("id",
+			mcp.Description(fmt.Sprintf("Primary key ('%s') of the record to delete.", info.pkName)),
+			mcp.Required(),
+		),
+	)
+
+	h.mcpServer.AddTool(tool, func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
+		args := req.GetArguments()
+		id, _ := args["id"].(string)
+
+		result, err := h.executeDelete(ctx, schema, entity, id)
+		if err != nil {
+			return mcp.NewToolResultError(err.Error()), nil
+		}
+
+		return marshalResult(map[string]interface{}{
+			"success": true,
+			"data":    result,
+		})
+	})
+}
+
+// --------------------------------------------------------------------------
+// Resource registration
+// --------------------------------------------------------------------------
+
+func registerModelResource(h *Handler, schema, entity string, info modelInfo) {
+	resourceURI := info.fullName
+
+	var resourceDesc strings.Builder
+	fmt.Fprintf(&resourceDesc, "Database table: %s", info.fullName)
+	if info.pkName != "" {
+		fmt.Fprintf(&resourceDesc, " (primary key: %s)", info.pkName)
+	}
+	if info.schemaDoc != "" {
+		resourceDesc.WriteString("\n\n")
+		resourceDesc.WriteString(info.schemaDoc)
+	}
+
+	resource := mcp.NewResource(
+		resourceURI,
+		entity,
+		mcp.WithResourceDescription(resourceDesc.String()),
+		mcp.WithMIMEType("application/json"),
+	)
+
+	h.mcpServer.AddResource(resource, func(ctx context.Context, req mcp.ReadResourceRequest) ([]mcp.ResourceContents, error) {
+		limit := 100
+		options := common.RequestOptions{Limit: &limit}
+
+		data, metadata, err := h.executeRead(ctx, schema, entity, "", options)
+		if err != nil {
+			return nil, err
+		}
+
+		payload := map[string]interface{}{
+			"data":     data,
+			"metadata": metadata,
+		}
+		jsonBytes, err := json.Marshal(payload)
+		if err != nil {
+			return nil, fmt.Errorf("error marshaling resource: %w", err)
+		}
+
+		return []mcp.ResourceContents{
+			mcp.TextResourceContents{
+				URI:      req.Params.URI,
+				MIMEType: "application/json",
+				Text:     string(jsonBytes),
+			},
+		}, nil
+	})
+}
+
+// --------------------------------------------------------------------------
+// Argument parsing helpers
+// --------------------------------------------------------------------------
+
+// parseRequestOptions converts raw MCP tool arguments into common.RequestOptions.
+func parseRequestOptions(args map[string]interface{}) common.RequestOptions {
+	options := common.RequestOptions{}
+
+	if v, ok := args["limit"]; ok {
+		switch n := v.(type) {
+		case float64:
+			limit := int(n)
+			options.Limit = &limit
+		case int:
+			options.Limit = &n
+		}
+	}
+
+	if v, ok := args["offset"]; ok {
+		switch n := v.(type) {
+		case float64:
+			offset := int(n)
+			options.Offset = &offset
+		case int:
+			options.Offset = &n
+		}
+	}
+
