agentmods.dev

RAG and vectors MCP servers

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

Browse within: mcp-server 47LLM 30model-context-protocol 25embeddings 22knowledge-graph 14fastmcp 13knowledge-base 13local-first 12chromadb 10code-search 10hybrid-search 10lancedb 9ai-tools 8claude-desktop 8

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dify-mcp

241

salted-butter-joshua/dify-mcp

MCP server Claude CodeCodexCursor +2

MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients. Runs locally from the dify-mcp Python package. Needs 5 environment variables to run.

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

zkshare

242

sp0oby/zkShare

MCP server Claude CodeCodexCursor +2

ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /api/v1/context. Runs locally from the zkshare-mcp npm package. Needs 2 environment variables to run.

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

garnet-mcp

243

tarazou9/garnet-mcp

MCP server Claude CodeCodexCursor +2

MCP server "garnet-mcp" as configured in tarazou9/garnet-mcp. Launched with GarnetMcp.Server. Needs 6 environment variables to run.

not rated 0 26d ago A tokens not measured original MIT

voidfeed-mcp

244

voidfeedai-ops/voidfeed-mcp

MCP server Claude CodeCodexCursor +2

Knowledge API for AI agents — content, agent directory, model benchmarks, semantic search. Runs locally from the voidfeed-mcp npm package. Needs 2 environment variables to run.

not rated 0 3mo ago A tokens not measured

miapi

245

Doyukndr/miapi-python

MCP server Claude CodeCodexCursor +2

Official Python client for MIAPI — Grounded AI Answers API. Runs locally from the miapi-sdk Python package. Needs 1 environment variable to run.

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

qdrant-mcp

246

msstnk/qdrant-mcp

MCP server Claude CodeCodexCursor +2

Qdrant MCP server with configurable embedding providers. Runs locally from the qdrant-mcp Python package.

not rated 0 4mo ago A tokens not measured copy · 100% Apache-2.0

sage-mcp

247

ltaysh0/sage-mcp

MCP server Claude CodeCodexCursor +2

Hybrid semantic search over local knowledge bases and codebases. Runs locally from the sage-mcp Python package.

not rated 0 4mo ago A tokens not measured

code-context-mcp

248

nachogeinfor-ops/code-context

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 3mo ago A tokens not measured original MIT

whoosh-rag-mcp

249

jianlins/whoosh_rag_mcp

MCP server Claude CodeCodexCursor +2

Search and retrieve documentation using Whoosh full-text search with MCP server support. Runs locally from the whoosh-rag-mcp Python package.

not rated 0 9mo ago A tokens not measured

mcp-rag

250

fastmcp-me/mcp-rag

MCP server Claude CodeCodexCursor +2

A local MCP service for retrieval-augmented generation, a method that combines generated answers with retrieved information. It runs from the mcp-rag Python package.

not rated 0 10mo ago A tokens not measured fork

mcp-rag-server

251

FORIFOR/mcp-rag-server

MCP server Claude CodeCodexCursor +2

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

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

mcp-research-assistant

252

CyprianFusi/mcp-research-assistant

MCP server Claude CodeCodexCursor +2

MCP Server for Research Assistant with Vector Database Management. Runs locally from the mcp-research-assistant Python package.

not rated 0 8mo ago A tokens not measured copy · 100% MIT

nexla-document-qa

253

PShinde630/nexla-document-qa-mcp

MCP server Claude CodeCodexCursor +2

MCP server "nexla-document-qa" as configured in PShinde630/nexla-document-qa-mcp. Runs locally from the nexla-document-qa Python package.

not rated 0 1mo ago A tokens not measured

contract-audit-rag

254

ArmaghanRazaChaudhary/ContractAudit

MCP server Claude CodeCodexCursor +2

MCP server "contract-audit-rag" as configured in ArmaghanRazaChaudhary/ContractAudit. Runs locally from the contract-audit-rag Python package.

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

mcp-server

255

lakehouse-42/mcp-server

MCP server Claude CodeCodexCursor +2

Model Context Protocol (MCP) server for Lakehouse42 - exposes document search, time-travel queries, and RAG capabilities to AI assistants. Runs locally from the @lakehouse/mcp-server npm package.

not rated 0 7mo ago A tokens not measured

mcp-kql-server

256

ksagala/mcp-kql-server

MCP server Claude CodeCodexCursor +2

AI-Powered MCP server for KQL query execution with Natural Language to KQL (NL2KQL) conversion, intelligent schema memory, RAG-enhanced context assistance, and semantic search capabilities. Runs locally from the mcp-kql-server Python package.

not rated 0 1y ago A tokens not measured

mcp-server-vikingdb

257

fastmcp-me/vikingdb-mcp-server

MCP server Claude CodeCodexCursor +2

a mcp server for vikingdb store and search. Runs locally from the mcp-server-vikingdb Python package.

not rated 0 10mo ago A tokens not measured fork

mcp-server-qdrant

258

Jimmy974/mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for retrieving context from a Qdrant vector database. Runs locally from the mcp-server-qdrant Python package.

not rated 0 1y ago A tokens not measured

mmwrag

259

mikrominiw/scientific-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "mmwrag" as configured in mikrominiw/scientific-rag-mcp. Runs locally from the mmwrag Python package.

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

mcp-rag

260

apatoliya/mcp-rag

MCP server Claude CodeCodexCursor +2

A local MCP server for retrieval-augmented generation, a method that lets an AI find relevant information before forming an answer. The description does not specify its data sources or tools.

not rated 0 1y ago A tokens not measured

modular-rag-mcp-server

261

VirtualCoder0/rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in VirtualCoder0/rag-mcp-server. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 6mo ago A tokens not measured

cursor-mcp-rag

262

MeetRathodNitsan/MCP1

MCP server Claude CodeCodexCursor +2

MCP server "cursor-mcp-rag" as configured in MeetRathodNitsan/MCP1. Runs locally from the cursor-mcp-rag Python package.

not rated 0 1y ago A tokens not measured

local.local-rag

263

zongzi-zongzhi/local-Rag

MCP server Claude CodeCodexCursor +2

MCP server "local.local-rag" as configured in zongzi-zongzhi/local-Rag. Runs locally from the local-rag npm package. Needs 13 environment variables to run.

not rated 0 2mo ago A tokens not measured copy · 83% MIT

journal-rag

264

neryams/workspace-docs-mcp

MCP server Claude CodeCodexCursor +2

MCP server "journal-rag" as configured in neryams/workspace-docs-mcp. Runs locally from the journal-rag npm package.

not rated 0 17d ago A tokens not measured original MIT