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
inclusionAI/AEnvironment inclusionai.github.io Standardized environment infrastructure for Agentic AI development. 323 Claude Code 1 —
hoquanghai/Auto-Create-Video 323 Claude Code 1 —
AliAkhtari78/SpotifyScraper spotifyscraper.readthedocs.io Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — with 323 Claude Code 13 862 tok
unnoo/zsxq-skill 323 Claude Code, Codex, OpenCode 2 3,972 tok
futantan/agent-skills.md agent-skills.md Find awesome Agent Skills 323 Codex, OpenCode 1 598 tok
textcortex/claude-code-sandbox Run Claude Code safely in local Docker containers without having to approve every permissi 323 Claude Code 2 839 tok
majidmanzarpour/vibe-coding-starter-pack-3d-multiplayer A lightweight 3D web-based multiplayer starter kit using Three.js, React, and SpacetimeDB. 322 Claude Code 1 1,331 tok
0xranx/golembot 0xranx.github.io Any Agent × Any Provider × Anywhere. Connect Cursor, Claude Code, OpenCode, or Codex to Sl 322 Claude Code, Codex, OpenCode 2 1,663 tok
motionlayer/Tinymovr motionlayer.company Compact brushless motor controller with FOC, integrated absolute angle sensor and CAN Bus. 322 Claude Code 1 3,369 tok
atopos31/llmio Unified LLM gateway with weighted load balancing, observability & cost tracking. Unified L 322 Claude Code, Codex, OpenCode 2 2,740 tok
AvdLee/Core-Data-Agent-Skill avanderlee.com An Agent Skill focused on Apple’s Core Data framework, helping with data modeling, fetch r 322 GitHub Copilot 1 1,115 tok
ai-analyst-lab/ai-analyst AI Product Analyst — Claude Code-powered data analysis toolkit 322 Claude Code 3 2,354 tok
varun29ankuS/shodh-memory shodh-memory.com Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and aud 322 Claude Code 3 532 tok
phase-rs/phase preview.phase-rs.dev A rules engine and game client — Rust + WASM + React 322 Claude Code, Codex, Gemini CLI, OpenCode 38 8,048 tok
jordanburke/reddit-mcp-server ⚙️ A Model Context Protocol (MCP) that provides tools for fetching and creating Reddit con 322 Claude Code 1 6,343 tok
WinstonJQ/embodied-interview-qa winstonjq.github.io A question bank of frequently asked embodied intelligence interview questions 322 Claude Code 2 6,984 tok
Anil-matcha/vox-ai-motion-graphics-generator 🎬 Turn any topic into a finished Vox-style paper-collage explainer / motion graphics vide 322 Codex, OpenCode 1 291 tok
sweetcornna/mathodology Math modeling Agent Skills designed for mathematical modeling competitions: MCM/ICM, CUMCM 322 Claude Code, Codex, OpenCode 7 810 tok
newsnowlabs/dockside dockside.io Create dev containers that mirror your prod environment and sandbox your Claude/Codex CLIs 321 Claude Code 3 3,210 tok
2262727886-stack/mspm0g-contest-skill 321 Claude Code 1 —
hylarucoder/benchmark-skill-ui-ux-pro-max 321 Claude Code 1 —
PackmindHub/packmind packmindhub.github.io Packmind seamlessly captures your engineering playbook and turns it into AI context, guard 321 Claude Code, Codex, GitHub Copilot, OpenCode 57 9,434 tok
saurabhsharma2u/search-console-mcp searchconsolemcp.saurabh.app Search & analytics data as infrastructure — MCP server for Google Search Console, Bing Web 321 Claude Code, Codex 1 —
sven-n/MuMain 321 Claude Code, Codex, OpenCode 2 649 tok
ferrumclaudepilgrim/claude-code-android ferrumclaudepilgrim.com Run Claude Code natively on Android via Termux or AVF (Android Virtualization Framework) - 321 Claude Code 1 —
