How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
Khamel83/argus pypi.org Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, conten 5 Claude Code, Codex, OpenCode 2 3,321 tok
atomchung/long-run-hybrid-coach paceandstaystrong.com Adaptive running and strength coaching for the long run — a hosted MCP server and Agent Sk 5 Claude Code, Codex, OpenCode 2 7,353 tok
botzrDev/dreamd dreamd.dev Portable, local-first memory layer for AI coding agents. One .agent/ folder shared across 5 Claude Code, Codex, OpenCode 2 21,883 tok
malkreide/fedlex-mcp MCP server for Swiss federal law (Fedlex) — search the SR, monitor legal changes, and quer 5 Claude Code 3 6,943 tok
ddmanyes/second-brain-mcp A self-maintaining personal knowledge database — powered by MCP, DuckDB, and biological me 5 Claude Code, Codex, OpenCode 2 7,375 tok
musharna/plant-genomics-mcp musharna.github.io Plant genomics MCP server — 50 tools across 23 backends (Ensembl Plants, Phytozome, UniPro 5 Claude Code 1 745 tok
kitepon/aiterm-mcp npmjs.com One persistent MCP terminal your AI drives — and launches other coding agents (Codex/Grok/ 5 Claude Code, Codex, OpenCode 2 2,501 tok
zelentsov-dev/apple-ads-mcp Local-first MCP server for Apple Ads Platform API v1 with typed, receipt-gated campaign op 5 Claude Code, Codex, OpenCode 2 499 tok
tentenco/shuorenhua-zh-tw tenten.co Traditional Chinese (Taiwan) AI humanizer skill: remove AI-like phrasing, eliminate Mainla 5 Claude Code, Codex, OpenCode 2 567 tok
shwetank/bettersense bettersense.ai 50+ Claude skills and 20+ agents for AI PMs, engineering managers, and senior ICs. Think m 5 Claude Code 1 1,397 tok
SFETNI/Scientific-Writing-Skills-Claude-Code-Codex Human-in-the-loop quality-control framework for AI-assisted scientific manuscript preparat 5 Claude Code 1 1,131 tok
tinhtran24/maestro Maestro is an open-source, multi-agent AI development framework written in Go. It orchestr 5 Claude Code, Codex, OpenCode 2 2,591 tok
NikkeTryHard/ag-cl A vibe-coded typescript implementation of the original repo: antigravity-claude-proxy 5 Claude Code 1 3,275 tok
jrgilbertson/the-rookery A cross-tool field guide to how I build with AI agents, with practical workflows and porta 5 Claude Code, Codex, OpenCode 2 478 tok
skills-lock/skil-lock Pin AI Skill behavior. Block unapproved drift in CI. See exactly what changed in every PR. 5 Claude Code 1
autoworks-ai/autovault autovault.dev Local-first vault for agent skills with MCP, validation, signing, and remote HTTP access 5 Claude Code, Codex, OpenCode 2 3,398 tok
Monkopedia/rouse-context rousecontext.com On-demand Model Context Protocol (MCP) server for Android — FCM push-woken, end-to-end enc 5 Claude Code 7
blackfoxxx/Mobix Authorized Android pentest lab, drivable by hand or by AI — Frida bypass chain, live traff 5 Claude Code 1
Rufus011/CMP-server_Pocket-option-2026 Async client + MCP server that lets AI assistants (Claude, GPT, Grok) trade on PocketOptio 5 Claude Code 1 699 tok
HalidSaglam/saglitzdesign-mcp saglitz.com Expert design & marketing knowledge for AI agents — an MCP server for web, iOS, Android & 5 Claude Code 1
antonzherdev/mcp-web-inspector 5 Claude Code, Codex, OpenCode 2 3,378 tok
badchars/fingerprint-mcp npmjs.com Universal digital fingerprinting MCP server — 103 techniques in 13 tools for TCP/TLS/SSH/H 5 Claude Code 1 348 tok
berntpopp/genefoundry-router genefoundry.org MCP gateway federating 21 biomedical MCP servers — gnomAD, ClinVar, HPO, UniProt, Ensembl 5 Claude Code, Codex, OpenCode 12 1,672 tok
