How real projects configure their agents

23,733 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
OutSystems/outsystems-mcp Plugins for the OutSystems remote MCP. 44 Claude Code, Codex, OpenCode 1 8,346 tok
madebypan/FigCC Figma design agent powered by the local Codex CLI and App Server bridge 44 Claude Code, Codex, OpenCode 2 1,939 tok
striderZA/Tiny-RF-Simulator Modular RF signal chain simulator with real-time spectrum display. Design cascades of ampl 44 Claude Code, Codex, OpenCode 2 3,442 tok
goccy/sheena A lightweight, in-process sandbox for safely executing the tool calls an AI agent requests 44 Claude Code, Codex, OpenCode 2 2,052 tok
AgentsORG/design-engineering skills.sh Design engineering for AI agents: a skill graph, 13 agents that loop (with a cross-model d 44 Claude Code, Codex, OpenCode 1 8,422 tok
zoeynine/Local-Codex-Bridge A lightweight Windows bridge that lets ChatGPT invoke native Codex sessions on the local m 44 Codex, OpenCode 1 3,588 tok
Nikita3005/taintgate Provenance-aware runtime security for AI agents with deterministic ALLOW / REVIEW / BLOCK 44 Codex, OpenCode 1 259 tok
bbc/bug bbc.github.io Started life at BBC News - BUG enables control and monitoring of broadcast kit from a sing 44 Codex, OpenCode 1 1,284 tok
blpsoares/agentistics agentistics.openvibes.tech 44 Claude Code, Codex, OpenCode 8 1,346 tok
litestar-org/litestar-fullstack-inertia inertia.fullstack.litestar.dev A fully-functional reference application using Litestar, Inertia JS, and Advanced Alchemy 44 Claude Code, Codex, Gemini CLI, OpenCode 15 1,919 tok
nzh63/syc nzh63.github.io Optimizing compiler for SysY (C subset) 44 Codex, OpenCode 1 2,191 tok
jonigata/FramePlanner2 44 Claude Code, Codex, OpenCode 5 2,265 tok
tensorbee/rdocx 44 Claude Code, Codex, OpenCode 51 4,266 tok
kprompt/kprompt kprompt.ai The AI Runtime for Kubernetes 44 Codex, Cursor, OpenCode 4 1,163 tok
A3RDLab/LLM-dev-demo Hands-on examples for LLM application development, including agents, RAG, MCP, structured 43 Codex, OpenCode 1 1,682 tok
BloomBooks/BloomDesktop bloomlibrary.org Let's Grow a Library 43 Claude Code, Codex, OpenCode 20 2,503 tok
Heratiki/locallama-mcp An MCP Server that works with Roo Code/Cline.Bot/Claude Desktop to optimize costs by intel 43 Claude Code, Codex, GitHub Copilot, OpenCode 11 10,952 tok
DeliciousBuding/xiaohongshu-skill deliciousbuding.github.io Xiaohongshu & RedNote skill for AI agents — search, read notes, publish, and run approval- 43 Codex, OpenCode 1 466 tok
atomchung/ccstory pypi.org Claude Code usage recap with narrative. ccusage tells you the bill, ccstory tells the stor 43 Claude Code, Codex, OpenCode 2 981 tok
snoozbuster/is-smm-beaten-yet Webapp for the SMM1 Team 0% project 43 Codex, OpenCode 1 289 tok
Praeviso/crawl4weibo An out-of-the-box Weibo scraper Python library, based on a successfully tested solution, u 43 Claude Code, Codex, OpenCode 2 2,382 tok
dvcol/neo-svelte dvcol.github.io Neomorphic ui library for svelte 5 43 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,143 tok
remorses/gitchamber gitchamber.com Download GitHub repos locally. opensrc alternative that does not edit your AGENTS.md 43 Codex, OpenCode 1 93 tok
kathrynwu/GTMbrain Help you with GTM, based on lessons from myself and other yc founders 43 Claude Code, Codex, OpenCode 22 3,293 tok
