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
tong-io/tongflow app.tongflow.com Modality-First GenAI Platform 1,042 Claude Code 1 4,144 tok
SylphxAI/pdf-reader-mcp sylphxai.github.io Any file → clean Markdown for AI agents: PDF, Word, PowerPoint, Excel, EPUB, HTML and web 1,042 Codex, OpenCode 19 650 tok
DataDog/pup datadoghq.com Give your AI agent a Pup — a CLI companion with 200+ commands across 33+ Datadog products. 1,040 Claude Code, Codex, OpenCode 2 1,918 tok
tensorlakeai/tensorlake tensorlake.ai Tensorlake is a serverless runtime for sandboxes and deploying background agentic applicat 1,040 Claude Code, Codex, OpenCode 2 2,388 tok
nexu-io/motion-anything ✨ The agentic motion layer — an open-source, chat-native motion engine. Describe the feeli 1,040 Claude Code, Codex, OpenCode 2 2,456 tok
schpet/linear-cli linear without leaving the command line: list, start, and create PRs for linear issues. ag 1,039 Claude Code, Codex, OpenCode 5 1,045 tok
am-will/codex-skills 1,039 Claude Code, Codex, OpenCode 2 1,625 tok
block/berd a desktop app for getting work done with any model 1,039 Claude Code, Codex, OpenCode 7 1,591 tok
agentic-community/mcp-gateway-registry agentic-community.github.io Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure 1,038 Claude Code, Codex, OpenCode 2 16,255 tok
longbridge/longbridge-terminal open.longbridge.com AI-native CLI for the Longbridge trading platform with real-time market data, portfolio, a 1,037 Claude Code 1 3,233 tok
CelestoAI/SmolVM docs.celesto.ai Secure and persistent computer for AI agents 1,037 Claude Code, Codex, OpenCode 4 1,450 tok
adrida/tracer tracerml.ai Distill your LLM traces into a fast hybrid System 1 models. Open-source ML + LLM inference 1,036 Codex, OpenCode 1 1,915 tok
disler/super-simple-software-factory youtu.be Repeatable agents-plus-code workflows, packaged as one skill, stamped into any repo. Deter 1,034 Claude Code 1 —
mariadb-operator/mariadb-operator 🦭 Run and operate MariaDB in a cloud native way 1,033 Claude Code, Codex, OpenCode 5 8,431 tok
anthropics/claude-code-base-action This repo is a mirror of the contents of base-action in https://github.com/anthropics/clau 1,032 Claude Code 1 404 tok
beizhu-1209/AIHelms aihelms.cn An enterprise-grade AI resource management platform providing a unified AI gateway and tok 1,030 Claude Code 6 943 tok
galkahana/PDF-Writer pdfhummus.com High performance library for creating, modiyfing and parsing PDF files in C++ 1,029 Claude Code, GitHub Copilot 3 2,896 tok
ranxi2001/zero2Agent onefly.top An agent tutorial website for applying to agent R&D positions at major tech companies, cov 1,026 Claude Code, Codex, OpenCode 9 1,535 tok
beita6969/ScienceClaw scienceclaw.science Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operat 1,025 GitHub Copilot 1 574 tok
SterlingChin/marvin-template MARVIN is your personal AI assistant that can help you connect to the apps you need and ha 1,024 Claude Code 18 2,792 tok
kelai141/dsh-mobile-apk dsh Android shell APK — WebView UI + embedded Termux runtime snapshot (unzip and run), a h 1,024 Codex, OpenCode 1 6,958 tok
synthetic-lab/octofriend An open-source coding helper. Very friendly! 1,022 Claude Code, Codex 1 —
SamuelQZQ/auto-coding-agent-demo A 10-hour fully automated AI programming experiment 1,021 Claude Code 1 1,392 tok
pathintegral-institute/mcpm.sh mcpm.sh CLI MCP package manager & registry for all platforms and all clients. Search & configure M 1,021 Claude Code, Gemini CLI 2 213 tok
scaleway/scaleway-cli cli.scaleway.com Command Line Interface for Scaleway 1,021 Claude Code, Codex, OpenCode 3 1,409 tok
