How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
cabbage2000-lab/paper-tutor-skills An academic guidance skill suite for Chinese graduate students and researchers (supporting 28 Claude Code 1 4,204 tok
oddbit/shrtnr oddb.it A no-BS, self-hosted URL shortener, AI first with MCP server built in, running on Cloudfla 28 Claude Code 2 1,790 tok
techysy/10router 10Router — local AI routing gateway & dashboard (a streamlined and optimized version of 9R 28 Claude Code 1 2,747 tok
3x-haust/Mimikyu A skill for faithfully implementing Figma designs 28 Claude Code, Codex, OpenCode 3 7,964 tok
ScientiaCapital/skills Reusable Claude Code skills library - trading signals, sales automation, RunPod deployment 28 Claude Code 20 3,743 tok
vtrivedy/claude-banana-story-agent 🍌 Autonomous story agent creating illustrated storybooks with Claude Code SDK 28 Claude Code 1 1,124 tok
ready-to-release/eac ready-to-release.github.io Audit-ready Continuous Delivery for regulated industries. 28 Claude Code 23 523 tok
orecus/faber The AI Architect for your codebase 28 Claude Code, Codex, Gemini CLI, OpenCode 3 3,013 tok
tonkeeper/android 28 Claude Code, Codex 6
umbraco/Umbraco-CMS-Backoffice-Skills 27 Claude Code 13 3,808 tok
codingthefuturewithai/rag-retriever A Python application that loads and processes both web pages and local documents, indexing 27 Claude Code 11 2,759 tok
9crusher/mcp-server-kalshi A MCP server to interact with Kalshi prediction markets 27 Claude Code, Codex, OpenCode 2 1,471 tok
mitchhankins01/oura-ring-mcp MCP server for Oura Ring data with smart analysis tools 27 Claude Code 1 5,827 tok
Foxfire1st/agents-remember foxfire1st.github.io A branch-aware, dual-revision epistemic ledger and control plane for AI coding agents. Fro 27 Claude Code, Codex, OpenCode 17 2,531 tok
atxtechbro/dotfiles AI-orchestration dotfiles for developers who want leverage. Parallelize agents, enforce pr 27 Claude Code 3
desplega-ai/qa-use qa-use.dev Agent-first E2E testing CLI 27 Claude Code, Codex, OpenCode 2 3,220 tok
mralaminahamed/wp-dev-skills WordPress plugin development skills for AI coding agents — Claude Code, Gemini CLI, Cursor 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,376 tok
jolks/mcp-cron MCP server for scheduling and running AI prompts, HTTP/webhook requests, and shell command 27 Claude Code 1 1,782 tok
amingclawdev/aming-claw Shared workspace for AI agents and human developers. See, audit, and review every change A 27 Claude Code, Codex, OpenCode 2 1,846 tok
timothywarner-org/context-engineering techtrainertim.com 🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-read 27 Claude Code, GitHub Copilot 10 4,823 tok
hackafterdark/context-sherpa Context Sherpa MCP server provides code mapping, deterministic feedback loops, and tiered 27 Claude Code, Codex, OpenCode 3 2,907 tok
outfitter-dev/blz blz.run Local-first, line-accurate search for blazing-fast lookups of llms.txt documentation. Huma 27 Claude Code, Codex, OpenCode 14 1,618 tok
NikiforovAll/mcp-template-dotnet nikiforovall.blog This repository contains a template for creating a Model Context Protocol (MCP) applicatio 27 Claude Code 2
jamesckemp/claude-plugins 27 Claude Code 1 1,021 tok
anthony-maio/mnemos mnemos.making-minds.ai Biomimetic memory architectures for LLMs — surprisal gating, reconsolidation, affective ro 27 Claude Code, Codex, OpenCode 2 1,144 tok
Tk1777-sy/-work-journal-skill A Claude Code skill that turns your AI coding session into structured daily logs, client r 27 Claude Code 1 681 tok
Vooster-AI/cursorrules-to-claudemd 27 Claude Code 1 849 tok
jmanhype/claude-code-plugin-marketplace Multi-agent trading, swarm intelligence, and GitHub automation plugins for Claude Code. 19 27 Claude Code, Codex, OpenCode 2 1,097 tok
ZhuoZhuoCrayon/ai-workspace zhuozhuocrayon.github.io A general-purpose workspace template for coding agents such as Cursor / Codex / Claude, pr 27 Claude Code, Codex, OpenCode 10 196 tok
strzhao/autopilot claude code plugins 27 Claude Code, Codex 5 1,383 tok
himorishige/hatago-mcp-hub hatago.dev Hatago MCP Hub is a lightweight hub server that provides unified management for multiple M 27 Claude Code, Codex, Gemini CLI, OpenCode 4 7,904 tok
illscience/vibe-debug CLI debugger that lets coding agents inspect live Python runtime state, with optional MCP 27 Claude Code, Codex, OpenCode 2 430 tok
manusa/ai-cli ai-cli lets you go from zero to AI-powered in seconds in a safe, automated and tailored wa 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,248 tok
deslicer/mcp-for-splunk MCP Server for integrating with Splunk Enterprise 27 Claude Code, Codex, Cursor, OpenCode 3 2,012 tok
dr5hn/ccm dr5hn.github.io Claude Code Manager - The power-user toolkit for Claude Code 27 Claude Code 1 3,531 tok
rowlando/coros-workout-mcp MCP server for creating COROS strength workouts via the Training Hub API 27 Claude Code 1 868 tok
wazionapps/nexo nexo-desktop.com NEXO runtime core for NEXO Desktop: local memory, automation, MCP tools and update-managed 27 Claude Code, Codex, OpenCode 2 843 tok
iowarp/clio-kit toolkit.iowarp.ai Bringing AI practically to science! 27 Claude Code 1 4,847 tok
bpauli/gccli A command-line interface for Garmin Connect - activities, health, workouts, devices, and m 27 Claude Code 1 1,727 tok
helius-labs/core-ai Official Helius AI tooling repository 27 Claude Code, Codex, OpenCode 2 3,334 tok
rigour-labs/rigour rigour.run The immune system for AI coding agents 27 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 6,294 tok
akougkas/zulipchat-mcp pypi.org ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip C 27 Claude Code, Codex, OpenCode 3 5,795 tok
nirholas/lyra-web3-playground lyra.works Free Solidity compiler & Web3 IDE with interactive tutorials. Learn blockchain development 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 906 tok
Venkateshvenki404224/frappe-apps-manager A comprehensive Claude Code plugin for Frappe Framework development, providing tools, comm 27 Claude Code 1 2,773 tok
amsavarthan/android-tools-mcp 🔌 An Android Studio plugin exposing native Gemini tools as an MCP server. Enable external 27 Claude Code 1 1,748 tok
CaicoLeung/bob-plugin-ollama-translator Bob translation plugin: integrates Ollama/OpenAI/DeepSeek/Grok/Claude/Gemini/Zhipu and oth 27 Claude Code, Codex, OpenCode 2 3,747 tok
rassi0429/resolink-mcp 27 Claude Code 1 13,332 tok
portone-io/mcp-server PortOne MCP Server for Developers 27 Claude Code 1 1,020 tok
vinnividivicci/ifc-ids-mcp An MCP to create IDS files deterministically using IfcOpenShell's IfcTester 27 Claude Code, Codex, OpenCode 2 6,852 tok
shyuan/writing-humanizer Claude Code plugin: removes traces of AI writing from articles, making the text more natur 27 Claude Code, Codex, OpenCode 2 1,332 tok