+	if v, ok := args["cursor_forward"].(string); ok {
+		options.CursorForward = v
+	}
+	if v, ok := args["cursor_backward"].(string); ok {
+		options.CursorBackward = v
+	}
+
+	options.Columns = parseStringArray(args["columns"])
+	options.OmitColumns = parseStringArray(args["omit_columns"])
+	options.Filters = parseFilters(args["filters"])
+	options.Sort = parseSortOptions(args["sort"])
+	options.Preload = parsePreloadOptions(args["preloads"])
+
+	return options
+}
+
+func parseStringArray(raw interface{}) []string {
+	if raw == nil {
+		return nil
+	}
+	items, ok := raw.([]interface{})
+	if !ok {
+		return nil
+	}
+	result := make([]string, 0, len(items))
+	for _, item := range items {
+		if s, ok := item.(string); ok {
+			result = append(result, s)
+		}
+	}
+	return result
+}
+
+func parseFilters(raw interface{}) []common.FilterOption {
+	if raw == nil {
+		return nil
+	}
+	items, ok := raw.([]interface{})
+	if !ok {
+		return nil
+	}
+	result := make([]common.FilterOption, 0, len(items))
+	for _, item := range items {
+		b, err := json.Marshal(item)
+		if err != nil {
+			continue
+		}
+		var f common.FilterOption
+		if err := json.Unmarshal(b, &f); err != nil {
+			continue
+		}
+		if f.Column == "" || f.Operator == "" {
+			continue
+		}
+		if strings.EqualFold(f.LogicOperator, "or") {
+			f.LogicOperator = "OR"
+		} else {
+			f.LogicOperator = "AND"
+		}
+		result = append(result, f)
+	}
+	return result
+}
+
+func parseSortOptions(raw interface{}) []common.SortOption {
+	if raw == nil {
+		return nil
+	}
+	items, ok := raw.([]interface{})
+	if !ok {
+		return nil
+	}
+	result := make([]common.SortOption, 0, len(items))
+	for _, item := range items {
+		b, err := json.Marshal(item)
+		if err != nil {
+			continue
+		}
+		var s common.SortOption
+		if err := json.Unmarshal(b, &s); err != nil {
+			continue
+		}
+		if s.Column == "" {
+			continue
+		}
+		result = append(result, s)
+	}
+	return result
+}
+
+func parsePreloadOptions(raw interface{}) []common.PreloadOption {
+	if raw == nil {
+		return nil
+	}
+	items, ok := raw.([]interface{})
+	if !ok {
+		return nil
+	}
+	result := make([]common.PreloadOption, 0, len(items))
+	for _, item := range items {
+		b, err := json.Marshal(item)
+		if err != nil {
+			continue
+		}
+		var p common.PreloadOption
+		if err := json.Unmarshal(b, &p); err != nil {
+			continue
+		}
+		if p.Relation == "" {
+			continue
+		}
+		result = append(result, p)
+	}
+	return result
+}
+
+// marshalResult marshals a value to JSON and returns it as an MCP text result.
+func marshalResult(v interface{}) (*mcp.CallToolResult, error) {
+	b, err := json.Marshal(v)
+	if err != nil {
+		return mcp.NewToolResultError(fmt.Sprintf("error marshaling result: %v", err)), nil
+	}
+	return mcp.NewToolResultText(string(b)), nil
+}

