How real projects configure their agents

45,030 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
IntelligentElectron/pdf-analyzer PDF analysis made easy for every AI agent 4 Claude Code, Codex, OpenCode 3 1,902 tok
robino16/codeembed pypi.org Embeds your codebase into a local vector database and exposes it as an MCP tool for fast s 4 Codex, OpenCode 1 165 tok
agenticvault/agentic-vault agenticvault.dev Server-side EVM signing with AWS KMS and built-in DeFi protocol awareness. Expose your wal 4 Claude Code 1 1,489 tok
156554395/image-video-generation-mcp A free MCP (Model Context Protocol) server for image and video generation. 4 Claude Code 1 1,215 tok
fuzzylabs/capsule-mcp 4 Claude Code 1 1,520 tok
plusplusoneplusplus/mcp mcp server 4 Gemini CLI 1 158 tok
vcon-dev/vcon-mcp An MCP Server for vCons 4 Claude Code, Cursor 2 4,006 tok
Chisanan232/clickup-mcp-server chisanan232.github.io 🦾 A strong MCP server for ClickUp. 4 Claude Code 1 2,367 tok
hildersantos/bike-mcp-server MCP server for Bike outliner on macOS. Read, create, and manipulate outlines via AI assist 4 Claude Code 1 640 tok
bmya/claude-odoo-api MCP server for Odoo 19 External JSON-2 API with multi-company support, image processing, r 4 Claude Code, Gemini CLI 2 4,550 tok
Blyawon/tokensStudioMCP CLI and MCP server that reads Tokens Studio applied tokens from a Figma URL. Compact tree, 4 Claude Code 1 2,286 tok
Dorkside/siteone-mcp-server MCP (Model Context Protocol) server written in TypeScript that wraps the SiteOne Crawler C 4 Claude Code 1 749 tok
inconcept/bitbucket-mcp 4 Claude Code, Codex, OpenCode 3 125 tok
ryanthedev/claude-mux.mcp Single-tool MCP server for tmux — self-describing actions, plain text responses, paginatio 4 Claude Code 1 1,032 tok
scottschram/kokoro-tts-mcp MCP server for Mac Kokoro-82M text-to-speech on Apple Silicon via MLX. Gives Claude Code, 4 Claude Code 1 1,118 tok
gcorroto/memory-bank-mcp memory-bank-mcp 4 GitHub Copilot 1 3,232 tok
outerheaven199X/Bags-SDK-hackathon outerheaven199x.github.io Launch a coin in 3 steps from your terminal. 43 MCP tools. Fee splits, claims, Dexscreener 4 Claude Code 1 350 tok
brianmoney/mcp-gdrive-cf 4 GitHub Copilot 2 5,322 tok
bunizao/okta-auth CLI and MCP server for Okta SSO authentication with persistent session management 4 Claude Code, Codex, OpenCode 2 470 tok
civicteam/x402-mcp X402 payment integration for Model Context Protocol (MCP) 4 Claude Code 1 357 tok
davlgd/clever-code-mode-mcp An MCP server that gives AI agents full access to the Clever Cloud API through just two to 4 Claude Code 1 577 tok
q0tik/q0t-telegram-mcp 4 Claude Code 1 1,254 tok
kevinten-ai/mcp-ffmpeg FFmpeg video/audio editing tools via Model Context Protocol (MCP) 4 Codex, OpenCode 1 52 tok
ljzloser/mcp_tools 4 Claude Code, GitHub Copilot 10 2,906 tok
babosina/libraryMCP 4 Claude Code 2 503 tok
justinhaaheim/apple-reminders-mcp MCP server for Apple Reminders on macOS via EventKit 4 Claude Code 8 2,601 tok
heath0xFF/jeltz A framework that connects AI assistants to physical devices - sensors, actuators, cameras, 4 Claude Code 1 842 tok
andreahaku/llm_memory_mcp 4 Claude Code 1 2,645 tok
2514385224/middle-tool Multi-environment middleware connection manager with unified MCP export for Cursor and Cla 4 Claude Code, Codex 1 —
tetmin/mcp-beeper-texts 4 Claude Code 1 1,165 tok
aidizhi/ziyuanzhan A platform for aggregating and collecting movie and TV resource and scraping sites, automa 4 Codex, OpenCode 1 400 tok
arkadiusz-rosiak/aem-dev-mcp MCP server for Adobe Experience Manager development 4 Claude Code 1 1,120 tok
vltansky/console-bridge-mcp npmjs.com 4 Claude Code, Codex, OpenCode 2 2,022 tok
wyj-IIRtyj/localterminal-lite Auditable local control plane connecting ChatGPT Apps and GPT Actions to authorized worksp 4 Codex, OpenCode 1 51 tok
tosssssy/mcp-server-debug-thinking 4 Claude Code 1 1,173 tok
achimstruve/mcp-https-OAuth-database-template A minimal MCP-HTTP-template that allows to distribute MCP server access via API-key author 4 Claude Code 1 1,559 tok
staccDOTsol/openzoo Local x402-paying proxy + MCP server for openzoo.fun — any OpenAI-compatible harness, no c 4 Claude Code 4 1,029 tok
jverre/chrome-mcp-server MCP server to interact with Chrome 4 Cursor 1 138 tok
OGZamasu/agent-inbox A place to send your AI agent things to look at. Send links from your phone or browser; Cl 4 Claude Code, Codex, OpenCode 2 1,254 tok
siddhartha-yz/dsh-mcp-gateway Connect ChatGPT Web to a local DSH runtime over OAuth + MCP 4 Codex, OpenCode 1 1,166 tok
FeanorsCodeSL/imladris Rivendell-style council for AI agents: a stdio MCP server that convenes multi-provider mod 4 Claude Code, Codex, OpenCode 3 2,672 tok
loryanstrant/Zigbee2MQTT-MCP A Model Context Protocol server for Zigbee2MQTT 4 Codex, OpenCode 1 178 tok
BukeLy/pageindex-light-mcp Lightweight Agentic PDF Search via MCP — Vectorless, reasoning-based document retrieval 4 Claude Code 1 167 tok
coldlogicAI/3notch 3notch.dev Stop being the bus between your AI tools. Local-first CLI + MCP for vendor-neutral project 4 Codex, OpenCode 1 1,609 tok
solozerolabs/Namera CLI tool for checking name availability across domains, trademarks, and more 4 Claude Code, Codex, OpenCode 3 4,412 tok
FrankGenGo/solana-web3js-mcp-server MCP server for Solana web3.js development and smart contract deployment 4 Claude Code 1 1,400 tok
zxerai/MCP-Server MCP-Server simplifies management and scaling by organizing multiple MCP (Model Context Pro 4 GitHub Copilot 1 402 tok
nealrichardson/zendesk-mcp-server 4 Claude Code 1 2,174 tok
bxxd/mcp-edgar-ux SEC EDGAR filings for AI agents. Returns file paths (not 241K tokens). Use Read/Grep/Bash 4 Claude Code 1 6 tok
gamittal-ak/alecs-mcp-server-akamai solutionsedge.io ALECS (A LaunchGrid for Edge & Cloud Services) is a community driven project creating a MC 4 Claude Code 1 810 tok