How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
netresearch/file-search-skill Claude Code skill: Fast code and file search using ripgrep, ast-grep, fd, rga, tokei 45 Codex, OpenCode 1 1,085 tok
issol14/paper2code-skill A Claude Code Skill that converts research papers into executable code - no extra API cost 45 Codex, OpenCode 1 998 tok
PsychQuant/che-ical-mcp macOS Calendar & Reminders MCP server (29 tools) — native Swift EventKit for Claude Deskto 45 Claude Code, Codex, OpenCode 11 4,633 tok
exploreomni/omni-agent-skills A collection of skill for working with Omni. These skills help AI agents understand and ex 45 Codex, OpenCode 1 471 tok
symfony/ai-mate symfony.com AI development assistant CLI for Symfony projects 45 Codex, OpenCode 1 2,008 tok
codecast-sh/codecast codecast.sh Your team and its agents, in one workspace. Chat, calls, tasks, docs, pull requests and de 45 Claude Code, Codex, OpenCode 2 7,683 tok
AgriciDaniel/local-competitor-map agricidaniel.github.io AI-powered local-competitor intelligence on a photorealistic Google 3D map. Ask in plain E 45 Codex, OpenCode 1 380 tok
ur-grue/autopunk-media-skills ur-grue.github.io 400+ free AI skills and 9 agents for media professionals — journalists, producers, podcast 45 Claude Code 1 4,869 tok
RBraga01/Quality-Engineering-Skills rbraga01.github.io 23 quality engineering skills and 8 agents for AI — ISO 9001, IATF 16949, AIAG-VDA FMEA, V 45 Claude Code 1 417 tok
nrwl/metaharness.tools metaharness.tools The guide for AI meta harnesses 45 Codex, OpenCode 1 478 tok
FedRAMP/2026 fedramp.gov Website tools for the FR Consolidated Rules for 2026 45 Codex, OpenCode 1 1,369 tok
gfargo/tui-design-skill griffen.codes Claude Skill for building clean, professional terminal UIs & CLIs — covers Bubble Tea, Rat 45 Codex, OpenCode 1 431 tok
Lex669/LumericalFDTD-skill lex669.github.io A skill for automating Lumerical FDTD simulations 45 Claude Code 1 1,656 tok
cedrickchee/text-to-cad text-to-cad.earthtojake.com An open source harness for generating CAD models [forked of https://github.com/earthtojake 45 Claude Code, Codex, OpenCode 5 1,019 tok
nearform/lastlight lastlight.dev Self-hostable, MIT Licensed, Enterprise AI Software Factory 45 Claude Code, Codex, OpenCode 5 2,498 tok
tyroneross/pyramid-principle rosslabs.ai Barbara Minto's Pyramid Principle as composable Claude Code skills — short-form, long-form 45 Codex, OpenCode 1 637 tok
AgentsORG/design-engineering skills.sh Design engineering for AI agents: a skill graph, 13 agents that loop (with a cross-model d 45 Claude Code, Codex, OpenCode 1 8,995 tok
sweetrb/apple-photos-mcp MCP server for Apple Photos - query, search, export, and inspect the macOS Photos library 45 Claude Code 1 5,917 tok
Threadlines/threadlines threadlines.dev Open-source ADE for Claude Code, Codex, OpenCode, Cursor and more. Put several coding agen 45 Claude Code, Codex, OpenCode 2 4,655 tok
hiero-ledger/solo An opinionated CLI tool to deploy and manage standalone test networks. 45 Claude Code, Codex, GitHub Copilot, OpenCode 9 6,272 tok
chasinglogic/dfm A dotfile management tool for pair programmers. 45 Codex, OpenCode 1 288 tok
nostrord/nostrord web.nostrord.com 45 Claude Code 6 5,906 tok
jonapoul/aktual Unofficial client for Actual Budget - supporting Android and JVM desktop 45 Claude Code 13 3,962 tok