pkg/resolvespec/cursor.go

@@ -24,6 +24,7 @@ const (
 //   - pkName: primary key column (e.g. "id")
 //   - modelColumns: optional list of valid main-table columns (for validation). Pass nil to skip.
 //   - options: the request options containing sort and cursor information
+//   - expandJoins: optional map[alias]string of JOIN clauses for join-column sort support
 //
 // Returns SQL snippet to embed in WHERE clause.
 func GetCursorFilter(
@@ -31,6 +32,7 @@ func GetCursorFilter(
 	pkName string,
 	modelColumns []string,
 	options common.RequestOptions,
+	expandJoins map[string]string,
 ) (string, error) {
 	// Separate schema prefix from bare table name
 	fullTableName := tableName
@@ -58,6 +60,7 @@ func GetCursorFilter(
 	// 3. Prepare
 	// --------------------------------------------------------------------- //
 	var whereClauses []string
+	joinSQL := ""
 	reverse := direction < 0
 
 	// --------------------------------------------------------------------- //
@@ -69,7 +72,7 @@ func GetCursorFilter(
 			continue
 		}
 
-		// Parse: "created_at", "user.name", etc.
+		// Parse: "created_at", "user.name", "fn.sortorder", etc.
 		parts := strings.Split(col, ".")
 		field := strings.TrimSpace(parts[len(parts)-1])
 		prefix := strings.Join(parts[:len(parts)-1], ".")
@@ -82,7 +85,7 @@ func GetCursorFilter(
 		}
 
 		// Resolve column
-		cursorCol, targetCol, err := resolveColumn(
+		cursorCol, targetCol, isJoin, err := resolveColumn(
 			field, prefix, tableName, modelColumns,
 		)
 		if err != nil {
@@ -90,6 +93,22 @@ func GetCursorFilter(
 			continue
 		}
 
+		// Handle joins
+		if isJoin {
+			if expandJoins != nil {
+				if joinClause, ok := expandJoins[prefix]; ok {
+					jSQL, cRef := rewriteJoin(joinClause, tableName, prefix)
+					joinSQL = jSQL
+					cursorCol = cRef + "." + field
+					targetCol = prefix + "." + field
+				}
+			}
+			if cursorCol == "" {
+				logger.Warn("Skipping cursor sort column %q: join alias %q not in expandJoins", col, prefix)
+				continue
+			}
+		}
+
 		// Build inequality
 		op := "<"
 		if desc {
@@ -113,10 +132,12 @@ func GetCursorFilter(
 	query := fmt.Sprintf(`EXISTS (
   SELECT 1
   FROM %s cursor_select
+  %s
   WHERE cursor_select.%s = %s
     AND (%s)
 )`,
 		fullTableName,
+		joinSQL,
 		pkName,
 		cursorID,
 		orSQL,
@@ -137,35 +158,44 @@ func getActiveCursor(options common.RequestOptions) (id string, direction Cursor
 	return "", 0
 }
 
-// Helper: resolve column (main table only for now)
+// Helper: resolve column (main table or join)
 func resolveColumn(
 	field, prefix, tableName string,
 	modelColumns []string,
-) (cursorCol, targetCol string, err error) {
+) (cursorCol, targetCol string, isJoin bool, err error) {
 
 	// JSON field
 	if strings.Contains(field, "->") {
-		return "cursor_select." + field, tableName + "." + field, nil
+		return "cursor_select." + field, tableName + "." + field, false, nil
 	}
 
 	// Main table column
 	if modelColumns != nil {
 		for _, col := range modelColumns {
 			if strings.EqualFold(col, field) {
-				return "cursor_select." + field, tableName + "." + field, nil
+				return "cursor_select." + field, tableName + "." + field, false, nil
 			}
 		}
 	} else {
 		// No validation → allow all main-table fields
-		return "cursor_select." + field, tableName + "." + field, nil
+		return "cursor_select." + field, tableName + "." + field, false, nil
 	}
 
-	// Joined column (not supported in resolvespec yet)
+	// Joined column
 	if prefix != "" && prefix != tableName {
-		return "", "", fmt.Errorf("joined columns not supported in cursor pagination: %s", field)
+		return "", "", true, nil
 	}
 
-	return "", "", fmt.Errorf("invalid column: %s", field)
+	return "", "", false, fmt.Errorf("invalid column: %s", field)
+}
+
+// Helper: rewrite JOIN clause for cursor subquery
+func rewriteJoin(joinClause, mainTable, alias string) (joinSQL, cursorAlias string) {
+	joinSQL = strings.ReplaceAll(joinClause, mainTable+".", "cursor_select.")
+	cursorAlias = "cursor_select_" + alias
+	joinSQL = strings.ReplaceAll(joinSQL, " "+alias+" ", " "+cursorAlias+" ")
+	joinSQL = strings.ReplaceAll(joinSQL, " "+alias+".", " "+cursorAlias+".")
+	return joinSQL, cursorAlias
 }
 
 // ------------------------------------------------------------------------- //

pkg/resolvespec/cursor_test.go

@@ -20,7 +20,7 @@ func TestGetCursorFilter_Forward(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "title", "created_at", "user_id"}
 
