Data and AI

3,688 projects whose own agent configuration covers data and ai. These are not mods to install — they are how the maintainers of these repositories tell an agent what to do, and what to avoid.

All projects Building agents7,521Claude Code6,606Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295

Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro

ProjectStarsConfiguresFilesAlways loaded
inakirealise/boond-mcp A TypeScript-based Model Context Protocol (MCP) server providing 94+ tools across 8 busine 0 Codex, OpenCode 1 2,383 tok
solidlime/Nous A Model Context Protocol (MCP) server for persistent memory. Provides advanced semantic se 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,059 tok
mfarhan0304/MCP-MarketMind Financial research tools over the Model Context Protocol 0 Claude Code 1 688 tok
bailur/usps-mcp-server Model Context Protocol server for USPS address validation 0 GitHub Copilot 1 716 tok
binsarjr/svelte5-mcp A specialized Model Context Protocol (MCP) server for Svelte 5 frontend development 0 Claude Code 1 1,310 tok
boivert/stage-ai-mcp MCP server that replicates creative strategist context gathering through advanced RAG with 0 Claude Code 1 1,953 tok
Mingwei2/mcp-data-explore Local MCP server with three tools for CSV exploration, data cleaning, and statistical test 0 Claude Code 1 860 tok
fgouzi/mcp-i14y MCP server for the Swiss I14Y Interoperability Platform 0 Claude Code 1 1,373 tok
fe-m-bueno/mcp-me Personal MCP server — TypeScript over stdio, exposes CV and projects as LLM tools 0 Claude Code 1 814 tok
mstuart/graphql-agent-toolkit npmjs.com Turn any GraphQL API into AI-agent-ready tools — MCP servers, LangChain tools, and standal 0 Codex, OpenCode 1 1,125 tok
amslimaa/databricks-mcp Model context protocol of Databricks API 0 Codex, OpenCode 1 1,722 tok
GleidsonFerSanP/mcp-ai-prompts-management 0 Claude Code, Codex, OpenCode 2 2,409 tok
oddrationale/groupme-mcp-server An MCP server exposing the GroupMe API v3, built with FastMCP and hosted on Prefect Horizo 0 Claude Code, Codex, OpenCode 2 2,503 tok
kellymears/arcana-cli Tarot CLI — six spread types, 78 authored cards, elemental dignities, animated terminal UI 0 Claude Code 1 389 tok
MohanTn/hybrid-retrieval-pipeline AIConductor mcp sever for complex feature development with multiple Agents 0 Claude Code 3 494 tok
twosg/imap-mcp 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI a 0 Claude Code 1 273 tok
MacromNex/chai1_mcp Chai-1 MCP server for protein structure prediction 0 Claude Code 1 739 tok
bbuchsbaum/eco-oracle EcoOracle: MCP server + tools for ecosystem-wide R/Python package knowledge 0 Claude Code, Codex, OpenCode 7 1,230 tok
joostfaassen/prism MCP Tool Bridge - Expose custom API tools over the Model Context Protocol 0 Codex, OpenCode 1 4,515 tok
tranhoangtu-it/mcp-figma MCP server bridging AI clients to Figma Desktop via Plugin API + WebSocket. Zero rate limi 0 Claude Code 1 585 tok
avocatt/legal-rag-toolkit MCP server + Claude Code skills for semantic search over Turkish legal contracts and email 0 Claude Code 1 196 tok
lqwangxg/mcp-server-hello This project implements a Model Context Protocol (MCP) server that provides several tools, 0 Gemini CLI 1 1,176 tok
mdlopresti/stoat-mcp A Model Context Protocol (MCP) server for the Stoat chat platform 0 Claude Code 1 1,264 tok
sevenseconds/vibescout A high-performance Model Context Protocol (MCP) server for local semantic code search 0 Claude Code, Gemini CLI 2 4,523 tok
flix-pro/flix-mcp MCP (Model Context Protocol) server implementation that provides an AI model interface for 0 Claude Code 1
plures/pluresLM-mcp Plures LM MCP server — persistent vector memory for AI coding assistants (VS Code, Cursor, 0 GitHub Copilot 1 1,696 tok
nitindermohan/pumble-mcp A standalone MCP server that gives AI agents complete access to the Pumble messaging platf 0 Claude Code 1 3,462 tok
optimize-overseas/lacrm-mcp lessannoyingcrm.com Model Context Protocol (MCP) server for Less Annoying CRM 0 Claude Code 1 2,410 tok
vijayanan6/mcp-project 0 Claude Code 2 7,860 tok
kud/mcp-bsky kud.io MCP server for Bluesky — search, read, and post via the AT Protocol. 0 Claude Code 1 226 tok
shermozle/lms-mcp Model Context Protocol server for Lyrion Music Server (LMS) JSONRPC API 0 Codex, OpenCode 1 945 tok
cmagorian/trainheroicMcp TrainHeroic MCP 0 Claude Code 1 1,237 tok
saltyeg/cadkit-mcp cadkit + onshape MCP servers for driving Onshape from an LLM — idiomatic, fully-defined, v 0 Claude Code 1 530 tok
LePomas/garminconnect-mcp MCP server exposing personal Garmin Connect data to Claude, Codex, and Gemini CLI — a thin 0 Codex, Gemini CLI, OpenCode 2 765 tok
PieterVDMerwe/ollama-wrapper-mcp A Python-based Model Context Protocol (MCP) server wrapping local Ollama capabilities. 0 Claude Code, Codex 1
neflingcreations/PBI-MCP MCP server giving AI agents live access to Polish business data — VAT whitelist (Biała Lis 0 Codex, OpenCode 1 1,250 tok
e2its/myrmion-graphrag Servidor MCP que expone una base GraphRAG local (LightRAG + Ollama) a Claude Code en VS Co 0 Claude Code 3 1,198 tok
Nhuajia/RAG_MCP 0 Claude Code, Codex 9
i2mint/enlace_connector Deploy Python functions as authenticated MCP connectors on an enlace platform 0 Claude Code 1
florianbuetow/low-latency-tts-api-server-mcp Local text-to-speech CLI and API server powered by the tiny tts kokoro model via tts.cpp, 0 Claude Code, Codex, OpenCode 2 993 tok
ojimpo/otp-mcp MCP server exposing a self-hosted OpenTripPlanner instance for accurate Kanto rail/subway 0 Claude Code 1 2,328 tok
lijunjie469/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 11 434 tok
AceDataCloud/WebExtratorMCP MCP server for web extraction and rendering via Ace Data Cloud. 0 Claude Code 1 356 tok
leonardoAB1/qucs-mcp MCP server for Qucs/uSimmics circuit simulation: enables agents to generate schematics, ru 0 Claude Code 1 2,032 tok
ard1102/ip-intelligence Self-hosted threat intelligence platform — 10 open-source feeds, OCSF Class 4001, REST API 0 Claude Code 9 2,799 tok
hzy9981/vertex-ai-mcp-bridge 0 Gemini CLI 1 5,631 tok
NeveuGregor/mcp-redmineApi MCP server to drive a Redmine instance from Claude (Desktop/CLI) via its REST API: list/se 0 Claude Code 1 1,304 tok
ArkTechNWA/federated-search Federated memory search MCP server — one query, all knowledge 0 Claude Code 1 373 tok
pandashhh/rag-mcp-server 0 Claude Code 1 232 tok
squall321/DigitalTwinSimulation LS-DYNA .k → STL → hand grip pose → phone outline morphing → solid .k. MCP server for LLM 0 Claude Code 1