How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mahatab/synode-council-of-ai-agents Synode — A macOS & Windows desktop app where multiple AI models discuss questions as a cou 60 Claude Code 1 814 tok
arcaputo3/mcp-server-whisper An MCP Server for audio transcription using OpenAI 60 Claude Code 1 432 tok
xieyuschen/gopls-mcp gopls-mcp.org MCP server for golang projects development: Expand AI Code Agent ability boundary to have 60 Claude Code 1 9 tok
ondata/ckan-mcp-server ondata.github.io MCP server for querying CKAN open data portals (package search, DataStore SQL, organizatio 60 Claude Code, Codex, OpenCode 10 7,695 tok
Consiliency/Code-Index-MCP Code indexing MCP server to provide context to coding agents. 60 Claude Code, Codex, OpenCode 15 5,331 tok
xlx777/ccg-scholar A multi-model collaborative research workflow system for Claude, Codex, and Gemini 60 Claude Code 1 384 tok
xindoo/ai-novel-lab github.xindoo.xyz AI novel generation laboratory 60 Codex, OpenCode 1 2,326 tok
N0819/Sonder_Engine An engine for creating coherent fiction with LLMs through a persistent worldstate with det 60 Claude Code 2 7,395 tok
shmlkv/dna-claude-analysis claude-dna-example.vercel.app Run scripts, explore your genome, and get personalized explanations — all in natural dialo 60 Claude Code 1 506 tok
PromptExecution/just-mcp mcp server for just 60 Claude Code, Codex, OpenCode 2 1,019 tok
SaigonXIII/evc The open-source marketing agent workspace for Claude Code. 42 commands, 12 hooks, 4 indust 60 Codex, OpenCode 1 250 tok
netil/oh-my-hi 👋 Claude Code & Codex harness insights dashboard — visual catalog and token analytics for 60 Claude Code 1 1,985 tok
cai-layer/cai getcai.app Press ⌥C on anything. Transform with AI, scripts, and shortcuts on any selection. 100% loc 60 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,492 tok
rapidly-labs/rapidly-sdk rapidly.io Realtime audio separation running fully on-device across iOS, macOS, Android, Linux and Wi 60 Codex, OpenCode 1 1,876 tok
znlgis/my-opencode-deepseek-config znlgis.github.io My OpenCode × DeepSeek Config 60 Codex, OpenCode 1 141 tok
hztBUAA/all-in-obs 60 Codex, OpenCode 1 745 tok
Rphone/zotero-tab-enhance Tab Enhance is a Zotero plugin that adds more convenient features to Zotero tabs. 60 Codex, OpenCode 1 3,967 tok
flankerhqd/cyvisguard Security control plane for AI agents — identity and delegation, capability policy, data-fl 60 Claude Code, Codex, OpenCode 2 2,198 tok
Othmane-Khadri/gtm-engineer-playbook gtm-engineer-playbook.vercel.app 10 installable Claude Code skills that turn your terminal into a GTM command center. ICP b 60 Claude Code 10 —
ZengLiangYi/ChatCrystal zengliangyi.github.io Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill note 60 Codex, OpenCode 1 3,013 tok
Top3d-ai/world-builder Get a full interactive 3D scene assembled in Blender 60 Claude Code, Codex, OpenCode 9 6,335 tok
connorads/remobi remobi.app 📱 Your terminal. Everywhere. 60 Claude Code, Codex, OpenCode 3 2,323 tok
runpod/docs docs.runpod.io Documentation site for Runpod, a cloud platform specialized for AI/ML workflows. 60 Claude Code 2 385 tok
spboyer/sensei spboyer.github.io Skill for iteratively improving SKILL.md frontmatter compliance using the Ralph loop patte 60 Codex, GitHub Copilot, OpenCode 2 2,518 tok
magpie-lang/magpie 60 Codex, OpenCode 1 1,442 tok
acartine/foolery thecartine.substack.com Agent orchestration Web-UI 60 Claude Code, Codex, OpenCode 9 3,420 tok