-	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err != nil {
 		t.Fatalf("GetCursorFilter failed: %v", err)
 	}
@@ -65,7 +65,7 @@ func TestGetCursorFilter_Backward(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "title", "created_at", "user_id"}
 
-	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err != nil {
 		t.Fatalf("GetCursorFilter failed: %v", err)
 	}
@@ -96,7 +96,7 @@ func TestGetCursorFilter_NoCursor(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "title", "created_at"}
 
-	_, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	_, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err == nil {
 		t.Error("Expected error when no cursor is provided")
 	}
@@ -116,7 +116,7 @@ func TestGetCursorFilter_NoSort(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "title"}
 
-	_, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	_, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err == nil {
 		t.Error("Expected error when no sort columns are defined")
 	}
@@ -140,7 +140,7 @@ func TestGetCursorFilter_MultiColumnSort(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "title", "priority", "created_at"}
 
-	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err != nil {
 		t.Fatalf("GetCursorFilter failed: %v", err)
 	}
@@ -170,7 +170,7 @@ func TestGetCursorFilter_WithSchemaPrefix(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "name", "email"}
 
-	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err != nil {
 		t.Fatalf("GetCursorFilter failed: %v", err)
 	}
@@ -183,6 +183,37 @@ func TestGetCursorFilter_WithSchemaPrefix(t *testing.T) {
 	t.Logf("Generated cursor filter with schema: %s", filter)
 }
 
+func TestGetCursorFilter_LateralJoin(t *testing.T) {
+	lateralJoin := "inner join lateral  (\nselect string_agg(a.name, '.') as sortorder\nfrom tree(account.rid_account) r\ninner join account a on a.id = r.id\n) fn on true"
+
+	options := common.RequestOptions{
+		Sort:          []common.SortOption{{Column: "fn.sortorder", Direction: "ASC"}},
+		CursorForward: "8975",
+	}
+
+	tableName := "core.account"
+	pkName := "rid_account"
+	modelColumns := []string{"rid_account", "description", "pastelno"}
+	expandJoins := map[string]string{"fn": lateralJoin}
+
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, expandJoins)
+	if err != nil {
+		t.Fatalf("GetCursorFilter failed: %v", err)
+	}
+
+	t.Logf("Generated lateral cursor filter: %s", filter)
+
+	if !strings.Contains(filter, "cursor_select_fn") {
+		t.Errorf("Filter should reference cursor_select_fn alias, got: %s", filter)
+	}
+	if !strings.Contains(filter, "sortorder") {
+		t.Errorf("Filter should reference sortorder column, got: %s", filter)
+	}
+	if strings.Contains(filter, " <  ") || strings.Contains(filter, " >  ") {
+		t.Errorf("Filter should not contain empty comparison operators, got: %s", filter)
+	}
+}
+
 func TestGetActiveCursor(t *testing.T) {
 	tests := []struct {
 		name              string
@@ -288,18 +319,19 @@ func TestResolveColumn(t *testing.T) {
 			wantErr:      false,
 		},
 		{
-			name:         "Joined column (not supported)",
+			name:         "Joined column (isJoin=true, no error)",
 			field:        "name",
 			prefix:       "user",
 			tableName:    "posts",
 			modelColumns: []string{"id", "title"},
-			wantErr:      true,
+			wantErr:      false,
+			// cursorCol and targetCol are empty when isJoin=true; handled by caller
 		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			cursor, target, err := resolveColumn(tt.field, tt.prefix, tt.tableName, tt.modelColumns)
+			cursor, target, isJoin, err := resolveColumn(tt.field, tt.prefix, tt.tableName, tt.modelColumns)
 
 			if tt.wantErr {
 				if err == nil {
@@ -312,6 +344,14 @@ func TestResolveColumn(t *testing.T) {
 				t.Fatalf("Unexpected error: %v", err)
 			}
 
