How real projects configure their agents

44,817 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
vargHQ/sdk varg.ai AI video generation SDK — JSX for videos. One API for Kling, Flux, ElevenLabs, Veed. Built 341 Claude Code 3 1,212 tok
Ruhan-Wang/Harness_Handbook 341 Codex 1 —
huisezhiyin/sdd-riper Lightweight AI Agent Harness for agentic coding: let strong models explore while humans st 341 Codex, OpenCode 1 1,252 tok
railwayapp/railway-skills railway.com Agent skills for interacting with Railway 341 Claude Code, Codex, OpenCode 2 2,150 tok
Mathews-Tom/armory mathews-tom.github.io Curated, production-grade skills for AI coding agents. Battle-tested workflows for develop 341 Codex, OpenCode 1 535 tok
BlackBeltTechnology/pi-agent-dashboard pi-dashboard.dev Real-time web dashboard for pi coding-agent sessions. Multi-session view, live chat mirror 341 Claude Code, Codex, OpenCode 2 2,278 tok
anhe2021212-spec/Tidal_Echo Self-hosted private chat channel between you and your AI companion — PWA, Claude Code, or 341 Codex, OpenCode 1 3,727 tok
magnus919/hermes-profiles Curated Hermes Agent profiles for specialist swarms — opinionated, Hermes-optimized, artif 341 Codex, OpenCode 1 798 tok
niki914/zafiro Open-source BYOK AI agent for Android. Full phone control, native Shell & Python 3, with S 341 Claude Code, Codex, OpenCode 2 2,956 tok
Jennyee1/AcademicAgent jennyee1.github.io ScholarMind - Multimodal Academic Research Agent for the LLM Agent domain | Multimodal Aca 340 Claude Code 1 1,321 tok
semgrep/skills semgrep.dev A collection of skills for AI coding agents from Semgrep 340 Claude Code, Codex, OpenCode 2 1,020 tok
Encod3d-Sec/TORCH Karpathy LLM based claude harness for PenetrationTesting / Bugbounty using obsidian 340 Claude Code 1 7,786 tok
dolthub/doltlite dolthub.com DoltLite - Version Controlled SQLite 340 Codex, OpenCode 1 4,442 tok
alvarolorentedev/opencode-mobile getopencode.app Mobile app to interact with the opencode server. 340 Codex, OpenCode 1 2,634 tok
vfarcic/dot-ai Intelligent dual-mode agent for deploying applications to ANY Kubernetes cluster through d 340 Claude Code 3 1,483 tok
notedit/happy-skills happy skills 340 Claude Code 1 541 tok
AnkRoot/Augment-BYOK 339 Codex, OpenCode 1 6,287 tok
outsourc-e/clawsuite clawsuite.io All-in-one command center for OpenClaw agents 339 Codex, OpenCode 1 2,525 tok
vibe-log/vibe-log-cli vibe-log.dev A CLI tool for logging and analyzing Claude Code and Cursor ai-driven coding session. 339 Claude Code 1 3,738 tok
elastic/integrations elastic.co 339 Claude Code, Codex 4 77 tok
berelevant-ai/slopless npmjs.com Deterministic textlint rules and CLI for catching prose slop in English Markdown. 339 Codex, OpenCode 1 2,010 tok
testdouble/han Han: AI skills and agents for "Solo" product engineers and small teams 339 Claude Code 1 7,884 tok
m4xx101/cryptex-oss Open-source LLM red-teaming technique toolkit (162 transforms, 36 mutators, 25 tool surfac 338 Claude Code 1 3,329 tok
Kxiandaoyan/Memoh-v2 A humanized agent several times more powerful than OpenClaw; it has everything Lobster has 338 Codex, OpenCode 1 8,046 tok
GainSec/AutoProber gainsec.com Hardware hacker’s flying probe automation stack for agent-driven target discovery, micro 338 Codex, OpenCode 1 1,559 tok
