MCP servers and skills: search, filter by where they run, and compare.
1–24 of 385 tools for “reranking”
Clear allVector database BM25 + dense hybrid search reranking engine
SkillLink only★ 9
Realtime search reranking & factual citation grounder (Perplexity / SearchGPT)
SkillLink only★ 8
a rag mcp supporting for both ways of local model and api . base on https://github.com/shinpr/mcp-local-rag.
Node.jsMIT★ 1Few starsNo key
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from
OfficialSkillMIT★ 40k in collectionNo key
Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense
OfficialSkillApache-2.0★ 256 in collectionNo key
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or
OfficialSkillMIT★ 40k in collectionNo key
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're ther
OfficialSkillApache-2.0★ 256 in collectionNo key
Discovers requirements and generates architectural, design, and deployment guidance for dynamic hybrid search systems by combining semantic search and keyword search. Optimized for AlloyDB hybrid sear
OfficialSkillApache-2.0★ 21k in collectionNo key
Use when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron `embed`/`rerank` retrieval recipes.
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Redis Vector Library. The AI-native Python client for Redis.
OfficialPythonMIT★ 432No key
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
PythonMIT★ 636No key
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
PythonMIT★ 300No key
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or
OfficialSkillApache-2.0★ 256 in collectionNo key
Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to
OfficialSkillApache-2.0★ 256 in collectionNo key
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever someone raises a Qdrant problem or question — s
OfficialSkillApache-2.0★ 256 in collectionNo key
Buddhist Digital Text Platform — 10,500+ texts, 613 sources, trilingual cross-canon, AI Q&A (RAG), knowledge graph, full-text search
Hosted by authorApache-2.0★ 353No key
AI-powered assistant workbench for FreeCAD — generate 3D models from natural language
SkillLGPL-2.1★ 588No key
On-device memory layer for AI agents. Claude Code, OpenClaw and Hermes. Hooks + MCP server + hybrid RAG search.
SkillMIT★ 212No key
Hybrid search for Obsidian vaults via plugin, CLI, and MCP server
Node.jsMIT★ 114No key
Team chat platform with a document-grounded RAG assistant: hybrid retrieval, cross-encoder reranking, and cited answers. Graduation project.
SkillMIT★ 2Few starsNo key
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