+			// For join columns, cursor/target are empty and isJoin=true
+			if isJoin {
+				if cursor != "" || target != "" {
+					t.Errorf("Expected empty cursor/target for join column, got %q / %q", cursor, target)
+				}
+				return
+			}
+
 			if cursor != tt.wantCursor {
 				t.Errorf("Expected cursor %q, got %q", tt.wantCursor, cursor)
 			}
@@ -362,7 +402,7 @@ func TestCursorFilter_SQL_Safety(t *testing.T) {
 	pkName := "id"
 	modelColumns := []string{"id", "created_at"}
 
-	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+	filter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 	if err != nil {
 		t.Fatalf("GetCursorFilter failed: %v", err)
 	}

pkg/resolvespec/handler.go

@@ -334,8 +334,8 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 			options.Sort = []common.SortOption{{Column: pkName, Direction: "ASC"}}
 		}
 
-		// Get cursor filter SQL
-		cursorFilter, err := GetCursorFilter(tableName, pkName, modelColumns, options)
+		// Get cursor filter SQL (expandJoins is empty for resolvespec — no custom SQL join support yet)
+		cursorFilter, err := GetCursorFilter(tableName, pkName, modelColumns, options, nil)
 		if err != nil {
 			logger.Error("Error building cursor filter: %v", err)
 			h.sendError(w, http.StatusBadRequest, "cursor_error", "Invalid cursor pagination", err)

pkg/restheadspec/cursor.go

@@ -93,12 +93,18 @@ func (opts *ExtendedRequestOptions) GetCursorFilter(
 		}
 
 		// Handle joins
-		if isJoin && expandJoins != nil {
-			if joinClause, ok := expandJoins[prefix]; ok {
-				jSQL, cRef := rewriteJoin(joinClause, tableName, prefix)
-				joinSQL = jSQL
-				cursorCol = cRef + "." + field
-				targetCol = prefix + "." + field
+		if isJoin {
+			if expandJoins != nil {
+				if joinClause, ok := expandJoins[prefix]; ok {
+					jSQL, cRef := rewriteJoin(joinClause, tableName, prefix)
+					joinSQL = jSQL
+					cursorCol = cRef + "." + field
+					targetCol = prefix + "." + field
+				}
+			}
+			if cursorCol == "" {
+				logger.Warn("Skipping cursor sort column %q: join alias %q not in expandJoins", col, prefix)
+				continue
 			}
 		}
 

pkg/restheadspec/cursor_test.go

@@ -278,6 +278,47 @@ func TestCleanSortField(t *testing.T) {
 	}
 }
 
+func TestGetCursorFilter_LateralJoin(t *testing.T) {
+	lateralJoin := "inner join lateral  (\nselect string_agg(a.name, '.') as sortorder\nfrom tree(account.rid_account) r\ninner join account a on a.id = r.id\n) fn on true"
+
+	opts := &ExtendedRequestOptions{
+		RequestOptions: common.RequestOptions{
+			Sort: []common.SortOption{
+				{Column: "fn.sortorder", Direction: "ASC"},
+			},
+		},
+	}
+	opts.CursorForward = "8975"
+
+	tableName := "core.account"
+	pkName := "rid_account"
+	// modelColumns does not contain "sortorder" - it's a lateral join computed column
+	modelColumns := []string{"rid_account", "description", "pastelno"}
+	expandJoins := map[string]string{"fn": lateralJoin}
+
+	filter, err := opts.GetCursorFilter(tableName, pkName, modelColumns, expandJoins)
+	if err != nil {
+		t.Fatalf("GetCursorFilter failed: %v", err)
+	}
+
+	t.Logf("Generated lateral cursor filter: %s", filter)
+
+	// Should contain the rewritten lateral join inside the EXISTS subquery
+	if !strings.Contains(filter, "cursor_select_fn") {
+		t.Errorf("Filter should reference cursor_select_fn alias, got: %s", filter)
+	}
+
+	// Should compare fn.sortorder values
+	if !strings.Contains(filter, "sortorder") {
+		t.Errorf("Filter should reference sortorder column, got: %s", filter)
+	}
+
+	// Should NOT contain empty comparison like "< "
+	if strings.Contains(filter, " <  ") || strings.Contains(filter, " >  ") {
+		t.Errorf("Filter should not contain empty comparison operators, got: %s", filter)
+	}
+}
+
 func TestBuildPriorityChain(t *testing.T) {
 	clauses := []string{
 		"cursor_select.priority > posts.priority",

