3,584 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
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| stevemurr/windex Self-hosted web index for search agents: news, GitHub projects, Wikipedia, arXiv, small-we | 3 | Claude Code | 1 | 811 tok |
| sky-access/skyaccess-mcp skyaccess.com Hosted SkyAccess MCP server for private jet empty legs: search 5,000+ live empty leg fligh | 3 | Gemini CLI | 1 | 206 tok |
| grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- | 3 | Claude Code, Codex, OpenCode | 54 | 8,882 tok |
| alrcatraz/astra-knowledge-base-mcp Knowledge base for AI Agent, supports vectorisation, SAG | 2 | Codex, OpenCode | 1 | 4,080 tok |
| CSOAI-ORG/music-production-ai-mcp meok.ai 🔌 Exposes music production tools over MCP (MEOK AI Labs); see the README for the tool lis | 2 | Cursor | 1 | 76 tok |
| Agenxy/dibs agenxy.org Tells agents what the others are working on, and where they collide. | 2 | Claude Code, Codex, OpenCode | 2 | 10,153 tok |
| SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal | 2 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 50 | 8,454 tok |
| Noctilucenty/ATLAS Short-horizon FX binary-option prediction on IQ Option: calibrated LightGBM + expected-val | 2 | Claude Code | 1 | 1,032 tok |
| BuyWhere/buywhere BuyWhere agent-native product catalog API | 2 | Codex, OpenCode | 1 | 1,103 tok |
| neurarelay/relay-action-card neurarelay.com Run a Neura Relay Action Card and receive a governed Decision Receipt before execution. | 2 | Codex, OpenCode | 1 | 384 tok |
| Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra | 2 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 5,547 tok |
| AceDataCloud/ProducerMCP platform.acedata.cloud MCP server for Producer/Riffusion AI music generation via AceDataCloud API | 2 | Claude Code, GitHub Copilot | 2 | 852 tok |
| BenyD/haypile haypile.sh Private search and Q&A for your documents. One binary that watches your folders and answer | 2 | Claude Code | 1 | 100 tok |
| BourbonDog/amicus bourbondog.github.io Amicus — a multi-model AI council and ad-hoc sidecar, with Claude as orchestrator. | 2 | Claude Code | 1 | 3,579 tok |
| NeoAIResearch/neo-mcp MCP server for Neo AI Engineer Agent | 2 | Claude Code | 1 | 5,993 tok |
| Vbj1808/retrieval-lens glama.ai MCP server that audits RAG retrieval - logs what chunks the model saw before any answer wa | 2 | Codex, OpenCode | 1 | 737 tok |
| andylbrummer/math-mcp GPU-accelerated MCP servers for computational mathematics, physics simulations, and machin | 2 | Claude Code | 2 | 974 tok |
| andrii-su/datoon andrii-su.github.io Smart JSON-to-TOON conversion with pragmatic auto-gating for LLM prompts | 2 | Claude Code | 1 | 1,617 tok |
| astrogilda/waitbus thepragmaticquant.com A workstation-local event bus: your AI coding agents wait on events instead of polling — a | 2 | Codex, OpenCode | 1 | 567 tok |
| koki-develop/esa-mcp-server A Model Context Protocol (MCP) server for esa.io | 2 | Claude Code | 2 | 705 tok |
| ndjordjevic/pinrag A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as a | 2 | Claude Code, Cursor | 4 | — |
| neturely/okffs okffs.g2mk.dev okffs is a Model Context Protocol server for GitHub. Create and manage GitHub issues and p | 2 | Claude Code, GitHub Copilot | 3 | 15,160 tok |
| malkreide/sbb-opendata-mcp MCP server for Swiss Federal Railways (SBB) open data — passenger frequency, live disrupti | 2 | Claude Code | 3 | 5,431 tok |
| lazyants/transkribus-mcp-server | 2 | Claude Code | 1 | 1,696 tok |
| hanoak/pexels-mcp-server npmjs.com Production-ready Model Context Protocol (MCP) server for the Pexels API — search and brows | 2 | Claude Code | 1 | 2,113 tok |