future-architect/uzomuzo-oss Detect abandoned and end-of-life dependencies that CVE-based scanners don't flag, and rank 45 Claude Code, Codex, GitHub Copilot, OpenCode 37 24,839 tok
cybergarage/go-matter Matter is an open-source connectivity standard for smart home and IoT (Internet of Things) 45 GitHub Copilot, Gemini CLI 2 1,723 tok
changeroa/lazykatok Private terminal KakaoTalk client with real-time watch and strict reply TUI 45 Claude Code, Codex, OpenCode 2 835 tok
fadelabs/phantom fadelab.net AI audio engineering system: MCP server + Claude Code skills for professional automated mi 45 Claude Code, Codex, OpenCode 2 2,182 tok
transient-haskell/transient-stack All the Transient libraries 45 Codex, Gemini CLI, OpenCode 2 41,065 tok
cisagov/ScubaConnect cisa.gov Native cloud infrastructure for automatically running ScubaGear/ScubaGoggles 45 Claude Code, Codex, OpenCode 2 606 tok
assaio/assaio assaio.dev Offline-first Go CLI for engineering teams to observe AI adoption, compare estimated codin 44 Claude Code, Codex, OpenCode 31 2,525 tok
pincerhq/pincer 44 Codex, OpenCode 1 2,475 tok
PinkR1ver/vibe-roast npmjs.com Local-first AI coding personality profiler, usage dashboard, and evidence-grounded roast. 44 Claude Code, Codex, GitHub Copilot 13 662 tok
Aquifer-sea/pattern8 pypi.org 🎱 AI Agent Governance Framework — Constrain how AI Agents behave in your project. pip ins 44 Codex, OpenCode 1 414 tok
YuDefine/nuxt-supabase-starter A Nuxt + Supabase rapid development template with an AI-assisted workflow (Claude Code), T 44 Codex, OpenCode 1 5 tok
haodehaode378/text-encoding-guard Detect and repair Chinese text encoding corruption caused by AI coding assistants. Support 44 Claude Code, Codex 3 —
HangYu8123/MiHaCoBench A mini harness benchmark for coding 44 Claude Code, Codex, OpenCode 2 2,202 tok
aliafshar/brain A multi-agent framework built into GEMINI.md to run on the Gemini CLI 44 Gemini CLI 1 1,188 tok
soupernerd/marge-simpson 44 Codex, OpenCode 1 1,408 tok
krishnakanthb13/ai_cli_manager Your central hub for AI coding assistants on Windows, Linux & macOS — install, manage & la 44 Claude Code, Codex 2 —
marlonluo2018/pandas-mcp-server 44 Claude Code 1 1,046 tok
liangdabiao/social_research_agent skillhub.cn How to use Claude skills to easily build a personalized "micro public opinion" tool. A sim 44 Claude Code 5 1,205 tok
iops-leo/claude-slim npmjs.com Audit and shrink your Claude Code startup context. Measures what every skill, plugin, agen 44 Claude Code, Codex, OpenCode 2 774 tok
OptimiLabs/velocity Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, 44 Claude Code 1 410 tok
GoPlausible/algorand-mcp goplausible.com Algorand Local Model Context Protocol (Server & Client) 44 Codex, OpenCode 1 5,478 tok
mcp-agents-ai/mcp-agents-hub mcpagents.dev The open-source ecosystem for building, discovering, and deploying Model Context Protocol 44 Claude Code 1 1,236 tok
nette/claude-code ai.nette.org Official Claude Code plugins for Nette 44 Claude Code 1 871 tok
owainlewis/agent-skills My personal agent skills 44 Codex, OpenCode 1 136 tok
geval-labs/geval geval.io Decision orchestration and reconciliation for AI changes. 44 GitHub Copilot 1 846 tok
huangwb8/m2w pypi.org Automatically upload and update local markdown to WordPress via Python 44 Claude Code, Codex, OpenCode 2 3,340 tok
aiagentflow/aiagentflow aiagentflow.dev A local-first, CLI-driven multi-agent AI software engineering workflow orchestrator with f 44 Claude Code 2 —