mcp-server-qdrant

Author	SHA1	Message	Date
Mr. Kutin	e9f0a1fa4a	Add BM25 hybrid search (dense + sparse vectors with RRF) Some checks failed pre-commit / main (push) Has been cancelled Details Run Tests / Python 3.10 (push) Has been cancelled Details Run Tests / Python 3.11 (push) Has been cancelled Details Run Tests / Python 3.12 (push) Has been cancelled Details Run Tests / Python 3.13 (push) Has been cancelled Details - Add SparseTextEmbedding("Qdrant/bm25") to FastEmbedProvider for BM25 tokenization - Add sparse vector config (IDF modifier) to collection creation - Store both dense and sparse vectors per document - Use Qdrant prefetch + Reciprocal Rank Fusion for hybrid search - Add HYBRID_SEARCH env var (default: false) for backward compatibility Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-04-03 10:27:52 +03:00
George	28bf298a32	new: update type hints (#64 ) * new: update type hints * fix: do not pass location and path to qdrant client, and do not accept them together * new: update settings tests * fix: revert removal of local path	2025-06-12 00:55:07 +04:00
Kacper Łukawski	7aad8ebb3c	Support multiple collections (#26 ) * Allow passing the collection name in each request to override the default * Allow getting the collection names in QdrantConnector * get vector size from model description * ruff format * add isort * apply pre-commit hooks --------- Co-authored-by: generall <andrey@vasnetsov.com>	2025-04-07 11:16:45 +02:00
Kacper Łukawski	bd155b13d0	Add metadata support and integration tests for QdrantConnector (#25 )	2025-03-10 17:06:26 +01:00
Kacper Łukawski	b9f773e99c	Handle parameters with environmental variables only (#24 ) * Switch to Typer to read the CLI parameters and options * Rely on environmental variables only * Fix tests * Update README	2025-03-10 16:36:31 +01:00
Kacper Łukawski	18cc93f6c8	Implement the server with FastMCP	2025-03-10 14:21:13 +01:00
Kacper Łukawski	f8d3cc474b	Add custom server implementation to ease the development of the tools	2025-03-07 18:11:15 +01:00
Kacper Łukawski	bf471783fd	Refactor server and embedding provider to improve modularity - Modify `serve()` function to accept a pre-configured QdrantConnector - Update `create_embedding_provider()` to simplify model name handling - Improve error handling and parameter passing in server tools - Restructure main function to create connector and server more explicitly	2025-03-07 13:08:03 +01:00
Kacper Łukawski	8afd73849c	Fix compatibility with the previous versions	2025-03-05 23:42:19 +01:00
Kacper Łukawski	6aa21b6d99	Run pre-commit	2025-03-05 22:54:21 +01:00
Kacper Łukawski	56f1c797fc	Abstract the embedding providers	2025-03-05 22:50:27 +01:00

11 Commits