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https://github.com/lukaszraczylo/claude-mnemonic.git
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feat(leann-phase2): implement hybrid vector storage and graph-based search
- [x] Add AST-aware code chunking for Go, Python, and TypeScript using tree-sitter - [x] Implement LEANN-inspired hybrid vector storage with hub detection and selective embedding storage (60-80% savings) - [x] Add observation relationship graph with CSR format and edge detection (file overlap, semantic similarity, temporal, concept) - [x] Implement graph-aware search with two-level traversal and relationship-based ranking - [x] Add auto-tuning system for dynamic hub threshold adjustment based on query performance - [x] Add comprehensive metrics tracking for vector storage, queries, latency, and graph traversals - [x] Update configuration system with graph and hybrid storage settings - [x] Add graph stats and vector metrics endpoints to worker service - [x] Enhance UI sidebar with advanced metrics display and graph visualization - [x] Optimize struct field alignment throughout codebase for memory efficiency - [x] Update documentation with LEANN Phase 2 features and performance benefits - [x] Add tree-sitter dependency for AST parsing
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@@ -18,12 +18,12 @@ type Input struct {
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// Observation represents an observation from the API.
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type Observation struct {
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ID int64 `json:"id"`
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Type string `json:"type"`
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Title string `json:"title"`
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Subtitle string `json:"subtitle"`
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Narrative string `json:"narrative"`
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Facts []string `json:"facts"`
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ID int64 `json:"id"`
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}
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func main() {
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@@ -43,21 +43,21 @@ type StatusInput struct {
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// WorkerStats is the response from the worker's /api/stats endpoint.
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type WorkerStats struct {
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Uptime string `json:"uptime"`
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ActiveSessions int `json:"activeSessions"`
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QueueDepth int `json:"queueDepth"`
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IsProcessing bool `json:"isProcessing"`
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ConnectedClients int `json:"connectedClients"`
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SessionsToday int `json:"sessionsToday"`
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Ready bool `json:"ready"`
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Project string `json:"project,omitempty"`
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ProjectObservations int `json:"projectObservations,omitempty"`
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Retrieval struct {
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Uptime string `json:"uptime"`
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Project string `json:"project,omitempty"`
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Retrieval struct {
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TotalRequests int64 `json:"TotalRequests"`
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ObservationsServed int64 `json:"ObservationsServed"`
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SearchRequests int64 `json:"SearchRequests"`
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ContextInjections int64 `json:"ContextInjections"`
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} `json:"retrieval"`
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ActiveSessions int `json:"activeSessions"`
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QueueDepth int `json:"queueDepth"`
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ConnectedClients int `json:"connectedClients"`
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SessionsToday int `json:"sessionsToday"`
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ProjectObservations int `json:"projectObservations,omitempty"`
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IsProcessing bool `json:"isProcessing"`
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Ready bool `json:"ready"`
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}
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// ANSI color codes
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@@ -14,17 +14,17 @@ import (
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// Input is the hook input from Claude Code.
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type Input struct {
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hooks.BaseInput
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StopHookActive bool `json:"stop_hook_active"`
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TranscriptPath string `json:"transcript_path"`
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StopHookActive bool `json:"stop_hook_active"`
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}
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// TranscriptMessage represents a message in the transcript JSONL file.
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type TranscriptMessage struct {
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Type string `json:"type"`
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Message struct {
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Content any `json:"content"`
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Role string `json:"role"`
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Content any `json:"content"` // Can be string or array
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} `json:"message"`
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Type string `json:"type"` // Can be string or array
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}
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// extractTextContent extracts text content from message content (handles both string and array formats).
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