Data and AI MCP servers

1,327 tagged Data and AI, measured the same way as everything else here.

Browse within: model-context-protocol 101ai-tools 27embeddings 22local-first 22knowledge-graph 19knowledge-base 16claude-desktop 15fastmcp 15gemini 15chromadb 11agent-memory 10claude-code-plugin 10data-engineering 10hybrid-search 10

docs-mcp

218

JaxsonWang/docs-mcp

MCP server Claude CodeCodexCursor +2

Local-only Node.js CLI + MCP server for ingesting Markdown docs and exposing retrieval tools. Runs locally from the @jaxsonwang/docs-mcp npm package.

not rated 4 8mo ago A tokens not measured original MIT

memograph

219

Indhar01/MemoGraph

MCP server Claude CodeCodexCursor +2

A graph-based memory system for LLMs with intelligent retrieval using knowledge graphs, hybrid search, and semantic embeddings. Runs locally from the memograph Python package. Needs 7 environment variables to run.

not rated 4 19d ago A tokens not measured original MIT

fgclip-mcp

220

360CVGroup/FGCLIP-MCP

MCP server Claude CodeCodexCursor +2

MCP Server for FG-CLIP embedding services. Runs locally from the fgclip-mcp Python package.

not rated 4 11mo ago A tokens not measured original Apache-2.0

aspark-graph

221

a-lottes/aSPARK-graph

MCP server Claude CodeCodexCursor +2

A lean, local code-and-artifact knowledge graph that speaks SPARK. Runs locally from the aspark-graph Python package.

not rated 3 1mo ago A tokens not measured original MIT

re-call

222

GiulioDER/RE-call

MCP server Claude CodeCodexCursor +2

Trustworthy retrieval for an AI agent's own memory — verdict, confidence and provenance per hit, or an explicit abstention. Runs locally from the recall-rag Python package. Needs 3 environment variables to run.

not rated 3 3d ago A tokens not measured original Apache-2.0

md-log-mcp

223

md-log/md-log-mcp

MCP server Claude CodeCodexCursor +2

Model Context Protocol server (stdio + remote Streamable HTTP) that lets agents save .md files (with images) straight into md-log. A thin authenticated HTTP client over the hosted md-log service. Runs locally from the md-log-mcp npm package. Needs 2 environment variables to run.

not rated 3 2d ago A tokens not measured original MIT

mcp

224

yp3y5akh0v/citadel

MCP server Claude CodeCodexCursor +2

Model Context Protocol server for Citadel: encrypted memory as MCP tools. Runs locally from the citadeldb-mcp Python package. Needs 1 environment variable to run.

not rated 3 2d ago A tokens not measured original Apache-2.0

omni-nli

225

CogitatorTech/omni-nli

MCP server Claude CodeCodexCursor +2

A multi-interface (REST and MCP) server for natural language inference. Runs locally from the omni-nli Python package.

not rated 3 6mo ago A tokens not measured original MIT

wso2-docs-mcp-server

226

iamvirul/wso2-docs-mcp-server

MCP server Claude CodeCodexCursor +2

Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector. Runs locally from the wso2-docs-mcp-server npm package. Needs 5 environment variables to run.

not rated 3 2d ago A tokens not measured original Apache-2.0

vector-db-mcp

227

kroq86/Plojure

MCP server Claude CodeCodexCursor +2

MCP server "vector-db-mcp" as configured in kroq86/Plojure. Runs in Docker (ghcr.io/kroq86/vector-db-mcp:0.1.1).

not rated 3 3mo ago A tokens not measured

ai-readiness

228

silverbackmarketing/ai-readiness

MCP server Claude CodeCodexCursor +2

Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website. Remote server at ai.silverbackmarketing.com.

not rated 3 2mo ago A tokens not measured

dify-mcp-server

229

teddylee777/dify-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "dify-mcp-server" as configured in teddylee777/dify-mcp-server. Runs locally from the dify-mcp-server Python package.

not rated 3 1y ago A tokens not measured fork

visionmcp

230

forloopcodes/vision-mcp

MCP server Claude CodeCodexCursor +2

MCP server that proxies image analysis to OpenRouter vision models. Runs locally from the @forloopcodes/visionmcp npm package.

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

ragflow-mcp-server

231

wang-junjian/ragflow-mcp-server

MCP server Claude CodeCodexCursor +2

RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs. Runs locally from the ragflow-mcp-server Python package.

not rated 3 1y ago A tokens not measured

kgraph

232

DeepakJangra239/kgraph

MCP server Claude CodeCodexCursor +2

A Python library for relational learning on knowledge graphs. Runs locally from the kgraph Python package.

not rated 3 9mo ago A tokens not measured original MIT

fast-pyairbyte

233

quintonwall/fast-pyairbyte

MCP server Claude CodeCodexCursor +2

Fast PyAirbyte - Generate data pipelines as code using PyAirbyte and AI. Runs locally from the fast-pyairbyte npm package.

not rated 3 1y ago A tokens not measured

mcp-huggingfetch

234

freefish1218/mcp-huggingfetch

MCP server Claude CodeCodexCursor +2

Pure Node.js MCP server for downloading HuggingFace models with enhanced HTTP API and smart filtering. Runs locally from the mcp-huggingfetch npm package.

not rated 3 1mo ago A tokens not measured original MIT

shinkuro

235

DiscreteTom/shinkuro

MCP server Claude CodeCodexCursor +2

Universal prompt loader MCP server. Runs locally from the shinkuro Python package.

not rated 3 7mo ago A tokens not measured original MIT archived

notemd-mcp-server

236

Jacobinwwey/notemd-mcp

MCP server Claude CodeCodexCursor +2

A standalone backend server for the Notemd Obsidian plugin, providing AI-powered text processing and knowledge management. Runs locally from the notemd-mcp-server npm package.

not rated 3 3mo ago A tokens not measured

ml-lab-mcp

237

PushPullCommitPush/ml-mcp

MCP server Claude CodeCodexCursor +2

MCP server "ml-lab-mcp" as configured in PushPullCommitPush/ml-mcp. Runs locally from the ml-lab-mcp Python package.

not rated 3 7mo ago A tokens not measured

vision-mcp

238

arealicehole/vision-mcp

MCP server Claude CodeCodexCursor +2

MCP server providing multimodal vision capabilities via OpenAI-compatible APIs. Runs locally from the vision-mcp npm package.

not rated 3 1y ago A tokens not measured original MIT

docshelf-mcp

239

ignatenkofi/docshelf-mcp

MCP server Claude CodeCodexCursor +2

MCP server for managing AI-friendly document collections — convert PDFs, split by chapter, index for chat projects. Runs locally from the docshelf-mcp Python package.

not rated 3 yesterday A tokens not measured original MIT

vidlizer

240

arizawan/vidlizer

MCP server Claude CodeCodexCursor +2

Point it at a video, image, or PDF — get structured JSON. Runs local (Ollama, LM Studio, oMLX) or cloud (OpenRouter). CLI + MCP server for Claude Code, Cursor, and Claude Desktop. Runs locally from the vidlizer Python package.

not rated 3 4mo ago A tokens not measured original MIT

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: