bm25 mcp servers

46 tagged bm25, measured the same way as everything else here.

Browse within: embeddings 8hybrid-search 7agent-memory 6code-search 6

pmb-ai

01

oleksiijko/pmb

MCP server Claude CodeCodexCursor +2

PMB (Personal Memory Brain) - local-first persistent memory for AI coding agents (MCP server, fully offline, no API keys). Runs locally from the pmb-ai Python package.

275 8d ago A tokens not measured original Apache-2.0

moraine

02

eric-tramel/moraine

MCP server Claude CodeCodexCursor +2

MCP server "moraine" as configured in eric-tramel/moraine. Launched with ./target/debug/moraine-mcp.

113 15d ago A tokens not measured original Apache-2.0

code-memory

04

kapillamba4/code-memory

MCP server Claude CodeCodexCursor +2

A deterministic, high-precision code intelligence MCP server. Runs locally from the code-memory Python package. Needs 2 environment variables to run.

48 3mo ago A tokens not measured original MIT

pluck

05

hunhee98/pluck

MCP server Claude CodeCodexCursor +2

MCP server "pluck" as configured in hunhee98/pluck. Launched with pluckd --repo ${REPO_ROOT}.

40 3mo ago A tokens not measured original MIT

code-context

06

infino-ai/code-context

MCP server Claude CodeCodexCursor +2

Local code search for AI coding agents: a CLI and MCP server with hybrid keyword + semantic search and SQL relevance-ranked aggregation over an index that lives in plain files. No accounts, no keys, no server. Runs locally from the @infino-ai/code-context npm package.

26 4d ago A tokens not measured original Apache-2.0

memini

07

eleboucher/memini

MCP server Claude CodeCodexCursor +2

MCP server "memini", hosted remotely, as configured in eleboucher/memini.

23 3d ago A tokens not measured AGPL-3.0

jmeyer1980/neurodivergent-memory

MCP server Claude CodeCodexCursor +2

Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM. Runs locally from the neurodivergent-memory npm package.

17 4d ago A tokens not measured original MIT

memtomem

09

memtomem/memtomem

MCP server Claude CodeCodexCursor +2

Markdown-first memory infrastructure for AI agents with hybrid search. Runs locally from the memtomem Python package. Needs 1 environment variable to run.

13 2d ago A tokens not measured original Apache-2.0

seeklink

10

simonsysun/seeklink

MCP server Claude CodeCodexCursor +2

Local semantic search CLI and optional MCP stdio server for Markdown vaults. BM25 + vector + wikilink graph + metadata via RRF. Native CJK. Runs locally from the seeklink Python package.

11 2mo ago A tokens not measured original MIT archived

velocirag

11

HaseebKhalid1507/VelociRAG

MCP server Claude CodeCodexCursor +2

Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch. Runs locally from the velocirag Python package.

11 4mo ago A tokens not measured original MIT

melchizedek

12

louis49/melchizedek

MCP server Claude CodeCodexCursor +2

Persistent memory for Claude Code — offline, single-file, hybrid search. Runs locally from the melchizedek npm package.

7 2mo ago A tokens not measured original MIT

LocalSynapse-mcp

13

LocalSynapse/LocalSynapse

MCP server Claude CodeCodexCursor +2

MCP server "LocalSynapse-mcp" as configured in LocalSynapse/LocalSynapse. Launched with https://github.com/LocalSynapse/LocalSynapse/releases/download/v2.1.0/localsynap.

7 4d ago A tokens not measured original Apache-2.0

mnemotree

14

kurcontko/mnemotree

MCP server Claude CodeCodexCursor +2

MCP server "mnemotree" as configured in kurcontko/mnemotree. Runs locally from the mnemotree Python package.

6 3mo ago A tokens not measured original MIT

ai-architect

15

cdeust/ai-architect-mcp-codebase

MCP server Claude CodeCodexCursor +2

MCP server "ai-architect" as configured in cdeust/ai-architect-mcp-codebase. Launched with ${CLAUDE_PLUGIN_ROOT}/bin/launch-plugin.sh.

4 2d ago A tokens not measured original MIT

cdeust/ai-architect-mcp-codebase

MCP server Claude CodeCodexCursor +2

MCP server "ai-architect-mcp-codebase" as configured in cdeust/ai-architect-mcp-codebase. Launched with https://github.com/cdeust/ai-architect-mcp-codebase/releases/download/v0.11.1/ai.

4 2d ago A tokens not measured original MIT

noema

17

ShoaibImranTech/noema-ai

MCP server Claude CodeCodexCursor +2

A declarative way to control LLMs. Runs locally from the noema Python package.

3 1mo ago A tokens not measured original MIT

compiled-memory

18

yucx-go/agent-knowledge

MCP server Claude CodeCodexCursor +2

AI agent knowledge & long-term memory — MCP server, knowledge graph, BM25 + RRF retrieval, contradiction detection. Drop-in for Claude Code / Cursor / Codex. Runs locally from the compiled-memory Python package.

3 3mo ago A tokens not measured original MIT

groundmemory

19

huss-mo/GroundMemory

MCP server Claude CodeCodexCursor

Persistent, semantic memory for AI agents - mcp-native, local-first, framework-agnostic, production-ready. Runs locally from the groundmemory Python package.

3 3mo ago A tokens not measured original MIT

mcp-docs-server

20

praveenc/mcp-docs-server

MCP server Claude CodeCodexCursor +2

MCP server for searching MCP protocol documentation. Runs locally from the @praveenc/mcp-docs-server npm package.

2 8mo ago A tokens not measured

aikd

21

gelutjari/aikd

MCP server Claude CodeCodexCursor +2

MCP server "aikd" as configured in gelutjari/aikd. Launched with aikd serve.

2 2mo ago A tokens not measured

agents-docs

22

Lolaplex/agents-docs

MCP server Claude CodeCodexCursor

Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents via MCP. Runs locally from the agents-docs Python package.

2 9d ago A tokens not measured original MIT

dense-knowledge-mcp

23

Lucky44k/dense-knowledge-mcp

MCP server Claude CodeCodexCursor

Local-first MCP memory server for persistent LLM knowledge and BM25 retrieval. Runs locally from the dense-knowledge-mcp Python package.

1 1mo ago A tokens not measured original MIT

claude-remind-mcp

24

emretheus/claude-remind-mcp

MCP server Claude CodeCodexCursor

Search past Claude Code conversations. Local BM25 over JSONL with one-click claude --resume. Runs locally from the claude-remind-mcp npm package. Needs 2 environment variables to run.

1 3mo ago A tokens not measured original MIT