How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
dakimura/guff A blazing-fast golangci-lint compatible Go linter 3 Codex, OpenCode 1 200 tok
CiscoDevNet/mcp_server_cisco_aci_community MCP Server for Cisco ACI 3 Codex, OpenCode 1 2,721 tok
SuperWangYuan/toutiaohao-mcp-server EN: An MCP server and HTTP API powered by Go and go-rod for automated Toutiao (ByteDance) 3 Codex, OpenCode 1 6,482 tok
sharpninja/McpServer sharpninja.github.io 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,651 tok
PLAID-lib/plaid-mcp-server MCP server for converting datasets 3 Codex, OpenCode 1 1,205 tok
lowspeclabs/Proxmox-Manager-Agent-Skill Opensource Agent Skills 3 Codex, OpenCode 1 1,728 tok
tomazb/agent-skills A repository of useful agent skills 3 Codex, OpenCode 1 2,517 tok
sajeetharan/angular-agent-kit sajeetharan.github.io A collection of skills for AI coding agents working with Angular. Skills are packaged inst 3 Codex, OpenCode 1 689 tok
docevilOck/agent-skills-hook 3 Codex, OpenCode 1 445 tok
frowang-ai/paper-agent-skills 3 Codex, OpenCode 1 642 tok
sflandergan/agentic-coding Shared skills, workflows and coding harness configuration to use for projects 3 Claude Code, Codex, OpenCode 8 914 tok
djimit/overheid-plugins Centrale catalogus van Claude Code plugins voor de Nederlandse overheid 3 Codex, OpenCode 1 1,254 tok
MGrin/bb-plugin-accounts Claude Max account usage and auto-switching for bb — proactive on utilization, reactive on 3 Claude Code, Codex, OpenCode 2 1,109 tok
atree1023/snc-cribl-mcp 3 Claude Code, Codex, OpenCode 3 3,376 tok
Addono/gh-attach Upload images to GitHub issues, PRs, and comments — from the CLI or via MCP. 3 Claude Code, Codex, OpenCode 5 312 tok
Neboy72/nexus-memory Universal shared memory for AI agents — one brain for all your agents, 100% local & privat 3 Codex, OpenCode 1 6,037 tok
obrien-matthew/mcp-steam pypi.org MCP server for Steam -- gaming library, achievements, stats, and store discovery for Claud 3 Claude Code, Codex, OpenCode 2 295 tok
ihuzaifashoukat/splicedeck A video editor an AI agent drives, running on your own machine. 3 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,541 tok
Knuckles-Team/repository-manager Manage your git repositories. Now supports Agentic AI MCP Server Integration! 3 Claude Code, Codex, OpenCode 2 18,351 tok
luckynee/unity-prefab-parser-mcp 3 Codex, GitHub Copilot, OpenCode 2 695 tok
simon-ami/zen-devtools-mcp Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and cont 3 Claude Code, Codex, OpenCode 2 294 tok
Archolith/menhir archolith.dev Provenance, governed context, and code-impact analysis for coding agents. 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 792 tok
h666zhang/vscode-cube-mcp pypi.org MCP server that wraps STM32CubeMX CLI — let AI agents load .ioc, configure pins/peripheral 3 Codex, OpenCode 1 1,141 tok
wellkilo/RepoPilot wellkilo.github.io Auditable repository maintenance AgentTeam with evidence-backed pull requests, automated c 3 Codex, OpenCode 1 727 tok
cyanseek/VibeMath cyanseek.github.io The live, agent-readable frontier of AI mathematics: open problems, AI attempts, solution 3 Codex, OpenCode 1 285 tok
real-limitless/ansible-flow-mcp real-limitless.github.io MCP server exposing Ansible modules to AI agents (search → schema → check → execute). Side 3 Claude Code, Codex, OpenCode 2 4,638 tok
MarvelCollin/overleaf-claude-mcp modelcontextprotocol.io MCP server that connects Claude to Overleaf. Read, edit, compile and restore LaTeX project 3 Claude Code, Codex, OpenCode 2 1,393 tok
