cebef3a07c
* Introduced EmbeddingModel method in Client and Provider interfaces * Updated InsertThought and SearchThoughts methods to handle embedding models * Created embeddings table and updated match_thoughts function for model filtering * Removed embedding column from thoughts table * Adjusted permissions for new embeddings table
94 lines
3.0 KiB
Go
94 lines
3.0 KiB
Go
package tools
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import (
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"context"
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"strings"
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"github.com/google/uuid"
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"github.com/modelcontextprotocol/go-sdk/mcp"
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"git.warky.dev/wdevs/amcs/internal/ai"
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"git.warky.dev/wdevs/amcs/internal/config"
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"git.warky.dev/wdevs/amcs/internal/session"
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"git.warky.dev/wdevs/amcs/internal/store"
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)
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type SummarizeTool struct {
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store *store.DB
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provider ai.Provider
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search config.SearchConfig
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sessions *session.ActiveProjects
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}
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type SummarizeInput struct {
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Query string `json:"query,omitempty" jsonschema:"optional semantic focus for the summary"`
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Project string `json:"project,omitempty" jsonschema:"optional project name or id; falls back to the active session project"`
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Days int `json:"days,omitempty" jsonschema:"only include thoughts from the last N days when query is omitted"`
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Limit int `json:"limit,omitempty" jsonschema:"maximum number of thoughts to summarize"`
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}
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type SummarizeOutput struct {
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Summary string `json:"summary"`
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Count int `json:"count"`
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}
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func NewSummarizeTool(db *store.DB, provider ai.Provider, search config.SearchConfig, sessions *session.ActiveProjects) *SummarizeTool {
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return &SummarizeTool{store: db, provider: provider, search: search, sessions: sessions}
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}
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func (t *SummarizeTool) Handle(ctx context.Context, req *mcp.CallToolRequest, in SummarizeInput) (*mcp.CallToolResult, SummarizeOutput, error) {
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project, err := resolveProject(ctx, t.store, t.sessions, req, in.Project, false)
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if err != nil {
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return nil, SummarizeOutput{}, err
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}
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limit := normalizeLimit(in.Limit, t.search)
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query := strings.TrimSpace(in.Query)
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lines := make([]string, 0, limit)
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count := 0
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if query != "" {
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embedding, err := t.provider.Embed(ctx, query)
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if err != nil {
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return nil, SummarizeOutput{}, err
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}
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var projectID *uuid.UUID
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if project != nil {
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projectID = &project.ID
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}
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results, err := t.store.SearchSimilarThoughts(ctx, embedding, t.provider.EmbeddingModel(), t.search.DefaultThreshold, limit, projectID, nil)
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if err != nil {
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return nil, SummarizeOutput{}, err
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}
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for i, result := range results {
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lines = append(lines, thoughtContextLine(i, result.Content, result.Metadata, result.Similarity))
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}
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count = len(results)
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} else {
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var projectID *uuid.UUID
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if project != nil {
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projectID = &project.ID
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}
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thoughts, err := t.store.RecentThoughts(ctx, projectID, limit, in.Days)
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if err != nil {
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return nil, SummarizeOutput{}, err
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}
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for i, thought := range thoughts {
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lines = append(lines, thoughtContextLine(i, thought.Content, thought.Metadata, 0))
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}
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count = len(thoughts)
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}
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userPrompt := formatContextBlock("Summarize the following thoughts into concise prose with themes, action items, and notable people.", lines)
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systemPrompt := "You summarize note collections. Be concise, concrete, and structured in plain prose."
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summary, err := t.provider.Summarize(ctx, systemPrompt, userPrompt)
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if err != nil {
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return nil, SummarizeOutput{}, err
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}
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if project != nil {
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_ = t.store.TouchProject(ctx, project.ID)
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}
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return nil, SummarizeOutput{Summary: summary, Count: count}, nil
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}
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