RAG and vectors MCP servers

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

Browse within: mcp-server 46LLM 30model-context-protocol 26embeddings 23knowledge-graph 15knowledge-base 13fastmcp 12local-first 12chromadb 10code-search 10hybrid-search 10ai-tools 8claude-desktop 8cli 8

ragandllm-mcp

265

iijimam/RAGandLLM-MCP

MCP server Claude CodeCodexCursor +2

MCP server "ragandllm-mcp" as configured in iijimam/RAGandLLM-MCP. Runs locally from the ragandllm-mcp Python package.

not rated 0 1y ago A tokens not measured

rag-mcp-app

266

Alex-ChanHC/rag-mcp-app

MCP server Claude CodeCodexCursor +2

MCP server "rag-mcp-app" as configured in Alex-ChanHC/rag-mcp-app. Runs locally from the rag-mcp-app Python package.

not rated 0 1y ago A tokens not measured

fhir-ig-rag

267

davidcumming/fhir-ig-rag

MCP server Claude CodeCodexCursor +2

MCP server "fhir-ig-rag" as configured in davidcumming/fhir-ig-rag. Runs locally from the fhir-ig-rag Python package.

not rated 0 6mo ago A tokens not measured

rag

268

monthop-gmail/rag-mcp-claude

MCP server Claude CodeCodexCursor +2

MCP server "rag", hosted remotely at localhost, as configured in monthop-gmail/rag-mcp-claude.

not rated 0 6mo ago A tokens not measured

baas-mcp

269

mbaas-inc/BaaS-MCP

MCP server Claude CodeCodexCursor +2

An MCP server for an AI application’s BaaS authentication system, with AI-based document search and code generation. BaaS means backend services provided for an application.

not rated 0 11mo ago A tokens not measured

kb-search

270

thypon/kb

MCP server Claude CodeCodexCursor +2

MCP server "kb-search" as configured in thypon/kb. Runs locally from the kb-search Python package.

not rated 0 12mo ago A tokens not measured

AINative-Studio/ainative-zerodb-mcp-server

MCP server Claude CodeCodexCursor +2

AINative ZeroDB MCP Server - 77 operations for vector search, TurboQuant vector compression (PolarQuant + QJL), NoSQL, dedicated PostgreSQL management, files, events, RLHF, and persistent memory for AI agents with enterprise security. All tools annotated. Runs locally from the ainative-zerodb-mcp-server npm package.

not rated 0 2mo ago A tokens not measured

mcp-embedding-storage

272

ricleedo/Knowledge-EmbeddingAPI-MCP

MCP server Claude CodeCodexCursor +2

MCP server "mcp-embedding-storage" as configured in ricleedo/Knowledge-EmbeddingAPI-MCP. Runs locally from the mcp-embedding-storage npm package.

not rated 0 11mo ago A tokens not measured

Filmystar/lightrag-code-brain-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "lightrag-code-brain-mcp" as configured in Filmystar/lightrag-code-brain-mcp-server. Runs locally from the lightrag-code-brain-mcp Python package.

not rated 0 2mo ago A tokens not measured original MIT

rag

274

jaimeferj/mcp-rag-docs

MCP server Claude CodeCodexCursor +2

MCP server "rag" as configured in jaimeferj/mcp-rag-docs. Runs locally from the rag Python package.

not rated 0 10mo ago A tokens not measured

mcp-agentic-rag

275

sandovalmedeiros/mcp_agentic_rag

MCP server Claude CodeCodexCursor +2

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

not rated 0 9mo ago A tokens not measured

r2r-rag-search-agent

276

evgenygurin/r2r-rag-search-agent

MCP server Claude CodeCodexCursor +2

MCP server "r2r-rag-search-agent" as configured in evgenygurin/r2r-rag-search-agent. Runs locally from the r2r-rag-search-agent Python package.

not rated 0 9mo ago A tokens not measured

vault-rag-mcp

277

fjacquet/vault-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "vault-rag-mcp" as configured in fjacquet/vault-rag-mcp. Runs locally from the vault-rag-mcp Python package.

not rated 0 23d ago A tokens not measured

nguyenngocdue/RAG-MCP

MCP server Claude CodeCodexCursor +2

MCP server "rag-anything-mcp-server" as configured in nguyenngocdue/RAG-MCP. Runs locally from the rag-anything-mcp-server Python package.

not rated 0 7mo ago A tokens not measured original MIT

local-rag-core

279

linkwut-create/local-rag-core

MCP server Claude CodeCodexCursor +2

MCP server "local-rag-core" as configured in linkwut-create/local-rag-core. Runs locally from the local-rag-core Python package.

not rated 0 2mo ago A tokens not measured original MIT

mm-repos/langgraph-claude-azure-mcp

MCP server Claude CodeCodexCursor +2

MCP server "azure-ai-search-mcp-server" as configured in mm-repos/langgraph-claude-azure-mcp. Runs locally from the azure-ai-search-mcp-server Python package.

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

rag-mcp-server

281

ali-48/rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "rag-mcp-server" as configured in ali-48/rag-mcp-server. Runs locally from the rag-mcp-server npm package.

not rated 0 6mo ago A tokens not measured

zk-armor/mcp-jina-ai

MCP server Claude CodeCodexCursor +2

An MCP server for Jina AI, providing tools for embeddings, reranking, and generation. NodeJS Version. Runs locally from the jina-ai-mcp-server-nodejs npm package.

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

muxue_rag

283

musnows/muxue_rag_mcp

MCP server Claude CodeCodexCursor +2

MCP server "muxuerag" as configured in musnows/muxueragmcp. Runs locally from the mcp_rag_tool Python package.

not rated 0 8mo ago A tokens not measured

cntx-ui

284

whaleen/cntx

MCP server Claude CodeCodexCursor +2

Autonomous Repository Intelligence engine with web UI and MCP server. Unified semantic code understanding, local RAG, and agent working memory. Runs locally from the cntx-ui npm package.

not rated 0 6mo ago A tokens not measured

pocket-agent-mcp

285

VikashS/pocket_agent_mcp

MCP server Claude CodeCodexCursor +2

MCP based Pocket Agent in vector db ( chroma) as storage. Runs locally from the pocket-agent-mcp Python package.

not rated 0 8mo ago A tokens not measured original MIT

code-context-mcp

286

RaheesAhmed/code-context-mcp

MCP server Claude CodeCodexCursor +2

MCP server with local RAG for Claude Code repo context. Runs locally from the code-context-mcp Python package.

not rated 0 7mo ago A tokens not measured copy · 100% MIT

rag-mcp-server

287

Rubrum95/rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing. Runs locally from the rag-mcp-server Python package.

not rated 0 5mo ago A tokens not measured

bedrock-kb-mcp-server

288

kawanishi0117/kk-mcp

MCP server Claude CodeCodexCursor +2

MCP server "bedrock-kb-mcp-server" as configured in kawanishi0117/kk-mcp. Runs locally from the bedrock-kb-mcp-server Python package.

not rated 0 9mo ago A tokens not measured