hybrid-search MCP servers

32 tagged hybrid-search, measured the same way as everything else here.

Browse within: embeddings 15LLM 10bm25 9knowledge-base 9knowledge-graph 6local-first 5model-context-protocol 5

mcp-local-rag

01

shinpr/mcp-local-rag

MCP server Claude CodeCodexCursor +2

Easy-to-setup local RAG server with minimal configuration. Runs locally from the mcp-local-rag npm package. Needs 8 environment variables to run.

not rated 414 +1 3d ago A Socket: warn tokens not measured original MIT

memory-vault

02

MihaiBuilds/memory-vault

MCP server Claude CodeCodexCursor +2

MCP server "memory-vault" as configured in MihaiBuilds/memory-vault. Runs in Docker (ghcr.io/mihaibuilds/memory-vault-mcp:1.6.0). Needs 5 environment variables to run.

not rated 65 changed 1mo ago A tokens not measured original MIT

fortemi

03

Fortemi/fortemi

MCP server Claude CodeCodexCursor +2

MCP server "fortemi" as configured in Fortemi/fortemi. Runs ./mcp-server/index.js with node. Needs 2 environment variables to run.

not rated 27 +1 yesterday A tokens not measured

connapse

04

Destrayon/Connapse

MCP server Claude CodeCodexCursor +2

MCP server "connapse" as configured in Destrayon/Connapse. Runs in Docker (ghcr.io/destrayon/connapse:v0.3.2).

not rated 21 today A tokens not measured original MIT

mcp-vector-search

05

bobmatnyc/mcp-skillset

MCP server Claude CodeCodexCursor +2

One of 3 in .mcp.json

CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships. Runs locally from the mcp-vector-search Python package. Needs 1 environment variable to run.

not rated 20 7mo ago A tokens not measured original MIT archived

soroka

06

AndyShaman/Soroka

MCP server Claude CodeCodexCursor +2

MCP server "soroka" as configured in AndyShaman/Soroka. Runs locally from the soroka Python package.

not rated 13 1mo ago A tokens not measured original MIT

seeklink

07

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.

not rated 11 4mo ago A tokens not measured original MIT archived

exomem

08

Artexis10/exomem

MCP server Claude CodeCodexCursor +2

Local knowledge substrate for owned markdown/Obsidian vaults, exposed through MCP, REST, and CLI with multimodal OCR/ASR/CLIP search. Runs locally from the exomem Python package.

not rated 10 today A tokens not measured AGPL-3.0

BjornMelin/qdrant-neo4j-crawl4ai-mcp

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-neo4j-crawl4ai-mcp" as configured in BjornMelin/qdrant-neo4j-crawl4ai-mcp. Runs locally from the qdrant-neo4j-crawl4ai-mcp Python package.

not rated 9 1y ago A tokens not measured original MIT

re-call

10

GiulioDER/RE-call

MCP server Claude CodeCodexCursor +2

Trustworthy retrieval for an AI agent's own memory — verdict, confidence and provenance per hit, or an explicit abstention. Runs locally from the recall-rag Python package. Needs 3 environment variables to run.

not rated 6 2d ago A tokens not measured original AGPL-3.0

krmaschek/decisionAgent

MCP server Claude CodeCodexCursor +2

MCP server "decisionagent-platform" as configured in krmaschek/decisionAgent. Runs locally from the decisionagent Python package. Needs 1 environment variable to run.

not rated 4 2mo ago A tokens not measured original Apache-2.0

noema

12

ShoaibImranTech/noema-ai

MCP server Claude CodeCodexCursor +2

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

not rated 3 2mo ago A tokens not measured original MIT

mnemon-mcp

13

nikitacometa/mnemon-memory-mcp

MCP server Claude CodeCodexCursor +2

Persistent layered memory MCP server for AI agents — SQLite + FTS5 backend. Runs locally from the mnemon-mcp npm package. Needs 3 environment variables to run.

not rated 3 3mo ago A tokens not measured original MIT

ariadne

14

mclaut/ariadne

MCP server Claude CodeCodexCursor +2

MCP server "ariadne" as configured in mclaut/ariadne. Launched with https://github.com/mclaut/ariadne/releases/download/v0.8.9/ariadne-v0.8.9.mcpb. Needs 5 environment variables to run.

not rated 3 1mo ago A tokens not measured original MIT

k-rister/ephemeral-buffer-mcp

MCP server Claude CodeCodexCursor +2

MCP server "ephemeral-buffer-mcp-core" as configured in k-rister/ephemeral-buffer-mcp. Runs locally from the ephemeral-buffer-mcp-core Python package.

not rated 3 today A Socket: pass tokens not measured original Apache-2.0

project-trucha

16

MaximilianoRodrigoSoria/project-trucha

MCP server Claude CodeCodexCursor +2

MCP server "project-trucha" as configured in MaximilianoRodrigoSoria/project-trucha. Launched with trucha-mcp.

not rated 2 17d ago A tokens not measured original MIT

shelfmark-rag

17

LucasSantana-Dev/shelfmark

MCP server Claude CodeCodexCursor +2

Local hybrid retrieval (BM25 + embeddings + RRF) for agent memory and codebases — one SQLite file, MCP server included. Runs locally from the shelfmark-rag Python package.

not rated 1 11d ago A tokens not measured original MIT

kbdb

18

diko316/knowledge-base-db

MCP server Claude CodeCodexCursor +2

A searchable second brain for AI agents: ranked keyword and semantic search over your Markdown. Runs locally from the @dikolab/kbdb npm package.

not rated 0 1mo ago A tokens not measured AGPL-3.0

mcp-server

19

infino-ai/infino-mcp

MCP server Claude CodeCodexCursor +2

Keyword, vector, hybrid, and SQL retrieval over data on object storage, for AI agents. Runs locally from the @infino-ai/mcp-server npm package. Needs 8 environment variables to run.

not rated 0 2d ago A tokens not measured original Apache-2.0

selvage

20

naidx0/selvage

MCP server Claude CodeCodexCursor +2

MCP server "selvage" as configured in naidx0/selvage. Runs locally from the selvage npm package.

not rated 0 3mo ago A tokens not measured original MIT

mnemonic

21

naveenadi/mnemonic

MCP server Claude CodeCodexCursor +2

On-device hybrid search for markdown knowledge bases. BM25 + vector + LLM reranking with link graphs, time decay, and HyDE. Designed for pi coding agent. Runs locally from the @naveenadi/mnemonic npm package.

not rated 0 4mo ago A tokens not measured

klarova

22

samson-ailabs/Klarova

MCP server Claude CodeCodexCursor +2

MCP server "klarova" as configured in samson-ailabs/Klarova. Runs locally from the klarova Python package.

not rated 0 3mo ago A tokens not measured original Apache-2.0

corpus-rag

23

monahand1023/corpus

MCP server Claude CodeCodexCursor +2

Single-user RAG framework for personal archives. Local-first, MCP-native. Runs locally from the corpus-rag Python package.

not rated 0 22d ago A tokens not measured original MIT

vault-mcp

24

sush06/vault-mcp

MCP server Claude CodeCodexCursor +2

Memory Vault MCP Server — Markdown + SQLite knowledge store with bidirectional [[wikilinks]] for AI agents. Runs locally from the vault-mcp Python package.

not rated 0 3mo ago A tokens not measured copy · 100% MIT