agentmods.dev

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

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bedrock-kb-mcp-server

289

r3-yamauchi/bedrock-kb-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "bedrock-kb-mcp-server" as configured in r3-yamauchi/bedrock-kb-mcp-server. Runs locally from the bedrock-kb-mcp-server Python package.

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

qure-semantic-search-mcp

291

mix0z/Semantic-Search-MCP

MCP server Claude CodeCodexCursor +2

MCP server "qure-semantic-search-mcp" as configured in mix0z/Semantic-Search-MCP. Runs locally from the qure-semantic-search-mcp Python package.

not rated 0 9mo ago A tokens not measured

chroma-mcp-server

292

rkilchmn/chroma-mcp-server

MCP server Claude CodeCodexCursor +2

Chroma MCP Server - Vector Database Integration for LLM Applications. Runs locally from the chroma-mcp-server Python package.

not rated 0 11mo ago A tokens not measured

ragmcp

293

Sriragulcodez/RAGMCP

MCP server Claude CodeCodexCursor +2

MCP server "ragmcp" as configured in Sriragulcodez/RAGMCP. Runs locally from the ragmcp Python package.

not rated 0 7mo ago A tokens not measured

pdf-rag-mcp

294

MBaranekTech/pdf-rag-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 5mo ago A tokens not measured original MIT

testigo-recall-mcp

295

testigo-recall/testigo-recall-mcp

MCP server Claude CodeCodexCursor +2

MCP server for querying testigo-recall knowledge bases. Runs locally from the testigo-recall-mcp Python package.

not rated 0 27d ago A tokens not measured

turbopuffer-mcp

296

aryanma/turbopuffer-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 6mo ago A tokens not measured

chromadb-mcp

297

lbaret/chromadb-retriever-mcp

MCP server Claude CodeCodexCursor +2

MCP server "chromadb-mcp" as configured in lbaret/chromadb-retriever-mcp. Runs locally from the chromadb-mcp Python package.

not rated 0 5mo ago A tokens not measured

weaviate-mcp

298

vbhasker/weaviate-mcp

MCP server Claude CodeCodexCursor +2

MCP server for Weaviate vector database. Runs locally from the weaviate-mcp Python package.

not rated 0 5mo ago A tokens not measured

glowfic-search

299

keenanpepper/glowfic-rag

MCP server Claude CodeCodexCursor +2

MCP server "glowfic-search" as configured in keenanpepper/glowfic-rag. Runs rag.mcp_server with .venv/bin/python3.

not rated 0 4mo ago A tokens not measured

milvus_mcp_server

300

hcheng666/milvus_mcp_server

MCP server Claude CodeCodexCursor +2

MCP server "milvusmcpserver" as configured in hcheng666/milvusmcpserver. Runs locally from the milvus_mcp_server npm package.

not rated 0 4mo ago A tokens not measured

ragi

301

SusuTawar/ragi

MCP server Claude CodeCodexCursor +2

Local-first RAG indexing and semantic search MCP server. Runs locally from the @susutawar/ragi npm package.

not rated 0 24d ago A tokens not measured

rag-retrieval-mcp

302

MaryamZi/rag-retrieval-mcp

MCP server Claude CodeCodexCursor +2

A generic RAG MCP server with pluggable embedding providers and vector stores. Runs locally from the rag-retrieval-mcp Python package.

not rated 0 5mo ago A tokens not measured original Apache-2.0

simplecode-mcp

303

egoetmann/SimpleCodeMCP

MCP server Claude CodeCodexCursor +2

Turn internal code libraries into AI-accessible knowledge sources via MCP server with semantic search. Runs locally from the simplecode-mcp Python package.

not rated 0 9mo ago A tokens not measured original MIT

gemini-search-mcp

304

Lambda-zhou/gemini-search-mcp

MCP server Claude CodeCodexCursor +2

MCP server that exposes Gemini web search and document question answering tools. Runs locally from the gemini-search-mcp Python package.

not rated 0 1mo ago A tokens not measured

graph-rag-mcp-server

305

nickshffer/graph-rag-mcp-server

MCP server Claude CodeCodexCursor +2

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

not rated 0 11mo ago A tokens not measured

files-vector-mcp-server

306

928871247/files-vector-mcp-server

MCP server Claude CodeCodexCursor +2

A FastMCP server for file vectorization and similarity search. Runs locally from the files-vector-mcp-server Python package.

not rated 0 11mo ago A tokens not measured original Apache-2.0

gitscribe-mcp

307

akhilthomas236/gitscribe

MCP server Claude CodeCodexCursor +2

GitScribe: Web Scraping RAG MCP Server for Git-based Documentation. Runs locally from the gitscribe-mcp Python package.

not rated 0 1y ago A tokens not measured

verbatim-mcp

308

KRLabsOrg/verbatim-mcp

MCP server Claude CodeCodexCursor +2

MCP server for the Verbatim platform — collection-aware paper search and RAG. Runs locally from the verbatim-mcp Python package.

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

mcp-server-qdrant-rs

309

vaporif/mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for Qdrant vector database with local embedding support. Runs locally from the mcp-server-qdrant-rs Python package.

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

research-assistant-mcp

310

laxmimerit/research-assistant-mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol server for research assistance with ChromaDB vector storage. Runs locally from the research-assistant-mcp Python package.

not rated 0 9mo ago A tokens not measured original MIT

mcp

311

rosalinddb/rosalinddb-mcp

MCP server Claude CodeCodexCursor +2

Model Context Protocol server for RosalindDB - a cost-optimized, object-storage-first vector search database. Runs locally from the @rosalinddb/mcp npm package.

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

ragdocs

312

mcpflow/ragdocs

MCP server Claude CodeCodexCursor +2

MCP server for RAG-based document search and management. Runs locally from the @mcpservers/ragdocs npm package.

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