neon-solutions/add-mcp add-mcp.com The open MCP config tool - npx add-mcp 321 Codex, OpenCode 1 629 tok
data-privacy-stack/presidio-research data-privacy-stack.github.io This package features data-science related tasks for developing new recognizers for Presid 321 Codex, OpenCode 1 776 tok
Josverl/micropython-stubs micropython-stubs.readthedocs.io Stubs of most MicroPython ports, boards and versions to make writing code that much simple 321 Claude Code, Codex, GitHub Copilot, OpenCode 7 4,685 tok
i1kazantsev/claude-code-spinner Replacement spinner phrases for Claude Code for respected vibe coders. 320 Claude Code 2 —
tawanorg/claude-sync Sync Claude Code sessions across devices using Cloudflare R2 with end-to-end encryption 320 Claude Code 1 2,049 tok
WeftCut/WeftCut weftcut.com Free, open-source AI video editor for macOS, Windows and Linux — drive the whole timeline 320 Claude Code, Codex, OpenCode 2 289 tok
raygon-renderer/thermite raygon-renderer.github.io Thermite SIMD: Melt your CPU 320 Claude Code 1 —
halofyai/halofy halofy.ai Halofy is the open access and governance layer for AI agents across your organization. Ide 319 Codex, OpenCode 1 1,533 tok
Dreamescaper/BlazorBindings.Maui MAUI Blazor Bindings - Build native and hybrid MAUI apps with Blazor 319 Claude Code, Codex, OpenCode 2 688 tok
hpi-swa/trufflesqueak A Squeak/Smalltalk VM and Polyglot Programming Environment for the GraalVM. 319 Codex, OpenCode 1 1,043 tok
IncomeStreamSurfer/claude-code-agents-wizard-v2 319 Claude Code 4 —
Ayanami1314/swe-pruner 319 GitHub Copilot 1 434 tok
sepivip/SeekerClaw seekerclaw.xyz Turn your Solana Seeker (or any Android phone) into a 24/7 personal AI agent 319 Claude Code 1 6,172 tok
termly-dev/termly-cli termly.dev Mobile companion for Claude Code, Gemini CLI & OpenCode. Encrypted, remote 319 Claude Code 1 3,437 tok
AnttiHero/lavern lavern.ai An agentic law firm. Yours. 67 specialist AI agents that review documents through evidence 319 Claude Code 1 3,358 tok
geekjourneyx/obsidian-md2wechat md2wechat.cn 📝 Obsidian → WeChat | One-click formatting and publishing from an Obsidian plugin to WeCh 319 Codex, OpenCode 1 520 tok
KaguraNanaga/kaogong-study-tracker Skills for preparing for Chinese civil service exams, including organizing wrong answers a 319 Codex, OpenCode 1 436 tok
Dogacel/auto-gpu-kernel Winner 🏆 (Agent-only) MLSys 2026 - FlashInfer AI Kernel Generation Contest for the DeepSe 319 Claude Code 1 —
thomwebb/gac Intelligent LLM-powered git commit message generator that understands your code! Supports 318 Claude Code, Codex, OpenCode 6 971 tok
apollographql/apollo-mcp-server apollographql.com Apollo MCP Server 318 Claude Code, Codex, OpenCode 5 1,057 tok
sopaco/cortex-mem sopaco.github.io 🧠 The production-ready cognitive foundation for autonomous systems such as Embodied-AI an 318 Codex, OpenCode 1 1,620 tok
aviatesk/JETLS.jl aviatesk.github.io A new language server for Julia, enabling modern, compiler-powered tooling. 318 Claude Code, Codex, OpenCode 8 1,607 tok
rhel-lightspeed/linux-mcp-server Tools to allow LLM clients to interact with Linux systems remotely 318 Codex, OpenCode 1 1,207 tok
myICOR/myPKA myicor.com AI-powered Personal Knowledge Assistance in a folder. Built on the ICOR methodology. Plain 318 Claude Code, Codex, OpenCode 27 4,235 tok
qian-gugugaga/Character_Skill_Producer Character Skill Producer — distill anime characters into executable agent skills 318 Claude Code 1 2,273 tok