| rbonestell/ap-mcp-server Model Context Protocol (MCP) server for the Associated Press Media API | 2 | Claude Code | 1 | 1,025 tok |
| divyanshu-iitian/SearchForge divyanshu-iitian.github.io Open-source web search API and MCP server for LLMs, AI agents, and RAG. Free sources, self | 2 | Codex, OpenCode | 1 | 118 tok |
| shck-dev/notion-mcp MCP server for Notion using internal API — no workspace admin needed | 2 | Claude Code | 1 | 2,310 tok |
| rachadele/biolit LLM-assisted biomedical literature screening and structured extraction. Supports multiple | 2 | Claude Code | 1 | 2,255 tok |
| theYahia/megaplan-mcp npmjs.com MCP server for Megaplan — tasks, deals, project management (Russia). Part of WWmcp — 46 MC | 2 | Claude Code | 1 | — |
| stfade/moth npmjs.com A debugging workflow plugin for AI coding agents. Turns terminal failures into source-back | 2 | Codex, OpenCode | 1 | 1,253 tok |
| shibley/mymcptools mymcptools.vercel.app MCP Server Directory - Find and compare Model Context Protocol servers | 2 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| Pantrist-dev/pantrist-mcp Model Context Protocol server wrapping the Pantrist REST API | 2 | Claude Code | 1 | — |
| vignitin/apstra-mcp-server Python script to test Model Context Protocol (MCP) server for Juniper's Apstra Fabric mana | 2 | Claude Code | 1 | 1,641 tok |
| AgentisLabs/mcp-agentis Python framework for creating AI agents that use MCP servers as tools. Compatible with any | 2 | Claude Code | 1 | 625 tok |
| ceshine/git-prompts-mcp-server An MCP server that offers several commands to generate prompts based on the Git repository | 2 | Claude Code, Codex, OpenCode | 2 | 596 tok |
| FiveOhhWon/perspective-mcp MCP server for multi-perspective analysis and structured debates | 2 | Claude Code | 1 | 474 tok |
| jbydeley/sonarr-mcp Give your LLM access to Sonarr | 2 | Claude Code | 1 | 1,220 tok |
| taehojo/alphagenome-mcp MCP server for AI-powered genomic variant analysis | 2 | Claude Code | 1 | 2,335 tok |
| dtunai/agent-skills-for-compute Agent-optimized skills for the full LLM lifecycle — pre-training, post-training (RL/DPO/RL | 2 | Claude Code, Codex, OpenCode | 2 | 698 tok |
| Genefold/arrowspace-skills A set of skills to use `arrowspace` and `pyarrowspace` | 2 | Codex, OpenCode | 1 | 515 tok |
| yinanli1917-cloud/searching-apple-notes Search Apple Notes semantically with Claude Code. BGE-M3 embeddings, ChromaDB, fully local | 2 | Claude Code, Codex, OpenCode | 2 | 1,002 tok |
| zahardev/aicontext Teach AI to build features, not just write code. A development methodology framework for A | 2 | GitHub Copilot | 1 | 88 tok |
| ACCSCI/AgentDock A Git Worktree Session management desktop app designed for Claude Code and other AI Agents | 2 | Claude Code, Codex, OpenCode | 2 | 1,485 tok |
| AlexKorWeb/llm-wiki Self-maintaining LLM knowledge wiki (Karpathy-style, no vector DB) + Telegram ingest bot. | 2 | Claude Code | 2 | 1,742 tok |
| AdamManuel-dev/prompt-template-engine Automated Prompt Optimization System for Cursor, Claude Code, VS Code, and anything else | 2 | Claude Code | 1 | — |
| kimtth/ms-fabric-skills-dev-starter microsoftlearning.github.io 🌿 Microsoft Fabric Skills - Scaffolding template for Microsoft Fabric development with AI | 2 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 1,805 tok |
| ZhuXinAI/sidesight CLI-first vision sidecar for text-only coding agents. Analyze screenshots, diagrams, chart | 2 | Codex, OpenCode | 1 | 5,376 tok |
| kimtth/azure-ml-finetuning-eval-skills 🤖 Automate Azure ML finetuning with the LLM skill. 🔧 | 2 | Codex, GitHub Copilot, OpenCode | 2 | 1,019 tok |
| ming-14/PTY-Agent Give your AI agent a real terminal: persistent PTY sessions, prompt-triggered returns, scr | 2 | Codex, OpenCode | 1 | 2,257 tok |