OpenRaiser/PaperFit openraiser.github.io 📄 [Skill] Vision-in-the-loop LaTeX typesetting agent — auto-compile, render, diagnose, an 338 Claude Code 10 5,137 tok
rhett-lee/nim_duilib An improved version of the duilib UI library supporting Windows/Linux/MacOS platforms (bas 338 Claude Code, Codex 2 1,475 tok
alireza787b/mavsdk_drone_show Open-source MAVLink fleet operations for PX4: SITL, drone shows, search and rescue, cooper 338 Claude Code, Codex, Gemini CLI, OpenCode 3 2,153 tok
ScottRBK/forgetful Opensource Memory for Agents 338 Claude Code, Codex, OpenCode 2 875 tok
michaelwilhelmsen/humla humla.team Open-source AI meeting notes for Mac. Records mic + system audio with no bot, transcribes 338 Claude Code, Codex, OpenCode 2 38,817 tok
doza62/opencode-mobile OpenCode react native client for IOS, Android and Web. 338 Codex, OpenCode 1 2,493 tok
Tenney95/AI-Canvas-tauri tenney95.github.io Local-first AI canvas for visual workflows, AI short dramas, image/video generation, story 338 Codex, OpenCode 1 12,012 tok
microprediction/precise microprediction.github.io Online Covariance and Correlation Estimation 338 Claude Code 5 —
Fannon/search-bookmarks-history-and-tabs chromewebstore.google.com Browser extension to search bookmarks, history and tabs. Supports tagging and fuzzy search 338 Codex, OpenCode 1 1,360 tok
zippoxer/subtask Claude Skill to do your tasks with subagents in Git worktrees 337 Claude Code, Codex, OpenCode 3 2,213 tok
oguzbilgic/agent-kernel agent-kernel.dev Minimal kernel to make any AI coding agent stateful. Clone, point your agent, go. 337 Codex, OpenCode 1 546 tok
jayminwest/mulch Growing Expertise for Coding Agents — structured expertise files that accumulate over time 337 Claude Code, Codex, OpenCode 9 6,322 tok
sunriseapps/imagesorcery-mcp imagesorcery.net An MCP server providing tools for image processing operations 337 Gemini CLI 1 49 tok
JayantDevkar/claude-code-karma Dashboard for monitoring claude code sessions. 337 Claude Code 1 2,284 tok
langwatch/kanban-code 337 Claude Code 2 1,190 tok
sveltejs/ai-tools mcp.svelte.dev The official svelte MCP for all your agentic needs. 337 Claude Code, Codex 3 922 tok
loulanyue/spec-kit-zh Chinese-localized spec-driven development toolkit for Codex, Claude Code, Cursor, and othe 336 Claude Code, Codex, OpenCode 1 3,968 tok
harperreed/dotfiles Dotfiles. Managed by YADM 336 Claude Code, Codex 40 —
ivorpad/mercadona-cli npmjs.com Unofficial, agent-friendly Mercadona shopping CLI (Go) — search products, read prices, bui 336 Claude Code 1 —
AlmogBaku/debug-skill 336 Claude Code 1 710 tok
PageAI-Pro/ralph-loop ralphloop.sh A long-running AI agent loop. Ralph automates software development tasks by iteratively wo 336 Claude Code, Codex, OpenCode 13 374 tok
InBrowserApp/InBrowserApp inbrowser.app 📦 InBrowser.App is a project to build and collect web apps that fully run in the browser 336 Claude Code, Codex, OpenCode 9 5,548 tok
alvinunreal/lazyskills lazyskills.sh mission control for agent skills 336 Codex, OpenCode 1 154 tok
vlinx-io/VelaTerm velaterm.com VelaTerm = Codex + iTerm2, The Best ADE for AI Coding 336 Codex, OpenCode 1 4 tok
MotleyAI/slayer motley.ai An embeddable, expressive semantic layer for AI agents and humans 336 Claude Code 1 1,405 tok