JasonColapietro/ios-app-dev-skills suedeai.ai Turn any website into an App Store-ready iOS app with free Suede Labs AI agent skills — Sw 5 Claude Code 24
arjunprabhulal/devops-skills Agent Skills for DevOps: 88 SKILL.md field guides spanning CI/CD to FinOps. Works in Claud 5 Claude Code, Codex, OpenCode 2 2,279 tok
rohailaltaf/claude-ableton Plugin to allow Claude to control Ableton 5 Claude Code 1 1,604 tok
nicohodt/claude-code-ui-ux-skill nicohodt.github.io The open-source Claude skill for UI/UX design. 84 UI styles, 192 color palettes, 74 font p 5 Claude Code 2 2,188 tok
open-edge-platform/skills Repository for Open Edge Platform Agent Skills 5 Claude Code, Codex 37
xagentAI/xagt-plugin xagt.ai OKX Agentic Wallet plugin marketplace for onchain AI agents. 5 Claude Code, Codex, OpenCode 2 363 tok
X1AOX1A/Skills 5 Claude Code 1 6 tok
0101/treemon Worktree Monitor 5 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,831 tok
salihgueler/tabletop-game-room-experience 5 Claude Code, Codex, Kiro 26 1,716 tok
treylom/deep-research Research pipeline that decides depth after the evidence — source-grade weighted scoring, w 5 Claude Code 1 2,725 tok
dotagents-io/dotagents dotagents.io 5 Claude Code, Codex, OpenCode 2 80 tok
vodoon-cell/ai-website-cloner-template-all ai-website-cloner-template 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,437 tok
jwzheng96/learn-cuda-from-scratch jwzheng96.github.io Learn CUDA × LLM inference from scratch: 14-chapter Chinese tutorial + runnable CUDA C++ c 5 Claude Code 1 1,557 tok
dsvi-b/corretor-enem Corretor de redação ENEM (5 competências) agnóstico de agent, calibrado em 11.147 redações 5 Claude Code, Codex, OpenCode 3 1,416 tok
Lolaplex/agents-memory pypi.org Local markdown memory & cross-agent context engine for coding agents (MCP). 5 Claude Code, Codex, OpenCode 2 1,011 tok
jordantcarlisle/personal-os A personal operating system powered by AI agents. Built on PARA, GTD, and Atomic Habits. 5 Claude Code, Codex, Gemini CLI, OpenCode 29 5,238 tok
HermeticOrmus/linux-sysadmin-skills A Claude Code skill bundle for Linux system administration — security, performance, diagno 5 Claude Code 1 432 tok
RainFlashPoint/capital-agent-skills 5 Claude Code, Codex, OpenCode 2 2,122 tok
RuloGB/compendio-mcp Compendio is an MCP server that indexes a project's markdown documentation and exposes it 5 Claude Code, Codex, OpenCode 2 4,153 tok
dfridkin/clawops clawops is a provider-agnostic command-line tool for deploying, configuring, and operating 5 Claude Code, Codex, OpenCode 11 3,548 tok
I4cTime/q-ring qring.i4c.studio OS keychain secrets for AI coding agents, over MCP. Native vault storage (macOS Keychain, 5 Claude Code 1
sledmonkey/getflightplan 5 Claude Code, Codex, OpenCode 5 2,218 tok
graysonchalmers/Tool-MaterialMaker-MCP MCP server for authoring and rendering Material Maker PBR materials from natural language 5 Claude Code 1 1,095 tok
fmind/dot fmind.dev AI-driven, CLI-first dotfiles for Linux & macOS — chezmoi + mise, Fish, Neovim, and a type 5 Claude Code, Codex, OpenCode 6 1,846 tok
sjhorn/single_child_two_dimensional_scroll_view flutter package for a box in which a single widget can be scrolled in two dimensions 5 Claude Code 10 834 tok
trilitech/octez-manager 5 Claude Code, Codex, OpenCode 14 4,662 tok
antosubash/SimpleModule app.simplemodule.dev 5 Claude Code, Codex, OpenCode 15 4,172 tok