bbartling/niagara4-vibe-code-addict Niagara 4 optimization blocks mostly made by ChatGPT and tested out by Ben. 60 Codex, OpenCode 1 464 tok
IvanMurzak/Unity-AI-ParticleSystem ai-game.dev MCP Tools for Unity Particle System — create and edit particle effects with AI. 60 Codex, OpenCode 1 1,012 tok
nl8590687/lemonclaw LemonClaw, an open-source, universal AI digital employee agent 60 Claude Code, Codex, OpenCode 2 401 tok
prime-radiant-inc/gauntlet AI-powered QA testing framework that uses LLMs (Claude or GPT) to test web apps, CLI tools 60 Claude Code 1 —
kkkano/FinSight Multi-agent conversational financial research platform. Provides specialized agents for pr 60 Codex, OpenCode 1 3,255 tok
takechanman1228/claude-persona Claude Code skill for AI persona panels, virtual customer research, and concept testing. 60 Claude Code 1 2,159 tok
qodo-ai/qodo-skills 60 Codex, OpenCode 1 378 tok
Dicklesworthstone/frankenmermaid frankenmermaid.pages.dev Next-gen Rust diagram engine: 32 Mermaid-compatible diagram types, 18 layout algorithms pl 60 Codex, OpenCode 1 10,072 tok
oksure/openalex-research-mcp MCP server for the OpenAlex API — search 240M+ scholarly works, analyze citations, track r 60 Claude Code 1 2,844 tok
tradermonty/finviz-mcp-server MCP server providing stock screening, fundamental analysis, news, and SEC filing tools pow 60 Claude Code 1 1,652 tok
csml-rpi/AI-CFD-Scientist 60 Claude Code, Codex, OpenCode 2 4,463 tok
ByamB4/find-cve-agent CVE hunting harness for Claude Code - 20 skills, 5-agent team, systematic vulnerability re 60 Claude Code 1 3,971 tok
devifyllc/stitchfy devifyllc.com AI-assisted solution-engineering framework that turns business and technical requirements 60 Claude Code 2 1,335 tok
longhang2004/vietnamese-humanizer vietnamese-humanizer-g1o9.vercel.app Agent Skills and lightweight tools for clearer, more natural Vietnamese writing, translati 60 Codex, OpenCode 1 278 tok
xg-gh-25/SwarmAI One brain, many hands: a self-evolving Agent OS. Domain knowledge (Brains) drives the work 60 Claude Code, Codex, Kiro, OpenCode 11 25,810 tok
zhanglongxiao111/indesign-cli Agent-native CLI for Adobe InDesign automation — 150 tools, HTML ↔ InDesign conversion, an 60 Claude Code, Codex, OpenCode 18 6,211 tok
thierryc/Glyphs-mcp thierryc.github.io Glyphs app mcp server 60 Claude Code 1 957 tok
camthink-ai/NeoMind NeoMind is a Rust-based edge AI platform that enables autonomous device management and aut 60 Claude Code, Codex, OpenCode 2 9,766 tok
yoichiojima-2/consultant 50+ consulting frameworks used by McKinsey, BCG, Bain, and Accenture — packaged as a Claud 60 Claude Code 1 430 tok
sema-lisp/sema sema-lang.com A Lisp with first-class LLM primitives, implemented in Rust 60 Claude Code, Codex, OpenCode 8 7,706 tok
FerroxLabs/tvcontrol TVControl by Ferrox Labs — TradingView MCP System. AI remote control for TradingView Deskt 60 Claude Code, Codex, OpenCode 2 5,632 tok
MrPunyapal/laravel-auditor mrpunyapal.github.io Evidence-based audit methodology and read-only Laravel context tools for existing AI codin 60 Claude Code, Codex, OpenCode 7 698 tok
scarletkc/Perenna pypi.org A lightweight, Git-backed permanent memory for AI agents. 60 Codex, OpenCode 1 1,347 tok
norahe0304-art/30x-mckinsey-research-deck norahe0304-art.github.io McKinsey-grade market research decks for Claude Code — adversarially verified numbers, 15 60 Claude Code 1 275 tok