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
theam/facility facility.theagilemonkeys.com Scalable, Observable and Governed AI SDLC Platform. 88 Claude Code, Codex, OpenCode 2 860 tok
jamiedavenport/capd capd.jxd.dev Private, native macOS app to capture pages, text, notes, links, and images—and find them i 88 Claude Code 1 264 tok
uizze/uizze uizze.com Design skills for coding agents. 88 GitHub Copilot 1 92 tok
thangnq111203/oss-steward 87 Codex, OpenCode 1 265 tok
dennisonbertram/lgrep Local semantic code search CLI with multi-language support 87 Claude Code, Codex, OpenCode 2 2,150 tok
UncertaintyArchitectureGroup/The-Subprime-Code-Crisis Independent research synthesis on AI-assisted software delivery risk: how local code-gener 87 Codex, OpenCode 1 8,418 tok
mbadran/headlights Headlights: Illuminate your Neovim plugins 87 Claude Code, Codex, OpenCode 2 3,242 tok
ThreeMoonsLab/agents-shipgate threemoonslab.com The deterministic merge gate for AI-generated agent capability changes — a local-first, st 87 Claude Code, Codex, Cursor, OpenCode 5 21,010 tok
GasStationManager/LeanTool A "code intepreter" for Lean 87 Claude Code 1 1,164 tok
linzhe001/Harness-Research 87 Claude Code, Codex 26 —
dataseeek/MagesticAI Web Cloud-based AI task management and agent orchestration platform 87 Claude Code, Codex, Gemini CLI, OpenCode 3 18,936 tok
dereknguyen269/AI-Powered-Coding-Tools Your AI-Powered Coding Tools Best Practices 87 Claude Code 1 338 tok
the-cafe/git-ai-commit pypi.org let AI write your commit messages 87 Claude Code, Cursor 2 617 tok
andforce/Openclaude 87 Claude Code, Codex, OpenCode 2 3,910 tok
pascalporedda/awesome-claude-code A first attempt of gathering awesome Claude Code hooks in one place, so we can all benefit 87 Claude Code 5 1,041 tok
Routhleck/myNotes routhleck.github.io Software Engineering course notes from Beijing Jiaotong University 87 Codex, OpenCode 1 681 tok
jonathimer/devmarketing-skills Claude Code and AI Agents Skills for Developer Marketing. 87 Codex, OpenCode 1 1,746 tok
fitlab-ai/agent-infra Collaboration infrastructure for AI coding agents | Collaboration infrastructure for AI co 87 Claude Code, Codex, OpenCode 74 3,786 tok
hmldns/nautex nautex.ai MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pi 87 Claude Code, Codex, OpenCode 2 691 tok
joelhooks/pi-tools 🔧 Power tools for pi — repo autopsy, tsgo LSP, codex background loops, session reader, an 87 Claude Code, Codex, OpenCode 2 388 tok
farol-team/gnap GNAP — Git-Native Agent Protocol. RFC Draft for git-based agent orchestration. Zero server 87 Claude Code 1 564 tok
andre-salvati/databricks-template linkedin.com Production-ready PySpark ETL template for Databricks — medallion architecture, DABs, tests 87 Claude Code 3 2,478 tok
lbiceman/iceCoder Self-hosted AI coding agent with desktop & mobile UI 87 Codex, OpenCode 1 —
Snowflake-Labs/ai-ready-data Framework to define AI-ready data and Skills for coding agents to assess and make your dat 87 Codex, OpenCode 1 371 tok
zeenix/rust-analyzer-mcp A Model Context Protocol (MCP) server that provides integration with rust-analyzer 87 Claude Code 1 1,007 tok
ripmilla/netwalk Read-only network survey toolkit for AI coding agents: crawl a site from one device, diagn 87 Codex, OpenCode 1 16,337 tok
utensils/claudette utensils.io Claude's missing better half — a companion tool for Claude Code usage. 87 Claude Code, Codex, GitHub Copilot, OpenCode 13 10,101 tok
TOKTOKHAN-DEV/agent-company agent-company.site Create an automated organization with an AI Company 87 Claude Code, Codex, OpenCode 8 5,073 tok
jmagar/claude-homelab Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media a 87 Claude Code, Codex, Gemini CLI, OpenCode 3 6,390 tok
ericgandrade/claude-superskills 18 Universal AI Skills for Claude Code, GitHub Copilot & 6 more platforms. Meta/orchestrat 87 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 8,395 tok
Jovancoding/Network-AI network-ai.org Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state 87 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,030 tok
wibus-wee/cradle-app cradle.wibus.ren 🔧 One layer above your AI tools. Your AI coding tools are brilliant. Managing them is a m 87 Claude Code, Codex, OpenCode 18 1,656 tok
jieapi/aicode An AI code editor running on Android, with a built-in Linux terminal, AI Agent, and MCP pr 87 Claude Code 1 4,945 tok
mfwarren/entrepreneur-claude-skills mattwarren.co Production-ready entrepreneurship skills for Claude Code — marketing, sales, operations, f 87 Claude Code 1 144 tok
netresearch/context7-skill Context7 documentation lookup skill for AI coding agents. Lightweight REST API wrapper wit 87 Codex, OpenCode 1 567 tok
przeprogramowani/10x-cli 87 Claude Code 5 3,430 tok
daintreehq/daintree daintree.org A review-first desktop habitat for running AI coding agents in parallel. 87 Claude Code, Codex, Gemini CLI, OpenCode 9 2,125 tok
nmbrthirteen/podcli podcli.com Open-source AI podcast clipper. Generate vertical clips with face tracking and burned-in c 87 Claude Code, Codex, OpenCode 13 2,197 tok
grarcht/Shuttle Prevent TransactionTooLargeException crashes. For good. A modern Android framework for sa 87 Claude Code, Gemini CLI 2 1,793 tok
objectstack-ai/objectstack objectstack.ai The ontology is the software. One executable business ontology: AI writes it, the runtime 87 Claude Code, Codex, GitHub Copilot, OpenCode 14 19,671 tok
lathe-cli/lathe Agentic-friendly CLI generator for APIs: turn Swagger, OpenAPI, and google.api.http protos 87 Claude Code, Codex, OpenCode 2 1,451 tok
softdaddy-o/yes-ue-mcp Native C++ Model Context Protocol (MCP) plugin for Unreal Engine 5.4+ 87 Codex, OpenCode 1 2,529 tok
emidio-trancoso/advocacia-aberta Método jurídico aberto e executável por agentes de IA: base curada de STF/STJ, legislação, 87 Claude Code, Codex, OpenCode 2 2,228 tok
googlarz/proton-mail-bridge-client npmjs.com Local-first Proton Mail MCP server and CLI via Proton Bridge. Search, draft, send and orga 87 Codex, OpenCode 1 135 tok
ninetails-io/gnucash-mcp MCP server enabling AI assistants to read and write GnuCash accounting data 87 Claude Code 1 19,152 tok
tool-bunker/code-buster toolbunker.dev Code Buster reports dependency wiring, dead code, cycles, duplication, complexity, archite 87 Claude Code, Codex, OpenCode 2 110 tok
mmacpherson/tenforty Python library to compute US federal taxes, and state taxes for some states. 87 Claude Code, Codex, OpenCode 5 3,455 tok
theinterfold/interfold docs.theinterfold.com An open-source protocol and distributed network for confidential coordination. 87 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 907 tok
Xceptance/neodymium xceptance.com A test automation library based on common other best practice open source libraries. It ad 87 Claude Code, Codex, OpenCode 9 780 tok
grainulation/grainulator grainulator.dev Research that compiles. 86 Codex, OpenCode 1 480 tok