RAG and vectors MCP servers

514 tagged RAG and vectors, measured the same way as everything else here.

Browse within: model-context-protocol 25embeddings 20knowledge-graph 14fastmcp 13knowledge-base 13local-first 12chromadb 10hybrid-search 10lancedb 9ai-tools 8claude-desktop 8code-search 8LangChain 7agent-memory 6

agentic-rag-mcp

193

enached134-ctrl/agentic-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "agentic-rag-mcp" as configured in enached134-ctrl/agentic-rag-mcp. Runs locally from the agentic-rag-mcp Python package.

not rated 1 2mo ago A tokens not measured original MIT

rag-banking-agent

194

bilelammouri/rag-banking-regulatory-agent

MCP server Claude CodeCodexCursor +2

MCP server "rag-banking-agent" as configured in bilelammouri/rag-banking-regulatory-agent. Runs locally from the rag-banking-agent Python package.

not rated 1 1mo ago A tokens not measured

outline-smart-mcp

195

huiseo/outline-smart-mcp

MCP server Claude CodeCodexCursor +2

Smart MCP server for Outline Wiki with AI-powered RAG Q&A, summarization, and semantic search. Runs locally from the outline-smart-mcp npm package.

not rated 1 +1 7mo ago A tokens not measured

local-rag-backend

196

suwa-sh/local-RAG-backend

MCP server Claude CodeCodexCursor +2

MCP server "local-rag-backend" as configured in suwa-sh/local-RAG-backend. Runs locally from the local-rag-backend Python package.

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

wuwux666/RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in wuwux666/RAG-MCP-SERVER. Runs locally from the modular-rag-mcp-server Python package.

not rated 1 +1 2mo ago A tokens not measured

rag-obsidian-lmstudio

198

shirokoweb/rag-obsidian-lmstudio

MCP server Claude CodeCodexCursor +2

MCP server "rag-obsidian-lmstudio" as configured in shirokoweb/rag-obsidian-lmstudio. Runs locally from the rag-obsidian-lmstudio Python package.

not rated 1 +1 5d ago A tokens not measured original MIT

shaddai-mcp

199

IzzoSol/shaddai-mcp

MCP server Claude CodeCodexCursor +2

SHADDAI 7-agent council + RAG knowledge bases as a Model Context Protocol server. Key-free: no API keys, no external LLM, no localhost. Wire it into Claude with one npx line and instantly get a knowledge-grounded 7-agent system. Runs locally from the shaddai-mcp npm package.

not rated 1 +1 1mo ago A tokens not measured

veloxrag

200

ilikebug/veloxrag

MCP server Claude CodeCodexCursor +2

MCP server "veloxrag" as configured in ilikebug/veloxrag. Runs locally from the veloxrag Python package.

not rated 1 +1 18d ago A tokens not measured original MIT

ruflo

201

mandelbro/awesome-claude-hooks

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

Ruflo - Enterprise AI agent orchestration platform. Deploy 60+ specialized agents in coordinated swarms with self-learning, fault-tolerant consensus, vector memory, and MCP integration. Runs locally from the ruflo npm package.

not rated 1 5mo ago A tokens not measured original Apache-2.0

agentmem

202

Josan88/agentmem

MCP server Claude CodeCodexCursor +2

A Python package for managing AI agent memory systems with persistence and vector search. Runs locally from the agentmem Python package.

not rated 0 1mo ago A tokens not measured original MIT

Holysmiles/LH_RAG_MCP_server

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in Holysmiles/LHRAGMCPserver. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 22d ago A tokens not measured

rag-mcp

204

Saikiran2412/Retrieval_MCP

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 1mo ago A tokens not measured

ragfilings

205

Rudra7777/agentic-rag-annual-reports

MCP server Claude CodeCodexCursor +2

MCP server "ragfilings" as configured in Rudra7777/agentic-rag-annual-reports. Runs ragfilings.mcp.server with .venv/bin/python. Needs 1 environment variable to run.

not rated 0 1mo ago A tokens not measured

1308495420-dotcom/MCP-RAG

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in 1308495420-dotcom/MCP-RAG. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 1mo ago A tokens not measured

local-rag-mcp

207

Orax0001/rag-agent-mcp

MCP server Claude CodeCodexCursor +2

RAG Knowledge MCP Server — FastMCP + LanceDB + Hybrid Search. Runs locally from the local-rag-mcp Python package.

not rated 0 1mo ago A tokens not measured

onmind-rag

208

kaesar/onmind-rag

MCP server Claude CodeCodexCursor +2

MCP server "onmind-rag" as configured in kaesar/onmind-rag. Runs locally from the onmind-rag npm package.

not rated 0 1mo ago A tokens not measured original Apache-2.0

mcp-rag

209

Sujith29k/MCP-RAG

MCP server Claude CodeCodexCursor +2

A local MCP-based retrieval-augmented generation service. Retrieval-augmented generation means finding relevant information from a knowledge source before producing an answer.

not rated 0 23d ago A tokens not measured

mcp-rag-assistant

210

mohankumar-dxplr/MCP-RAG-Assistant

MCP server Claude CodeCodexCursor +2

MCP server "mcp-rag-assistant" as configured in mohankumar-dxplr/MCP-RAG-Assistant. Runs locally from the mcp-rag-assistant Python package.

not rated 0 1mo ago A tokens not measured original MIT

ragify-docs-mcp

211

codewithyasho/ragify_docs_mcp

MCP server Claude CodeCodexCursor +2

Recursively scrapes websites and builds a localized memory context to return specific reference text chunks. Runs locally from the ragify-docs-mcp Python package.

not rated 0 1mo ago A tokens not measured

xilinx-rag

212

Can-Y/doc_search

MCP server Claude CodeCodexCursor +2

MCP server "xilinx-rag" as configured in Can-Y/docsearch. Runs locally from the xilinx-rag Python package.

not rated 0 1mo ago A tokens not measured

myaitwin

213

LutoLabs/mytwin-mcp

MCP server Claude CodeCodexCursor +2

A personal RAG database you build from chat, so AI creates work that sounds like you. Remote server at myaitwin.lutolearn.com.

not rated 0 2mo ago A tokens not measured

opensolr-mcp

214

phpcip/opensolr-mcp

MCP server Claude CodeCodexCursor +2

MCP server for Opensolr — managed Apache Solr with hybrid BM25+kNN search, server-side embeddings, and RAG answers as agent tools. Runs locally from the opensolr-mcp Python package. Needs 2 environment variables to run.

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

Ankit512/grounded-support-agent

MCP server Claude CodeCodexCursor +2

Governed customer-support MCP server: resolves only KB-grounded questions with citations, honestly escalates the rest, and never fabricates a resolution. Deterministic verdict + provenance. Runs locally from the grounded-support-agent Python package.

not rated 0 16d ago A tokens not measured

vector-search

216

Br0ski777/vector-search-x402

MCP server Claude CodeCodexCursor +2

In-memory vector search with TF-IDF and cosine similarity. x402 micropayment. Remote server at vector-search.api.klymax402.com.

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