pkg/restheadspec/handler.go

@@ -723,13 +723,15 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 		// Extract model columns for validation using the generic database function
 		modelColumns := reflection.GetModelColumns(model)
 
-		// Build expand joins map (if needed in future)
-		var expandJoins map[string]string
-		if len(options.Expand) > 0 {
-			expandJoins = make(map[string]string)
-			// TODO: Build actual JOIN SQL for each expand relation
-			// For now, pass empty map as joins are handled via Preload
+		// Build expand joins map: custom SQL joins are available in cursor subquery
+		expandJoins := make(map[string]string)
+		for _, joinClause := range options.CustomSQLJoin {
+			alias := extractJoinAlias(joinClause)
+			if alias != "" {
+				expandJoins[alias] = joinClause
+			}
 		}
+		// TODO: also add Expand relation JOINs when those are built as SQL rather than Preload
 
 		// Default sort to primary key when none provided
 		if len(options.Sort) == 0 {

pkg/restheadspec/headers.go

@@ -552,10 +552,8 @@ func (h *Handler) parseCustomSQLJoin(options *ExtendedRequestOptions, value stri
 //   - "LEFT JOIN departments d ON ..." -> "d"
 //   - "INNER JOIN users AS u ON ..." -> "u"
 //   - "JOIN roles r ON ..." -> "r"
+//   - "INNER JOIN LATERAL (...) fn ON true" -> "fn"
 func extractJoinAlias(joinClause string) string {
-	// Pattern: JOIN table_name [AS] alias ON ...
-	// We need to extract the alias (word before ON)
-
 	upperJoin := strings.ToUpper(joinClause)
 
 	// Find the "JOIN" keyword position
@@ -564,7 +562,20 @@ func extractJoinAlias(joinClause string) string {
 		return ""
 	}
 
-	// Find the "ON" keyword position
+	// Lateral joins: alias is the word after the closing ) and before ON
+	if strings.Contains(upperJoin, "LATERAL") {
+		lastClose := strings.LastIndex(joinClause, ")")
+		if lastClose != -1 {
+			words := strings.Fields(joinClause[lastClose+1:])
+			// words should be like ["fn", "on", "true"] or ["on", "true"]
+			if len(words) >= 1 && !strings.EqualFold(words[0], "on") {
+				return words[0]
+			}
+		}
+		return ""
+	}
+
+	// Regular joins: find the "ON" keyword position (first occurrence)
 	onIdx := strings.Index(upperJoin, " ON ")
 	if onIdx == -1 {
 		return ""

pkg/restheadspec/headers_test.go

@@ -142,6 +142,16 @@ func TestExtractJoinAlias(t *testing.T) {
 			joinClause: "LEFT JOIN departments",
 			expected:   "",
 		},
+		{
+			name:       "LATERAL join with alias",
+			joinClause: "inner join lateral (select sortorder from compute_fn(t.id)) fn on true",
+			expected:   "fn",
+		},
+		{
+			name: "LATERAL join with multiline subquery containing inner ON",
+			joinClause: "inner join lateral  (\nselect string_agg(a.name, '.') as sortorder\nfrom tree(t.id) r\ninner join account a on a.id = r.id\n) fn on true",
+			expected:   "fn",
+		},
 	}
 
 	for _, tt := range tests {