How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
kikakkz/wait-agent Agent mux terminal. 24 Claude Code, Codex, OpenCode 2 1,262 tok
MythicAgents/sage Sage is a virtual Mythic agent that that uses an AI agentic system to operate Mythic and M 24 Claude Code, Codex, OpenCode 6 11,687 tok
Sunrisepeak/mbun Rewrite Bun in MC++ - Just for fun 24 Claude Code, Codex, OpenCode 7 112 tok
gabrielmaialva33/camera-hack 🔓 Root shell + persistent hack on a Yoosee/Jortan IP camera (Anyka AK3918EV330) via UART 24 Claude Code 1 468 tok
TulanCN/vibe-noveling Claude Code Skills for Chinese web novel writing workflow 24 Claude Code 1 799 tok
atorber/qmt-trading-skill atorber.github.io Combines a lightweight **QMT Bridge** API service (wrapping [xtquant](https://dict.thinktr 24 Claude Code 1 190 tok
sambitcreate/Swift-Foundation-Models-Skills A collection of Agent Skills for building iOS/macOS applications with Apple's Foundation M 24 Codex, OpenCode 1 1,534 tok
magnusfroste/flowwink flowwink.com Flowwink is the next gen open source Business Operating System with 500+ skills where Herm 24 Claude Code 2 7,604 tok
Yakoub-ai/phaser4-gamedev phaser.io Claude Code plugin for Phaser 4 game development — 4 agents + 6 skills encoding deep Phase 24 Claude Code 1 2,725 tok
Zuehlke/teststand-mcp TestStand MCP 24 Claude Code 4 22,925 tok
Alignbase/filegrc filegrc.com Git & file-based SOC 2 24 Codex, OpenCode 1 4,789 tok
heihei999/huasheng-mcp An MCP problem-solving assistant based on Huasheng Shisan's civil service exam methodology 24 Claude Code, Codex, OpenCode 2 1,522 tok
mainwp/mainwp-mcp mainwp.com MCP Server for MainWP Dashboard - Exposes MainWP Abilities API as MCP tools 24 Claude Code, Codex 1
davidbuenov/dbv-specs-ops The blueprint that turns any AI assistant into a disciplined Senior Engineer. 24 Claude Code, GitHub Copilot, Gemini CLI 10 1,234 tok
just1step/solidworks-mcp A Model Context Protocol (MCP) server for SolidWorks, enabling AI assistants to interact w 24 Claude Code, Codex 1
TadMSTR/searxng-mcp npmjs.com Private web search MCP: SearXNG metasearch → ML reranking → 4-tier fetch cascade (Firecraw 24 Codex, OpenCode 1 1,760 tok
geekjourneyx/geekx-skills jieni.ai AI Agent skills collection by geekjourneyx for agent-compatible coding, creator, and auto 24 Codex, OpenCode 1 1,157 tok
vanderbilt-data-science/knowledge-spaces AI-powered Knowledge Space Theory for adaptive education. 10 Claude Code skills implementi 24 Claude Code 11 1,265 tok
orka-agents/orka orka-agents.github.io 🐋 Cloud and AI-native multi-agent orchestration platform for Kubernetes 24 Claude Code, Codex, OpenCode 10 2,555 tok
tskovlund/mcp-score MCP server for AI-driven music score generation and manipulation. Natural language to nota 24 Claude Code, Codex, OpenCode 3 1,165 tok
gromhacks/bonsai-ninja 🥷 Give your codebase a black belt. Local code intelligence, security analysis, and compil 24 Claude Code, Codex, OpenCode 2 6,225 tok
LightconeResearch/lightcone-cli docs.lightconeresearch.org Agentic layer for ASTRA — dedicated skills, workflow execution, and HPC/container manageme 24 Claude Code 1 38,680 tok
Automattic/simplenote-mcp A basic MCP server for the Simplenote desktop app. 24 Claude Code, Codex, OpenCode 2 1,794 tok
elliotttate/sts2-modding-mcp MCP server for Slay the Spire 2 modding — 153 tools for game data querying, mod code gener 24 Claude Code 1 1,684 tok
