How real projects configure their agents

24,815 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
bybren-llc/rendertrust RenderTrust™ is an open‑source standard Edge-AI Fabric that balances privacy, security, an 7 Claude Code, Codex, Gemini CLI, OpenCode 75 5,888 tok
TryGhost/Deploy Shipit plugin that deploys internal Ghost projects to servers over SSH 7 Claude Code, Codex, OpenCode 2 1,312 tok
jxsuite/jx jxsuite.com JSON-based Web App Platform 7 Claude Code, Codex, OpenCode 7 7,704 tok
0xHoneyJar/loa-freeside Platform layer of the Loa protocol 7 Claude Code, Codex, OpenCode 11 5,343 tok
loqwai/paper-cranes 7 Claude Code, Codex, Cursor, OpenCode 19 23,858 tok
wghglory/ngx-lift-workspace ngx-lift.vercel.app Lift your angular dev experience 7 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 24 1,182 tok
tyngw/interactive-markdown-table-editor 7 Codex, GitHub Copilot, Kiro, OpenCode 6 3,306 tok
multiversx/mx-sovereign-sc 7 Codex, OpenCode 1 498 tok
sciyoshi/decompose Docker Compose, sans Docker 7 Claude Code, Codex, OpenCode 5 4,098 tok
erkexzcx/corbel Brick layers and Z anti-aliasing for 3D printing, in Rust: one G-code post-processor that 7 Claude Code, Codex, GitHub Copilot 6 19,002 tok
dancing-bear-show/dancing-bear Dependency-light Python CLIs for personal workflows — mail, calendar, telemetry, and agent 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 15,914 tok
jeffgreendesign/textrawl textrawl.com Turn your documents into agent memory. MCP server with hybrid semantic + keyword search ov 6 Claude Code, Codex, OpenCode 4 3,324 tok
samaxbytez/freeagent-mcp MCP server for the FreeAgent 6 Claude Code, Codex, OpenCode 9 1,396 tok
ainetx/FDD Feature Driven Design AI Framework 6 Codex, OpenCode 1 1,040 tok
dash0hq/dash0-agent-plugin dash0.com OpenTelemetry tracing for coding agents (Claude Code, Cursor, Codex, Copilot CLI) 6 Claude Code, Codex, OpenCode 3 667 tok
pixeltable/pixeltable-skill pixeltable.com Agent skill, plugin and MCP server for building multimodal AI apps with Pixeltable in Clau 6 Codex, Gemini CLI, OpenCode 2 1,772 tok
sgaabdu4/hard-eng Stateful agentic engineering workflow for local coding agents 6 Claude Code, Codex, OpenCode 20 914 tok
prantikmedhi/ClawNexus ClawNexus is a Vite + React + TypeScript console for managing OpenClaw-style agent gateway 6 Claude Code, Codex, OpenCode 2 2,445 tok
XNet-NGO/aiope AIOPE — 70-tool on-device AI agent for Android. Linux terminal, realtime voice, browser au 6 Codex, OpenCode 1 1,918 tok
shipstatic/mcp mcp.shipstatic.com MCP server for instant static site deploys from AI agents — free, no account needed 6 Claude Code, Codex, OpenCode 2 8,234 tok
qfoldit/UEFN-TOOLBELT The ultimate, ever-expanding Swiss Army Knife for the UEFN Python API (358+ tools register 6 Claude Code, Codex, OpenCode 5 7,687 tok
netresearch/typo3-docs-skill Agent Skill for creating and maintaining TYPO3 extension documentation | Claude Code compa 6 Codex, OpenCode 1 1,069 tok
Kripu77/software-factory Lanes, tickets, and a human merge. Runner and telemetry are plugs. 6 Codex, OpenCode 1 1,052 tok
liaocaoxuezhe/FigmaX Best practics of figam-use with Codex or ClaudeCode 6 Claude Code, Codex, OpenCode 6 1,226 tok
fantay0312/ida-pro-mcp-plus Enhanced IDA Pro MCP Server - multi-instance broker + bulk export for AI analysis 6 Claude Code, Codex, OpenCode 2 2,263 tok
memo-fs/memofs memofs.dev File-first memory runtime for AI agents — versioned, portable, and always there when the n 6 Codex, OpenCode 1 668 tok
