brain_expandMCP tool — expand a chunk_id with N surrounding chunks for full context retrieval- Groq enrichment backend support (
GROQ_API_KEY,BRAINLAYER_GROQ_URL,BRAINLAYER_GROQ_MODEL) [style]optional extra: ChromaDB vector store as alternative backendfaiss-cpuadded to[brain]optional extra for fast ANN search- Deferred embedding in
brain_store— async embedding pipeline for faster writes (#76) - Eval suite + entity injection in UserPromptSubmit hook (#72)
- C6 eval coverage expansion — 18 new test cases for search scenarios (#75)
- C7 failed query mining script — automated discovery of low-score searches (#74)
- C1+C2 lifecycle hardening — stale MCP process cleanup + WAL checkpoint on start (#73)
- Post-RRF importance and recency reranking (US-002) — boosts high-importance and recent chunks
- FTS5 expansion to index
summary,tags,resolved_queryfields (US-001) - KG entity quality — validation, prompts, and cleanup pipeline (#69)
- KG rebuild pipeline with audit fixes (119 entities, 153K entity-chunk links) (#67)
- Groq rate limiter for enrichment backend (#68)
brain_graph.py: replaced correlated subquery with literal'claude_code'— eliminates N+1 subquery on large DBs (PR #62)- Removed
tree-sitter>=0.21.0from core dependencies brainlayer servedocs: removed non-existent--httpflagbrain_expandfor manual chunk IDs — fixed lookup path (#78)- Consolidated DB paths — single canonical
~/.local/share/brainlayer/brainlayer.dbacross all scripts (#77) brain_searchnow returnschunk_idin results (#66)- DB lock resilience — retry + queue for MCP writes and reads (#65)
formatparameter renamed to avoid Python builtin shadowing (BUG-005)- Entity merge in cleanup script — UNIQUE constraint violation (#a125d68)
- Search validation hardened with backfill coverage (a108aff)
- MCP tool count updated from 7 to 8 (brain_expand added)
- Brain graph clustering documented as Leiden + UMAP (was incorrectly listed as HDBSCAN + UMAP)
- Test count: 698 → 929 (after eval suite expansion and search hardening)
[kg]optional extra documented in README and Optional Extras section- Search: hybrid RRF reranking now incorporates importance and recency signals
- Embeddings: deferred from synchronous to async pipeline
- Initial open-source release as BrainLayer (formerly Zikaron)
- Semantic search across AI conversation history (sqlite-vec + bge-large-en-v1.5)
- 10-field LLM enrichment pipeline (Ollama / MLX backends)
- Brain graph visualization (HDBSCAN clustering + UMAP 3D layout)
- MCP server with 7 tools (+ 14 backward-compatible aliases) for Claude Code, Zed, Cursor
- Interactive setup wizard (
brainlayer init) - Centralized artifact storage (
~/.local/share/brainlayer/storage/) - Multi-source indexing: Claude Code, WhatsApp, YouTube, Markdown, Claude Desktop
- Communication style analysis pipeline
- Obsidian vault export
- FastAPI daemon with 25+ HTTP endpoints
- GitHub Actions CI/CD with PyPI publishing
- PII sanitization pipeline for safe cloud processing
- Source-aware enrichment thresholds