RAG and vectors MCP servers

524 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 14local-first 13fastmcp 12chromadb 10code-search 10hybrid-search 10ai-tools 8claude-desktop 8cli 8

KaushalprajapatiKP/custom-MCP-servers

MCP server Claude CodeCodexCursor +2

MCP server "custom-py-mcp-servers-including-rag" as configured in KaushalprajapatiKP/custom-MCP-servers. Runs locally from the Custom-py-mcp-servers-including-rag Python package.

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

azhang/qdrant-llamaindex-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for reading LlamaIndex documents stored in Qdrant vector database. Runs locally from the qdrant-llamaindex-mcp-server Python package.

not rated 0 1y ago A tokens not measured fork Apache-2.0

turbovec-mcp

339

potatofacee/turbovec-mcp

MCP server Claude CodeCodexCursor +2

MCP server "turbovec-mcp" as configured in potatofacee/turbovec-mcp. Runs locally from the turbovec-mcp Python package.

not rated 0 2mo ago A tokens not measured original BSD-3-Clause

qdrant-mcp-server

340

deveyus/qdrant-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for semantic search using local Qdrant and Ollama (default) with support for OpenAI, Cohere, and Voyage AI. Runs locally from the @mhalder/qdrant-mcp-server npm package.

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

rag-regression-gate

341

db-inlee/rag-regression-gate-mcp

MCP server Claude CodeCodexCursor +2

MCP server "rag-regression-gate" as configured in db-inlee/rag-regression-gate-mcp. Runs app.mcp.server with python.

not rated 0 2mo ago A tokens not measured

leviethung2103/lightrag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "lightrag-fastmcp-bridge" as configured in leviethung2103/lightrag-mcp-server. Runs locally from the lightrag-fastmcp-bridge Python package.

not rated 0 2mo ago A tokens not measured

semantic-search-mcp

343

adborroto/semantic-search-mcp

MCP server Claude CodeCodexCursor +2

RAG-lite: local semantic search over your files, as a CLI and an MCP server. No LLM, no API keys, no servers. Runs locally from the @adborroto/semantic-search-mcp npm package.

not rated 0 6d ago A tokens not measured original MIT

seahorse-rag-mcp

344

pch8286/seahorse-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "seahorse-rag-mcp" as configured in pch8286/seahorse-rag-mcp. Runs locally from the seahorse-rag-mcp Python package.

not rated 0 4mo ago A tokens not measured original MIT

openrag

345

janik96v/OpenRAG

MCP server Claude CodeCodexCursor +2

OpenRAG is a comprehensive Retrieval-Augmented Generation platform that enables intelligent document search and AI-powered conversations. Runs locally from the openrag Python package.

not rated 0 5mo ago A tokens not measured

projectmind-mcp

346

mykolariabokon/project-mind-mcp

MCP server Claude CodeCodexCursor +2

Give your AI coding assistant a brain: persistent memory, hybrid code search, AI-authored annotations, and an AST symbol graph — 100% local MCP server, no API keys. Runs locally from the projectmind-mcp Python package.

not rated 0 2d ago A tokens not measured

rag-mcp

347

Ma-fee/RAG_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 4mo ago A tokens not measured

memory-lancedb-mcp

348

cablate/memory-lancedb-mcp

MCP server Claude CodeCodexCursor +2

MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector + BM25), cross-encoder rerank, multi-scope isolation, and memory lifecycle management. Runs locally from the @cablate/memory-lancedb-mcp npm package.

not rated 0 4mo ago A tokens not measured original MIT

qdrant-codebase-mcp

349

theepicsaxguy/qdrant-codebase-mcp

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-codebase-mcp" as configured in theepicsaxguy/qdrant-codebase-mcp. Runs locally from the qdrant-codebase-mcp npm package.

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

knowledge-mgmt-mcp

350

mmaun/askmydocs

MCP server Claude CodeCodexCursor +2

Production-ready MCP server for document ingestion and knowledge management with vector search. Supports PDF, DOCX, TXT, MD, CSV, JSON, HTML with ChromaDB and multiple embedding providers. Runs locally from the knowledge-mgmt-mcp npm package.

not rated 0 11mo ago A tokens not measured original MIT

kb-mcp-server

351

aisho-alex/knowledge_base_mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server implementation for txtai. Runs locally from the kb-mcp-server Python package.

not rated 0 5mo ago A tokens not measured

graph-rag-mcp-server

352

saselvan/graph-rag-mcp-server-fixed

MCP server Claude CodeCodexCursor +2

MCP server "graph-rag-mcp-server" as configured in saselvan/graph-rag-mcp-server-fixed. Runs locally from the graph-rag-mcp-server Python package.

not rated 0 7mo ago A tokens not measured

metamind-vault-rag

353

Nikitzu/metamind-vault-rag

MCP server Claude CodeCodexCursor +2

Markdown corpus retrieval engine: watcher, indexer, hybrid search, MCP server. Runs locally from the metamind-vault-rag Python package.

not rated 0 19d ago A tokens not measured original MIT

mcp-powered-video

354

aymanz12/-MCP-Powered-Video-RAG-

MCP server Claude CodeCodexCursor +2

MCP server "mcp-powered-video" as configured in aymanz12/-MCP-Powered-Video-RAG. Runs locally from the mcp-powered-video Python package.

not rated 0 19d ago A tokens not measured

code-context-mcp

355

RafaelC457ro/code-context-mcp

MCP server Claude CodeCodexCursor +2

MCP server for semantic code search powered by MongoDB Atlas Vector Search and Voyage AI embeddings. Runs locally from the code-context-mcp npm package.

not rated 0 1mo ago A tokens not measured

uiqkos/llamacloud-rag-mcp

MCP server Claude CodeCodexCursor +2

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

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

snomed-graph-rag

357

lesskao/rag-neo-mcp-week6

MCP server Claude CodeCodexCursor +2

MCP server "snomed-graph-rag" as configured in lesskao/rag-neo-mcp-week6. Runs locally from the snomed-graph-rag Python package.

not rated 0 7mo ago A tokens not measured

code-context-mcp

358

daswort/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 5mo ago A tokens not measured

node2flow-th/gemini-files-search-rag-mcp-community

MCP server Claude CodeCodexCursor +2

MCP server for Gemini RAG — manage File Search stores, upload documents, and query with AI-powered retrieval-augmented generation. Runs locally from the @node2flow/gemini-file-search-rag-mcp npm package.

not rated 0 6mo ago A tokens not measured original MIT

codebase-indexer

360

ygtdgn/codebase-indexer

MCP server Claude CodeCodexCursor +2

Semantic codebase indexer with Ollama + Qdrant, MCP server for Claude Code. Runs locally from the codebase-indexer npm package.

not rated 0 6mo ago A tokens not measured