shanraisshan/codex-cli-best-practice linkedin.com from vibe coding to agentic engineering - practice makes codex perfect 1,020 Claude Code, Codex, OpenCode 31 1,944 tok
bouob/tickets_hunter Tickets Hunter (Ticket-Hunting Bot) - automated ticket purchasing. Technology determines h 1,020 Claude Code, Codex, OpenCode 2 4,577 tok
SafeAI-Lab-X/ClawKeeper ClawKeeper: Comprehensive Safety Protection for OpenClaw Agents Through Skills, Plugins, a 1,019 GitHub Copilot 1 574 tok
xing5/mcp-google-sheets This MCP server integrates with your Google Drive and Google Sheets, to enable creating an 1,017 Codex 1 —
devanshutak25/3d-resources 3d.devanshutak.xyz Curated, CC0 reference hub for 3D, VFX, and game dev. 3,400+ tools, assets, and tutorials 1,017 Claude Code 1 1,067 tok
meursyphus/ssgoi ssgoi.dev animated page transition for major ssr frameworks and browsers, including Safari 1,016 Claude Code, Codex, OpenCode 3 152 tok
Pantheon-Security/medusa pantheonsecurity.io AI-first security scanner. NEW in v2026.7: Claude Code compromise detection — vet .claude/ 1,014 Claude Code 1 2,806 tok
opentabs-dev/opentabs opentabs.dev Browser automation clicks buttons. OpenTabs calls APIs. 1,014 Claude Code, Codex, OpenCode 5 13,599 tok
ChiR24/Unreal_mcp enginewire.dev A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control 1,014 Codex, GitHub Copilot, OpenCode 2 5,879 tok
darkroomengineering/satus satus.darkroom.engineering Advanced Next.js App Router starter for content-driven sites 1,013 Codex, OpenCode 1 7,165 tok
MadAppGang/claudish claudish.com Claude Code. Any Model. The most powerful AI coding agent now speaks every language. 1,013 Claude Code, Codex, GitHub Copilot, OpenCode 7 8,797 tok
agent-sh/agentsys agent-sh.github.io AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for 1,012 Claude Code, Codex, OpenCode 3 1,670 tok
desplega-ai/agent-swarm agent-swarm.dev Your Company Agentic Operating System 1,012 Claude Code, Codex, OpenCode 8 10,828 tok
Arcadia-1/virtuoso-bridge-lite virtuoso-bridge.tokenzhang.com Bridge between LLM-Agent and Cadence Virtuoso. A new infrastructure for Agentic Analog and 1,012 Codex, OpenCode 1 982 tok
wk42worldworld/cybercode An AI agent combining Claude Code coding capabilities with Hermes Agent self-evolution. 1,010 Claude Code, Codex, OpenCode 3 946 tok
PaulRBerg/prb-math Solidity library for advanced fixed-point math 1,008 Codex, OpenCode 1 847 tok
Azure-Samples/AI-Gateway aka.ms Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure AP 1,008 Claude Code, Codex, OpenCode 8 1,322 tok
sirkirby/unifi-mcp unifimcp.com MCP servers & Graph API for the UniFi suite of applications, Network, Protect, and Access 1,008 Claude Code, Codex, GitHub Copilot, OpenCode 16 6,773 tok
johnhuang316/code-index-mcp A Model Context Protocol (MCP) server that helps large language models index, search, and 1,006 Claude Code, Codex 2 —
CopilotKit/aimock aimock.copilotkit.dev Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One 1,005 Claude Code 2 649 tok
xvirobotics/metabot xvirobotics.com Infrastructure for supervised, self-improving agent organizations. Run Claude Code or Kimi 1,003 Claude Code, Codex, OpenCode 4 700 tok
bitjaru/styleseed styleseed-demo.vercel.app Open-source design-method engine for Claude Code, Codex & Cursor. One agent skill with 22 1,002 Codex, OpenCode 1 805 tok
863401402/she-love-me She's Different — Relationship Analysis Room — WeChat chat history relationship analysis A 999 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 988 tok
ericbuess/claude-code-docs 999 Claude Code 1 130 tok
jarrodwatts/claude-delegator Delegate tasks to Codex and Gemini directly from within Claude Code. 998 Claude Code 1 1,042 tok