* 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
146 lines
4.1 KiB
Go
146 lines
4.1 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/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/store"
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thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
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)
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type LinksTool 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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}
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type LinkInput struct {
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FromID string `json:"from_id" jsonschema:"the source thought id"`
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ToID string `json:"to_id" jsonschema:"the target thought id"`
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Relation string `json:"relation" jsonschema:"relationship label such as follows_up or references"`
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}
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type LinkOutput struct {
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Linked bool `json:"linked"`
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}
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type RelatedInput struct {
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ID string `json:"id" jsonschema:"the thought id"`
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IncludeSemantic *bool `json:"include_semantic,omitempty" jsonschema:"whether to include semantic neighbors; defaults to true"`
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}
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type RelatedThought struct {
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ID string `json:"id"`
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Content string `json:"content"`
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Metadata thoughttypes.ThoughtMetadata `json:"metadata"`
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Relation string `json:"relation,omitempty"`
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Direction string `json:"direction,omitempty"`
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Similarity float64 `json:"similarity,omitempty"`
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Source string `json:"source"`
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}
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type RelatedOutput struct {
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Related []RelatedThought `json:"related"`
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}
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func NewLinksTool(db *store.DB, provider ai.Provider, search config.SearchConfig) *LinksTool {
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return &LinksTool{store: db, provider: provider, search: search}
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}
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func (t *LinksTool) Link(ctx context.Context, _ *mcp.CallToolRequest, in LinkInput) (*mcp.CallToolResult, LinkOutput, error) {
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fromID, err := parseUUID(in.FromID)
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if err != nil {
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return nil, LinkOutput{}, err
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}
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toID, err := parseUUID(in.ToID)
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if err != nil {
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return nil, LinkOutput{}, err
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}
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relation := strings.TrimSpace(in.Relation)
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if relation == "" {
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return nil, LinkOutput{}, errInvalidInput("relation is required")
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}
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if _, err := t.store.GetThought(ctx, fromID); err != nil {
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return nil, LinkOutput{}, err
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}
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if _, err := t.store.GetThought(ctx, toID); err != nil {
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return nil, LinkOutput{}, err
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}
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if err := t.store.InsertLink(ctx, thoughttypes.ThoughtLink{
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FromID: fromID,
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ToID: toID,
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Relation: relation,
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}); err != nil {
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return nil, LinkOutput{}, err
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}
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return nil, LinkOutput{Linked: true}, nil
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}
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func (t *LinksTool) Related(ctx context.Context, _ *mcp.CallToolRequest, in RelatedInput) (*mcp.CallToolResult, RelatedOutput, error) {
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id, err := parseUUID(in.ID)
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if err != nil {
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return nil, RelatedOutput{}, err
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}
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thought, err := t.store.GetThought(ctx, id)
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if err != nil {
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return nil, RelatedOutput{}, err
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}
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linked, err := t.store.LinkedThoughts(ctx, id)
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if err != nil {
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return nil, RelatedOutput{}, err
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}
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related := make([]RelatedThought, 0, len(linked)+t.search.DefaultLimit)
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seen := map[string]struct{}{thought.ID.String(): {}}
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for _, item := range linked {
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key := item.Thought.ID.String()
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seen[key] = struct{}{}
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related = append(related, RelatedThought{
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ID: key,
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Content: item.Thought.Content,
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Metadata: item.Thought.Metadata,
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Relation: item.Relation,
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Direction: item.Direction,
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Source: "link",
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})
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}
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includeSemantic := true
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if in.IncludeSemantic != nil {
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includeSemantic = *in.IncludeSemantic
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}
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if includeSemantic {
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embedding, err := t.provider.Embed(ctx, thought.Content)
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if err != nil {
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return nil, RelatedOutput{}, err
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}
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semantic, err := t.store.SearchSimilarThoughts(ctx, embedding, t.provider.EmbeddingModel(), t.search.DefaultThreshold, t.search.DefaultLimit, thought.ProjectID, &thought.ID)
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if err != nil {
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return nil, RelatedOutput{}, err
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}
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for _, item := range semantic {
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key := item.ID.String()
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if _, ok := seen[key]; ok {
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continue
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}
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seen[key] = struct{}{}
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related = append(related, RelatedThought{
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ID: key,
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Content: item.Content,
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Metadata: item.Metadata,
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Similarity: item.Similarity,
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Source: "semantic",
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})
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}
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}
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return nil, RelatedOutput{Related: related}, nil
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}
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