Data and AI

1,821 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 agents8,442Claude Code6,875Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315

Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro

ProjectStarsConfiguresFilesAlways loaded
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 Servidor MCP para o Databricks: Unity Catalog (catálogos, schemas, tabelas) e execução de 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 2,664 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
shermozle/lms-mcp Model Context Protocol server for Lyrion Music Server (LMS) JSONRPC API 0 Codex, OpenCode 1 945 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
Nhuajia/RAG_MCP 0 Claude Code, Codex 9 —
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 Codex, OpenCode 1 1,027 tok
lijunjie469/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 11 434 tok
carrilloapps/docgraph npmjs.com Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. 0 Claude Code, Codex, OpenCode 2 831 tok
matematicsolutions/mcp-fr-legal MCP server over an offline full-text corpus of French codes and statutes (Legifrance / DIL 0 Codex, OpenCode 1 860 tok
herrozim-ship-it/yureong Phantom Case Detector — Detect AI-hallucinated Korean legal citations against the official 0 Codex, OpenCode 1 708 tok
maxrotemberg04-spec/rag-vault Local-first RAG over my Obsidian vault — hand-rolled hybrid retrieval (BM25 + embeddings + 0 Claude Code, Codex, OpenCode 2 265 tok
da-troll/planhat-mcp Unofficial local MCP server for Planhat CRM: 60 tools for Claude Desktop and any MCP clien 0 Claude Code, Codex, OpenCode 2 1,854 tok
MaximilianoRodrigoSoria/mcp-server-demo maximilianorodrigosoria.github.io Servidor MCP (Model Context Protocol) con FastMCP: tools de SQLite y una API de clima (Ope 0 Codex, OpenCode 1 369 tok
OctopusGarage/alcove octopusgarage.github.io 🧠 Local-first personal memory for agent workflows. 0 Claude Code, Codex, OpenCode 11 1,486 tok
kevin-rieck/managed-opcua-mcp 0 Codex, OpenCode 1 136 tok
jaronlu/llm-wiki-mcp MCP server that gives AI agents a governed wiki — candidates proposed, human approves, wik 0 Codex, OpenCode 1 629 tok
theonetheycallneo/harbormaster Authenticated MCP gateway: per-user RAG + a 116-tool registry behind one endpoint, at cons 0 Claude Code, Codex, OpenCode 2 79 tok
SunrisesIllNeverSee/bestuser-router-mcp signalaf.com BestUserRouter MCP — the marketable intent layer for 'who is the best AI user?' queries. R 0 Codex, OpenCode 1 1,335 tok
sagar-shirwalkar/collibra-atlas Local-first AI knowledge layer for Collibra documentation via MCP 0 Claude Code, Codex, OpenCode 15 2,964 tok
eddyvlad/taskgrade Local-first task classification and coding-agent model selection with Ollama, CLI, and MCP 0 Codex, OpenCode 1 177 tok
DmitriyOT/mcp-codebase MCP server for semantic codebase navigation: AST index of symbols, imports and dependencie 0 Codex, OpenCode 1 2,770 tok
Dev-Russo/session-handoff-mcp Local-first MCP server for structured session handoff between coding agents. 0 Codex, OpenCode 1 614 tok
ownasquare/context-loom Local-first, fidelity-audited context compilation for AI chat harnesses 0 Codex, OpenCode 1 566 tok
pooyanmajd/pmtechdev-mcp-plugins Local-first, safety-focused MCP servers, shared tooling, and a public Codex plugin marketp 0 Codex, OpenCode 1 326 tok
msmirnyagin/wed-search-cloudflare Remote MCP server on Cloudflare Workers — smart web-search router across HTTP APIs, extern 0 Codex, OpenCode 1 1,368 tok
hwalde/vision-mcp MCP-Server für lokale Bild-Analyse: YOLOv8-Objekterkennung und EasyOCR, mit LLM-optimierte 0 Claude Code, Codex, OpenCode 2 2,821 tok
powersurge01/shoot-email shoot-email-backend.powersurge.workers.dev Gives ChatGPT a real email inbox to send and receive messages, preserve conversation histo 0 Codex, OpenCode 1 3,723 tok
lorenzomicheli/bedrock-kb-mcp-server A managed knowledge base for Claude Code, powered by Amazon Bedrock Managed Knowledge Base 0 Codex, OpenCode 1 379 tok
Gaurav7974/agent-regress npmjs.com MCP server for regression-testing AI agents — deterministic checks (regex, exact-match, JS 0 Codex, OpenCode 1 400 tok
feli0x/docfs DocFS is a Model Context Protocol (MCP) server that exposes read-only file system tools to 0 Codex, OpenCode 1 457 tok
kaushikkumarkr/RAG-MCP 0 Codex, OpenCode 1 7,194 tok
ArkaAiAdmin/Agentic-Memory Local-first semantic memory system for AI agents with MCP, FTS5, KG, temporal reasoning, a 0 Claude Code, Codex, OpenCode 9 5,809 tok
dbtlr/artifacts Persistent links for agent-generated Markdown, HTML, and text via MCP. 0 Claude Code, Codex, OpenCode 2 141 tok
Sudeozubek/flyrank-capstone-social-studio AI-powered multi-platform social campaign publishing platform built for the FlyRank Backen 0 Codex, OpenCode 1 242 tok
dawnmcp/DawnMCP-1 DawnMCP is a local, privacy-first MCP server that gives AI coding assistants deep codebase 0 Claude Code, Codex 5 —
aronjesusfj-lang/mcp-fansly Servidor MCP (Model Context Protocol) para automatización y analítica de cuentas de Fansly 0 Codex, OpenCode 1 765 tok
amangit1314/repo-rag A chat agent over my own GitHub profile — ask it "has Aman used Kotlin?" or "is CareerSpir 0 Claude Code, Codex, OpenCode 13 4,244 tok
manojkiranti/local-llm-mcp 0 Claude Code, Codex, OpenCode 2 3,477 tok
meob/mcp-blueprint MCP Blueprint is a lightweight framework for creating Model Context Protocol (MCP) servers 0 Claude Code, Codex, OpenCode 2 1,266 tok
solaegis/hubitat-mcp MCP server for Hubitat Elevation hubs (C-5+) — Maker API device control, optional admin to 0 Codex, OpenCode 1 338 tok
tqctqc1/deepseek-vision-mcp Vision bridge for text-only AI models - image analysis powered by Gemini API with MCP, CLI 0 Claude Code, Codex, OpenCode 2 501 tok
PedroHenriqueNS/reapfield Scrape a URL into structured JSON from a natural-language field spec. Derives CSS selector 0 Codex, OpenCode 1 253 tok
chncaesar/db-semantic-mcp MCP server exposing PostgreSQL and SQL Server schema metadata to AI coding agents — list t 0 Codex, OpenCode 1 1,272 tok
PurrlyDigital/owasp-wstg-mcp Local Knowledge Graph RAG over the OWASP Web Security Testing Guide, exposed as five MCP t 0 Codex, OpenCode 1 2,424 tok