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MCP servers tagged bm25

162 live MCP servers tagged "bm25", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with bm25.

162
live servers
37
avg trust
1.8K
most stars
151

Doc Search Skill

r04943083

Lightweight offline document search plugin for Claude Code. BM25 keyword search for PDF, Word, Excel, PPT with Chinese/English bilingual support.

34
152

Docs Search MCP

JuanMiguelAbellan

Read-only MCP server: hybrid (BM25 + embeddings) search over a folder of Markdown/text docs, built to treat the calling LLM as untrusted.

34
153

Claim Studio

fangyunok

营销文案事实审校与视频合成 Agent:Qwen 经 MCP 检索资料逐句核查,缺证据即停止;5 种检索策略 Hit@5 10%→43.3%,4B/14B 对照留出集 75%→100%;148 测试、OTEL/Prometheus 可观测、人工确认绑定快照后渲染 FFmpeg 视频。 | Marketing fact-checking agent: Qwe…

34
154

Manual Rag Assistant

SRodriguezSpina

MCP server for searching motorcycle manuals with hybrid retrieval and calculating maintenance intervals.

34
155

Engram

claudettetheai

Production-grade persistent memory for AI agents. Hybrid BM25 + vector search, knowledge graph, lifecycle hooks. 250K+ memories. Built by an AI, for AIs.

updated 7 months ago
34
156

Vera

Larissal0998

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with…

updated yesterday
34
157

Vera

OlegMoreira

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with…

updated 2 days ago
34
158

Lore

jmurray2011

Auditable RAG from the command line: grounded, cited answers over your own documents, with faithfulness verification and retrieval eval you can gate CI on.

updated 2 months ago
34
159

Hybrid Rag MCP

brenol404

Local-first hybrid-RAG MCP server (Qdrant + BM25 via RRF), multi-step agent, offline Ollama fallback

updated 15 days ago
34
160

Mnemonic

naveenadi

On-device hybrid search for markdown knowledge bases. BM25 + vector + LLM reranking with link graphs, time decay, and HyDE. Designed for pi coding agent.

updated 4 months ago
34
161

Slate

Mormolykos

An MCP client and a retrieval MCP server over a production RAG corpus. Typed responses instead of JSON strings, so a drifting tool schema fails loudly instead of returning a confi…

updated a month ago
34
162

Vecmem

Lemuelendoscopic797

No description published.

★ 1
30
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