How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
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
Vollkorn-Games/godot-mcp MCP server for Godot — tools for scene building, scripting, interactive game control, stat 3 Claude Code, Codex 4 936 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
LUKAWI/super-plumber Super Plumber — workflow topology manager: CLI + MCP server + Web UI, pure YAML file stora 3 Claude Code, Codex 10
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
m1rl0k/Context-Engine Self-hosted adaptive code search: micro-chunk precision, hybrid rerank, VS Code/MCP-ready 3 Claude Code, Codex 1
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
zhuhongyin/global-ecom-skills I help you find hot, profitable products thats sell well overseas——no high barriers to ent 3 Claude Code, Codex 5
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 11,878 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
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
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
olgasafonova/productplan-mcp-server MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and di 3 Claude Code, Codex, OpenCode 5 1,247 tok
yclenove/mysql-mcp-server A Node.js-based MySQL MCP (Model Context Protocol) server that supports operating MySQL da 3 Codex, OpenCode 1 330 tok
buYoung/mcp 3 Claude Code, Codex, OpenCode 2 853 tok
mokhtarabadi/blowsh-mcp Model Context Protocol (MCP) server for terminal-based, JS-capable web browsing via Browsh 3 Codex, OpenCode 1 3,319 tok
damieng-zx/zx84 zx84.envytech.workers.dev Sinclair ZX Spectrum emulator for your browser with MCP server 3 Claude Code, Codex, OpenCode 2 3,843 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 24 9,599 tok
ralforion/orionbelt-semantic-layer-mcp ralforion.com MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, comp 3 Claude Code, Codex, OpenCode 2 1,763 tok
robotto-xyz/ai-drone-toolkit robotto.xyz AI Drone Toolkit - MCP servers and tools for intelligent drone development (PX4 and beyond 3 Codex, OpenCode 1 3,816 tok
1942293420/Evolvmem_MCP A memory management MCP with a vector database 3 Codex, OpenCode 1 880 tok
axelfreeman/tapac-mcp tapacapi.com Find & verify B2B contacts via MCP — real-time scraping (websites, Discord, Telegram) + SM 3 Codex, OpenCode 1 407 tok
HarperFast/skills Developer skills for building with Harper. Auto-generated from the documentation. 3 Codex, OpenCode 1 100 tok
dgutierrez1/concurrent-playwright-mcp 3 Codex, OpenCode 1 1,312 tok
contentstack/contentstack-ios iOS SDK for Contentstack's Content Delivery API 3 Codex, OpenCode 1 905 tok
grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- 3 Claude Code, Codex, OpenCode 54 8,882 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
stoeier87/stoeier87.github.io Homepage 2 Claude Code, Codex, OpenCode 21 654 tok
adam-s-k-i/super-backlog adam-s-k-i.github.io One command to give any repo an AI agent workflow: Backlog.md task tracking + Superpowers 2 Claude Code, Codex, OpenCode 2 1,021 tok
alrcatraz/astra-knowledge-base-mcp Knowledge base for AI Agent, supports vectorisation, SAG 2 Codex, OpenCode 1 2,276 tok