bintaozhan-hub/personalized-interactive-learning 43 Claude Code, Codex, OpenCode 2 3,736 tok
lifangda/claude-plugins Install carefully refined workflows, commands, agents, MCP servers, and hooks with a singl 43 Claude Code, Codex, OpenCode 10 4,570 tok
glory-rs/glory glory.taidge.org An experimental rust web front framework 43 Codex, OpenCode 1 16,897 tok
jescrich/nestjs-workflow NestJS Workflow Module 43 Codex, GitHub Copilot, Cursor, OpenCode 3 1,687 tok
alchemiststudiosDOTai/kb-claude Knowledge base Claude application 43 Claude Code, Codex, OpenCode 2 1,638 tok
lessthanseventy/excessibility hexdocs.pm Accessibility snapshot testing for Phoenix LiveView - capture HTML during tests, run Pa11y 43 Claude Code, Codex, OpenCode 2 6,662 tok
go-appsec/toolbox Collaborative application security testing between humans and agents via CLI and MCP 43 Claude Code, Codex, OpenCode 2 6,829 tok
cagataycali/devduck dev.duck.nyc Minimalist AI agent that fixes itself when things break. 43 Codex, OpenCode 1 1,592 tok
alti3/stk-mcp An MCP server allowing LLMs to interact with Ansys/AGI STK - Digital Mission Engineering S 43 Codex, OpenCode 1 288 tok
pamelafox/github-copilot-mcp-tutorial 2 hour MCP tutorial focusing on GitHub Copilot 43 Codex, OpenCode 1 60 tok
kubevirt/kubevirt-tekton-tasks VM specific tasks for Tekton Pipelines 43 Codex, Cursor, OpenCode 2 1,374 tok
nexpeakcore/deepseek-harness-pr-review nexpeakcore.github.io AI code review with DeepSeek: headless PR review automation that verifies PR descriptions 43 Codex, OpenCode 1 572 tok
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-MLX Native MLX quants of Qwen3.6-27B-AEON-Ultimate-Uncensored for Apple Silicon (Metal): 8-bit 43 Codex, OpenCode 1 7,457 tok
bearlike/Assistant docs.mewbo.com 🌼 AI stack centered on an agent hypervisor. Automates tasks, graph-powered repo wiki, and 43 Claude Code, Codex, OpenCode 3 6,797 tok
majiayu000/vibeguard majiayu000.github.io Rust CLI with scoped review rules, native Bash and Git hooks, and installation diagnostics 43 Codex, OpenCode 1 486 tok
Galileo-Agent-Labs/eval-engineer galileo.ai Bring Galileo powered eval workflows into Claude Code and Codex. 43 Codex, OpenCode 1 1,930 tok
Azure/containerization-assist 43 Claude Code, Codex, OpenCode 2 435 tok
RealTimeLogic/LSP-Examples Lua modules and examples, including IoT/Cloud connectivity 43 Codex, OpenCode 1 4,937 tok
hjsh200219/fortuneteller 43 Claude Code, Codex, OpenCode 2 1,797 tok
ara3d/ara3d-sdk ara3d.com 📚 Various C# libraries for efficient data driven applications 43 Claude Code, Codex, OpenCode 2 4,531 tok
FouadMagdy01/RNCopilot Production-ready React Native Expo starter template with auth, theming, i18n, and 33+ UI 43 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 7 11,654 tok
hyperb1iss/git-iris hyperb1iss.github.io An intelligent agent that understands your code and crafts perfect Git artifacts 43 Claude Code, Codex, OpenCode 2 5,511 tok
JJ110112/LiveChord 43 Claude Code, Codex, OpenCode 2 18,087 tok
ravsau/ai-tutorials youtube.com code and files that accompany cloudyeti ai tutorials 43 Codex, OpenCode 1 906 tok
foyzulkarim/skills Personal Claude Code plugin marketplace 43 Claude Code, Codex, OpenCode 2 7,165 tok
beixiyo/vsc-lsp-mcp Expose VS Code language intelligence to AI agents via MCP, with automatic routing across m 43 Codex, OpenCode 1 1,652 tok