joe-qai/qa-skills A toolkit focused on software testing, providing requirements analysis, test planning, and 24 Claude Code, Codex, OpenCode 2 4,238 tok
Fix3dll/QuicMic crates.io Turn any phone or tablet into a low-latency wireless microphone for your PC, over your loc 24 Codex, OpenCode 1 11,906 tok
nezumi0627/vyline 24 Codex, OpenCode 1 6,367 tok
rails-hyperdrive/rails-hyperdrive Dev-only Rails engine that plugs AI coding agents into your running app: MCP introspection 24 Claude Code 1 16,771 tok
AI-Riksarkivet/ra-mcp ai-riksarkivet.github.io MCPs for Riksarkivet open APIs. This covers both agents and mcps 24 Claude Code 8 10,340 tok
NickoScope/nickol-knx-mcp nickoscope.github.io Design-time KNX/ETS assistant as an MCP server: validate (naming·DPT·status·Secure·Matter) 24 Claude Code 1 955 tok
ifBars/blender-agent-studio skills.sh Codex plugin for reproducible Blender modeling, validation, animation, MCP tooling, and ag 24 Codex, OpenCode 1 140 tok
DotRacel/control-claude-code Bring native remote-control experience for Claude BYOK users 24 Claude Code, Codex, OpenCode 2 348 tok
atopile/cell-sim 24 Claude Code, GitHub Copilot 2 10,286 tok
chef/win32-process A Ruby library that adds or redefines several methods for the Process module 24 GitHub Copilot 1 4,192 tok
j5ik2o/event-store-adapter-js This library is designed to turn DynamoDB into an Event Store for Event Sourcing. 24 Claude Code, Codex, Gemini CLI, OpenCode 41 552 tok
leochiu-a/elden-ring-github chromewebstore.google.com An Elden Ring–inspired Chrome extension that makes your GitHub workflow legendary. 24 Claude Code, Codex, OpenCode 2 104 tok
thomasnormal/codex-auto-continue Auto-continue utility for Codex + tmux 24 Codex, OpenCode 1 655 tok
princeton-ddss/blackfish princeton-ddss.github.io Machine learning as a service (MLaaS) for busy researchers 24 Claude Code 14 1,079 tok
juanfran/tapiz Tapiz is a web-based collaborative board designed to assist teams with their online meetin 24 Claude Code, Codex, OpenCode 2 496 tok
KeeperHub/keeperhub keeperhub.com Automate on-chain events and actions reliably and securely. Build Workflows in minutes wit 24 Claude Code, Codex, OpenCode 37 8,574 tok
Insight-Services-APAC/ingenious blog.insight-services-apac.dev General-purpose Gen AI Accelerator developed for Insight APAC projects 24 Claude Code, Codex, GitHub Copilot, OpenCode 41 3,172 tok
dcelisgarza/PortfolioOptimisers.jl dcelisgarza.github.io Portfolio optimisation library for Julia. Over 50 risk measures (CVaR, EVaR, RLVaR, drawdo 24 Claude Code, Codex, GitHub Copilot, OpenCode 16 22,545 tok
kston83/react-ai-template AI-Ready React Template: A feature-based React architecture optimized for AI-assisted deve 23 Claude Code, Codex, GitHub Copilot, OpenCode 4 940 tok
Lets7512/rlm-skill 23 Claude Code, OpenCode 3
yanglaiyang/stock-analysis-skill A professional stock analysis tool that uses the “Simplified Stock Analysis Method” for sy 23 Claude Code 1
vzeman/odoo-mcp-server MCP server to manage Odoo account with AI 23 Claude Code 1 661 tok
aictx/memory memory.aictx.dev 23 Claude Code, Codex, OpenCode 2 1,324 tok
GNHua/oneclaw gnhua.github.io 23 Claude Code, Codex, OpenCode 3 2,940 tok
TilelliLab/Tilelli-llm 23 Codex, OpenCode 1 2,716 tok
javen-yan/agent-island 23 Claude Code 1 1,047 tok