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

local-graphrag-mcp

121

nonatofabio/local-graphrag-mcp

MCP server Claude CodeCodexCursor

MCP server "local-graphrag-mcp" as configured in nonatofabio/local-graphrag-mcp. Runs locally from the local-graphrag-mcp Python package.

not rated 2 8mo ago A tokens not measured

qdrant-mcp

122

stigenai/qdrant-mcp

MCP server Claude CodeCodexCursor

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

not rated 2 10mo ago A tokens not measured archived

EdmendZ/Modular-Rag-Mcp-Server

MCP server Claude CodeCodexCursor

MCP server "modular-rag-mcp-server" as configured in EdmendZ/Modular-Rag-Mcp-Server. Runs locally from the modular-rag-mcp-server Python package.

not rated 2 1mo ago A tokens not measured

github-code-rag

124

suyu-creator/github-code-rag-mcp

MCP server Claude CodeCodexCursor

MCP server "github-code-rag" as configured in suyu-creator/github-code-rag-mcp. Runs locally from the github-code-rag Python package.

not rated 2 10d ago A tokens not measured original MIT

kb

125

fish827-08/rag-kb

MCP server Claude CodeCodexCursor +2

MCP server "kb", hosted remotely at 127.0.0.1, as configured in fish827-08/rag-kb.

not rated 2 2d ago A tokens not measured original Apache-2.0

mortis-rag-mcp

126

moton16/Mortis-RAG-MCP

MCP server Claude CodeCodexCursor

MCP server "mortis-rag-mcp" as configured in moton16/Mortis-RAG-MCP. Runs locally from the mortis-rag-mcp Python package.

not rated 2 5d ago A tokens not measured

mcp-server

127

notbnull/mcp-rag-context

MCP server Claude CodeCodexCursor

MCP server "mcp-server" as configured in notbnull/mcp-rag-context. Runs locally from the @rag-context/mcp-server npm package.

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

mcp-markdown-ragdocs

128

andnp/ragdocs-mcp

MCP server Claude CodeCodexCursor

MCP server "mcp-markdown-ragdocs" as configured in andnp/ragdocs-mcp. Runs locally from the mcp-markdown-ragdocs Python package.

not rated 2 8d ago A tokens not measured original MIT

Shawnzheng011019/milvus-sdk-code-helper

MCP server Claude CodeCodexCursor

MCP server "mcp-pymilvus-code-generator" as configured in Shawnzheng011019/milvus-sdk-code-helper. Runs locally from the mcp-pymilvus-code-generator Python package.

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

memoryhub

130

taraksh01/memoryhub

MCP server Claude CodeCodexCursor

MCP server for persistent memory using Qdrant vector store. Runs locally from the @taraksh011/memoryhub npm package.

not rated 1 15d ago A tokens not measured original MIT

pow-rag-mcp

131

powmarx/pow-mcp-rag-new

MCP server Claude CodeCodexCursor

Local RAG MCP server for code and documentation. Runs locally from the pow-rag-mcp Python package.

not rated 1 21d ago A tokens not measured

agent-memory

132

agishub/agishub-mcp

MCP server Claude CodeCodexCursor +2

One of 7 in server.json

Persistent semantic memory for AI agents: store and recall text by meaning (RAG). x402. Remote server at api.agishub.com.

not rated 1 yesterday A tokens not measured original MIT

darwin-rag

133

Brightdotdev/DARWIN

MCP server Claude CodeCodexCursor

Local-first RAG knowledge base with hybrid search (BM25 + embeddings), exposed to AI agents via MCP — fully offline-capable. Runs locally from the darwin-rag Python package. Needs 4 environment variables to run.

not rated 1 9d ago A tokens not measured

climate-ipcc-rag

134

AswaniSahoo/climate-risk-agent

MCP server Claude CodeCodexCursor

MCP server "climate-ipcc-rag" as configured in AswaniSahoo/climate-risk-agent. Runs in Docker (ghcr.io/aswanisahoo/climate-ipcc-rag-mcp:0.1.0). Needs 3 environment variables to run.

not rated 1 14d ago A tokens not measured original MIT

dailyhotmcp

135

FrankXMX/dailyhotmcp

MCP server Claude CodeCodexCursor

A locally run MCP server that collects trending lists from more than 55 online platforms, including Weibo, Zhihu, Bilibili, and GitHub. It can provide this information for language-model or RAG workflows, where an AI answers using retrieved source data.

not rated 1 5mo ago A tokens not measured original MIT

memocat-mcp

136

MontyGovernance/memocat-mcp

MCP server Claude CodeCodexCursor

MCP server for self-hosted AI agent memory, semantic search, vector RAG, and Montycat. Runs locally from the memocat-mcp Python package. Needs 2 environment variables to run.

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

sql-server-mcp

137

TharanaBope/SQL-MCP-Mac-Windows

MCP server Claude CodeCodexCursor

One of 2 in server.json

SQL Server MCP with RAG capabilities for Windows (native ODBC support). Runs locally from the @tharanabopearachchi/sql-server-mcp npm package.

not rated 1 4mo ago A tokens not measured original MIT

graphmem-mcp

138

Sathvik-1007/GraphMem-MCP

MCP server Claude CodeCodexCursor

Production-grade Graph-RAG MCP server with local embeddings — persistent knowledge graphs for any LLM-powered CLI agent. Runs locally from the graphmem-mcp Python package. Needs 4 environment variables to run.

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

md-vision

139

japlete/md-vision-mcp

MCP server Claude CodeCodexCursor

Read markdown with inlined images and index headings for agentic RAG workflows. Runs locally from the md-vision npm package.

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

mcp-server

140

mixpeek/mcp-server

MCP server Claude CodeCodexCursor

Give your agent eyes. Search video, images, and audio via the Mixpeek multimodal retrieval API. Runs locally from the @mixpeek/mcp npm package. Needs 3 environment variables to run.

not rated 1 4mo ago A tokens not measured original MIT

transform

141

Unstructured-IO/unstructured-mcp-integrations

MCP server Claude CodeCodexCursor

Turn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding. Remote server at mcp.transform.unstructured.io.

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

machhakiran/kavi-research-assistant-mcp

MCP server Claude CodeCodexCursor

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

not rated 1 7mo ago A tokens not measured original MIT

openballast

144

OpenBallast/ballast-cli

MCP server Claude CodeCodexCursor

Ballast: pull a quantized knowledge corpus (or build your own) and ground any local model — OpenAI proxy, MCP server, model profiling, and a three-arm grounding benchmark. Runs locally from the openballast Python package.

not rated 1 28d ago A tokens not measured copy · 86% Apache-2.0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: