How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
linegel/threejs-complete-set-of-skill linegel.github.io 25 expert agent skills for ambitious Three.js WebGPU/TSL scenes — procedural oceans, cloud 12 Claude Code, Codex, OpenCode 2 2,009 tok
dpesch/mantisbt-mcp-server codeberg.org Mirror of codeberg.org/dpesch/mantisbt-mcp-server — issues and PRs not monitored 12 Claude Code 1 786 tok
dithiothreitol/jdg-ksiegowy AI Asystent Księgowy dla JDG (Polska) — faktury, KSeF 2.0, JPK_V7M/EWP, ZUS, ryczałt. Open 12 Claude Code 1 1,603 tok
zilet/cairn codespaces.new Self-hosted wellness OS. A coaching team reads your labs, lifting, running, food and sleep 12 Claude Code, Codex, OpenCode 3 13,891 tok
PostOakLabs/ainumbers ainumbers.co Deterministic fintech compliance tools + the OpenChainGraph verifiable-artifact standard 12 Claude Code, Codex, OpenCode 3 2,017 tok
sovantica/engrava engrava.ai The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/ed 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,897 tok
BioSymphony/structure-factory AI-agent toolkit for structural biology: design binders, map structures, screen candidates 12 Codex, OpenCode 1 1,404 tok
talberthoule/backchannel backchannel.page Self-hosted, open-source AI meeting assistant: live speaker-diarized transcription plus AI 12 Claude Code, Codex, OpenCode 2 10,504 tok
full-stack-skills/uniapp-skills uni-app cross-platform skills - project, cloud, ads, uView, uCharts 12 Claude Code 4 —
felinics/ui 🐱 Felinic design system 12 Codex, OpenCode 1 8,197 tok
MauricioPerera/KDD mauricioperera.github.io 🧠 Knowledge-Driven Development (KDD): ready-to-use template combining OKF (knowledge as l 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 860 tok
kh6570/HAbedini-qspice-mcp An MCP server that brings QSpice circuit simulation to AI assistants, design schematics, r 12 Codex, OpenCode 1 2,197 tok
Xiddoc/AndroidAutoX Opening the door to more features of Android Auto, based on Magisk. Successor to AA-AIO-Tw 12 Claude Code, Codex, OpenCode 2 4,780 tok
replikativ/simmis A self-hosted workspace where people and AI agents share one memory: chat, wiki, knowledge 12 Claude Code, Codex 1 5,032 tok
jpeslar1/john-peslar-ai-skills Free agent skills for business strategy, AI automation, lead generation, founder content, 12 GitHub Copilot 1 276 tok
askads/mcp-vk-ads npmjs.com MCP server for VK Ads — manage advertising (campaigns, groups, ads, statistics) from Claud 12 Claude Code 1 1,778 tok
xinvxueyuan/NovelAI-Image-MCP xinvxueyuan.github.io MCP server for integrating NovelAI Image generation into AI agents. 12 Codex, OpenCode 1 6,414 tok
Blackburn-Labs/wiremark wiremark.dev Text-based wireframing format that embeds in markdown like Mermaid. Familiar component nam 12 Claude Code, Codex, OpenCode 2 2,459 tok
scalefocus/skilly scalefocus.com Enterprise-grade, self-hosted registry for governing SKILL.md agent skills, with identity 12 Claude Code 1 3,749 tok
backblaze-labs/awesome-agent-infrastructure blze.ai A curated list of AI agent infrastructure: memory stores, vector databases, execution sand 12 Claude Code 1 370 tok
ludengz/awesome-epub-translator-skill AI-powered ePub translator for Claude Code — translate ebooks to any language with automat 12 Claude Code 1 811 tok
LoftyTao/ladybug-tools-mcp Ladybug Tools MCP core publish repository 12 Codex 1 —
rcsb/rcsb-mcp MCP server for RCSB PDB APIs 12 Codex, OpenCode 1 4,177 tok
Ygria/poster-grid-inspector Model-agnostic AI poster grid inspector: detect a poster's layout grid system with a visio 12 Codex, OpenCode 1 1,183 tok
harebeats/cannonball Você não começa do zero — chega com impulso. Guarda as peças de site que você já fez e as 12 Claude Code, Codex, OpenCode 2 1,192 tok
betmoar/cc-proxy-plugin A Claude Code plugin + local proxy that lets you use GLM (Z.ai), OpenRouter, and Claude si 12 Claude Code 1 3,741 tok
Pablo-gitub/optees optees.it Optees is an open-source desktop toolkit for optimization: LP (SciPy/HiGHS), MILP (OR-Tool 12 Claude Code, Codex, OpenCode 2 1,276 tok
iLert/ilert-cli Rust native Alerting and Incident Management on your CLI & favorite Coding Agents 12 Claude Code, Codex, OpenCode 2 39 tok
zycdev/codex-long-jobs Background jobs for OpenAI Codex CLI and VS Code: run long tasks without model polling and 12 Codex, OpenCode 1 667 tok
alieismy/codex-three-layer-delivery An unofficial, deliverable-driven rules-and-skills framework for Codex-first software R&D. 12 Claude Code, Codex, OpenCode 2 1,538 tok
CoderBhoid/ai-format ai.sednium.com a context boosting file algorithm for better memory of ai agents. 12 Codex, OpenCode 1 602 tok
jwzheng96/learn-cuda-from-scratch jwzheng96.github.io Learn CUDA × LLM inference from scratch: 14-chapter Chinese tutorial + runnable CUDA C++ c 12 Claude Code 1 1,557 tok
prevalentWare/opencode-loop-plugin npmjs.com OpenCode loop plugin for Claude Code-style /loop recurring prompts, idle-aware scheduling, 12 Codex, OpenCode 1 982 tok
ScriptedAlchemy/agent-bundle scriptedalchemy.github.io Build portable AI-agent plugin bundles for Codex, Claude Code, and Agent Plugins 12 Claude Code, Codex, OpenCode 2 2,352 tok
IcyHot09/opengrok-mcp-server OpenGrok MCP Server is a native Model Context Protocol server that bridges your organizati 12 Claude Code, Codex, OpenCode 2 4,654 tok
IngTian/witness Turns any text stream into a dated history of how its subject changed. Point it at your Cl 12 Claude Code, Codex, OpenCode 2 2,470 tok
core-euler/aidd AI Driven Development 12 Claude Code 21 —
ronnycoding/my-personal-assistant Personal AI assistant supporting Claude Code and Gemini CLI - productivity automation, App 12 Claude Code, Gemini CLI 25 2,523 tok
ahostbr/kuroryuu-public Kuroryuu - AI Agent Orchestration Platform with Desktop App, MCP Integration, and Docker S 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 608 tok
python-discord/king-arthur King Arthur The Terrible is the DevOps helper bot for Python Discord 12 GitHub Copilot 1 842 tok
nmxmxh/foundation A cohesive full stack framework for enhanced web performance and AI collaboration. 12 Codex, OpenCode 1 4,382 tok
fry69/altq.net altq.net PDS modification for altq.net 12 Gemini CLI 1 715 tok
ai-supervisor-foundry/foundry Foundry is a persistent orchestration & control-plane for agentic software development—min 12 Claude Code, GitHub Copilot, Gemini CLI 6 1,474 tok
ironarachne/ironarachne ironarachne.com The Iron Arachne website 12 Claude Code, Codex, OpenCode 7 4,537 tok
quaywin/agys Effortless multi-profile isolation & real-time quota tracking for Antigravity CLI in Herdr 12 Codex, Gemini CLI, OpenCode 2 1,178 tok
SocialGouv/egapro egapro.travail.gouv.fr Calcul de l'index d'égalité femme‑homme dans les entreprises 12 Claude Code, Codex, OpenCode 7 3,741 tok
BenchBox-dev/BenchBox BenchBox is a "benchmarking toolbox" that makes it simple to benchmark analyitic (OLAP) da 12 Claude Code, Codex, Gemini CLI, OpenCode 16 2,867 tok
m96-chan/OBS-WebRTC-Link A versatile WebRTC plugin for OBS Studio that provides Universal WebRTC Input & Output. 12 Claude Code 1 1,871 tok
costular/Minitask Minitask is an Android App to create and organise your daily to-do with by minimalist desi 12 Claude Code, Codex, Gemini CLI, OpenCode 15 1,604 tok
ThanabordeeN/ModScan-Pro 12 Codex, Gemini CLI, OpenCode 2 2,450 tok