OutlitAI/outlit-sdk docs.outlit.ai Outlit SDK 6 Claude Code, Codex, OpenCode 11 1,641 tok
dbhq-uk/vela-skill skills.dbhq.uk Compiler-exact code search for Claude Code and Codex, over a SCIP index - definitions, ref 6 Codex, OpenCode 1 1,382 tok
CodesWhat/portkey-admin-mcp npmjs.com Portkey Admin API control-plane MCP server with Prisma AIRS interoperability guidance 6 Codex, OpenCode 1 103 tok
bkataru/powerglide bkataru.github.io the CLI coding agent that slides: Zig-powered multi-agent harness for extreme coding workf 6 Claude Code, Codex, OpenCode 2 2,750 tok
yinjialu/ai-frontier-daily yinjialu.github.io Daily AI industry leader updates card: fetches official updates from Anthropic and others 6 Claude Code, Codex, OpenCode 2 4,545 tok
sergeionlyart/minius_codex_lab Open-source Codex workspace, skills and verifiable-document tooling for evidence-grounded 6 Codex, OpenCode 1 742 tok
MantaDigital/stingray-agent-skills stingray.fi Build and test trading strategies with Stingray from any SKILL.md-compatible agent, includ 6 Codex, OpenCode 1 82 tok
Diluka/dsh-agent-plugin-market DSH (DeepSeek Harness) plugin: uses Git repositories as an agent plugin marketplace to ins 6 Codex, OpenCode 1 2,827 tok
netresearch/cli-tools-skill Agent Skill for automatic CLI tool management - installs missing tools, audits environment 6 Codex, OpenCode 1 591 tok
MangouArt/mangou mangou.art Bring AI Comic Director to your OpenClaw 6 Codex, OpenCode 1 1,885 tok
AlessandroFare/fable-frame Universal AI agent skill: Fable Brain behavior + Karpathy agent-orchestration workflow + 5 6 Codex, OpenCode 1 1,338 tok
malekokour/clinpharm-pmx-skills malekokour.github.io Turn any AI agent into a clinical pharmacologist and pharmacometrician. It reviews, reconc 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,501 tok
Haaaiawd/Sequential-thinking-skills Sequential thinking for AI agents: a reusable skill and CLI runtime for stepwise reasoning 6 Codex, OpenCode 1 1,736 tok
mohamedzhioua/agent-done-or-not npmjs.com Catch your AI agent lying about "done" A one-file proof-gate for Claude Code, Cursor & Cod 6 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 979 tok
idaibin/skills skills.sh Independent Agent Skills for repository analysis, planning, implementation, review, delive 6 Claude Code, Codex, OpenCode 2 1,407 tok
northseadl/norix-skills skills.norix-dev.com Plug-and-play AI Agent skill collection — Feishu integration · Mermaid diagrams · Codex or 6 Codex, OpenCode 1 338 tok
Unique-Divine/jiyuu uniquedivine.com (1) Rigorous notes and solutions for core algorithms and computing fundamentals broken dow 6 Codex, OpenCode 1 23 tok
koshkinvv/ios-agent-skills 9 expert-level iOS development skills for Claude Code, Codex, and AI coding agents. SwiftU 6 Codex, OpenCode 1 831 tok
feO2x/guided-coding Contains Guided-Coding related AI Skills for different Coding Agents. 6 Codex, OpenCode 1 721 tok
carbonshow/intent-fluid From raw concept to finished deliverables. A collection of general-purpose autonomous meth 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,685 tok
ucsahinn/codex-chef A cross-platform Codex setup kit with specialist agents, curated skills, safe MCP defaults 6 Codex, OpenCode 1 352 tok
valkryhx/google_adk_agent a startup but not simple agent demo using google adk. 6 Claude Code, Codex, OpenCode 2 3,204 tok
Andamio-Platform/coach 6 Claude Code, Codex, OpenCode 2 1,434 tok
MiaoDX/roboclaws Visible AI-driven robotics demos powered by VLM policies, MCP skills, and AI coding agents 6 Claude Code, Codex, OpenCode 2 2,221 tok