Commit Graph

4 Commits

Author SHA1 Message Date
Felipe Cardoso
6df8787c6e refactor(knowledge-base mcp server): adjust formatting for consistency and readability
Improved code formatting, line breaks, and indentation across chunking logic and multiple test modules to enhance code clarity and maintain consistent style. No functional changes made.
2026-01-06 17:20:31 +01:00
Felipe Cardoso
326917e716 feat: enhance database transactions, add Makefiles, and improve Docker setup
- Refactored database batch operations to ensure transaction atomicity and simplify nested structure.
- Added `Makefile` for `knowledge-base` and `llm-gateway` modules to streamline development workflows.
- Simplified `Dockerfile` for `llm-gateway` by removing multi-stage builds and optimizing dependencies.
- Improved code readability in `collection_manager` and `failover` modules with refined logic.
- Minor fixes in `test_server` and Redis health check handling for better diagnostics.
2026-01-05 00:49:19 +01:00
Felipe Cardoso
d781c76d44 fix(mcp-kb): add transactional batch insert and atomic document update
- Wrap store_embeddings_batch in transaction for all-or-nothing semantics
- Add replace_source_embeddings method for atomic document updates
- Update collection_manager to use transactional replace
- Prevents race conditions and data inconsistency (closes #77)
2026-01-04 01:07:40 +01:00
Felipe Cardoso
20b07b4fa3 feat(knowledge-base): implement Knowledge Base MCP Server (#57)
Implements RAG capabilities with pgvector for semantic search:

- Intelligent chunking strategies (code-aware, markdown-aware, text)
- Semantic search with vector similarity (HNSW index)
- Keyword search with PostgreSQL full-text search
- Hybrid search using Reciprocal Rank Fusion (RRF)
- Redis caching for embeddings
- Collection management (ingest, search, delete, stats)
- FastMCP tools: search_knowledge, ingest_content, delete_content,
  list_collections, get_collection_stats, update_document

Testing:
- 128 comprehensive tests covering all components
- 58% code coverage (database integration tests use mocks)
- Passes ruff linting and mypy type checking
2026-01-03 21:33:26 +01:00