HemmaBo-se/hemmabo-mcp-server hemmabo.com Reference implementation: HemmaBo — the host-owned trust layer for vacation rentals: every 3 Codex, GitHub Copilot, OpenCode 2 818 tok
cyanheads/gutenberg-mcp-server npmjs.com Search, browse, and read 75,000+ public-domain books from Project Gutenberg with full plai 3 Claude Code, Codex, OpenCode 2 11,510 tok
wallieinformal201/pentest-mcp-server Integrate penetration testing tools and payloads into your workflow through the Model Cont 3 Claude Code, Codex, OpenCode 2 9,962 tok
cyanheads/wikipedia-mcp-server npmjs.com Search Wikipedia articles, read summaries and full text, target sections, find nearby page 3 Claude Code, Codex, OpenCode 2 14,126 tok
cyanheads/orcid-mcp-server npmjs.com Search and retrieve researcher profiles, works, affiliations, funding, and peer review rec 3 Claude Code, Codex, OpenCode 2 13,908 tok
Zehee/kimi-code-memory-mcp-server Give Kimi Code CLI a long-term memory: structured Markdown memories, cross-session context 3 Codex, OpenCode 1 1,641 tok
Doucs91/hivelore Policy enforcement layer for AI coding agents — briefing gates, team memory, Git/CI checks 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,446 tok
antonkarliner/truepane truepane.dev Browser-based App Store / Google Play screenshot strip generator (Vite + React + TypeScrip 3 Claude Code, Codex, OpenCode 2 4,763 tok
liuqiaodongdong/gleaner Gleaner (make the most of everything): academic literature collector via Skill + CLI — CNK 3 Codex, OpenCode 1 2,395 tok
aitit-inc/leadace leadace.ai AI sales rep for Claude Code. Finds prospects, researches each company, writes and sends o 3 Claude Code, Codex, OpenCode 3 1,729 tok
octanevz/codex-debate Claude Code plugin for second opinions: iterative adversarial debates between Claude and C 3 Claude Code, Codex, OpenCode 2 989 tok
jd20030807/touch-grass A local break-reminder companion for Codex and Claude Code. 3 Claude Code, Codex, OpenCode 2 160 tok
firstsun-dev/skills Modular AI agent skill arsenal for Gemini CLI and Claude Code 3 Claude Code, Codex, Gemini CLI, OpenCode 9 1,489 tok
oleg494/coding-kit Portable agent-brain kit: superpowers methodology, YAGNI minimalism, cross-chat SQLite FTS 3 Claude Code, Codex, OpenCode 2 2,163 tok
IoTAiTech/MC-GPT iotaitech.github.io MC-GPT: say the outcome in English or German. Task, Meeting and Multi-Coder for Claude, Co 3 Codex, OpenCode 1 601 tok
Do-fei/website-studio-skill Portable Agent Skill for website discovery, design, implementation, QA, and hosting handof 3 Codex, OpenCode 1 234 tok
blackaxgit/ssh-mcp MCP server that gives AI assistants (Claude, Codex, Cursor, Opencode) SSH access to run co 3 Claude Code, Codex, OpenCode 2 9,054 tok
ukolov-dev/mcp-project-context-router Local-first project memory, context packs, backlog, and verification workflows for coding 3 Codex, OpenCode 1 185 tok
nukkerman2000/live2d-mcp 3 Codex, OpenCode 1 157 tok
solitraderbusiness/tsetmc-mcp 3 Codex, OpenCode 1 1,536 tok
vintik100/bunbrowser Ultra-fast, zero-download Model Context Protocol (MCP) server for browser automation, powe 3 Codex, OpenCode 1 1,008 tok
adsagents/adsagent-ai-skills adsagent.md AdsAgent hosted MCP for Meta, Google Ads & TikTok — public Chatgpt/Claude/Cursor/Grok skil 3 Codex, OpenCode 1 568 tok
Lazynext-Platform/lazynext lazynext.com Lazynext — The Autonomous Company Operating System. You set the direction; a 12-role AI ag 3 Claude Code, Codex, OpenCode 9 29,905 tok