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
microsoft/mcp Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-p 3,835 Codex, GitHub Copilot, OpenCode 2 8,851 tok
Atmosphere/atmosphere async-io.live Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, An 3,830 Claude Code, Codex, OpenCode 16 10,207 tok
AvdLee/SwiftUI-Agent-Skill Add expert SwiftUI Best Practices guidance to your AI coding tool (Agent Skills open forma 3,830 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,462 tok
zenstory-ai/drama-skills zenstory.ai AI short-drama/comic-drama creation skill suite covering the full workflow from scripts, a 3,829 Claude Code, Codex, OpenCode 2 1,778 tok
mckinsey/vizro vizro.readthedocs.io Vizro is a low-code toolkit for building high-quality data visualization apps. 3,821 Claude Code, Codex, GitHub Copilot, OpenCode 3 832 tok
dathere/qsv qsv.dathere.com Blazing-fast, Neuro-symbolic Data-Wrangling toolkit 3,819 Claude Code, GitHub Copilot, Gemini CLI 6 2,571 tok
ascending-llc/jarvis-registry jarvisregistry.com Connect any AI copilot or autonomous agent to your enterprise tools — through a single, se 3,813 Claude Code, Codex, GitHub Copilot, OpenCode 5 5,723 tok
psmux/psmux psmux.pages.dev Tmux on Windows Powershell - tmux for PowerShell, Windows Terminal, cmd.exe. Includes psmu 3,804 Codex, OpenCode 1 267 tok
graykode/abtop Like htop, but for AI coding agents. Monitor Claude Code & Codex CLI sessions, tokens, 3,803 Claude Code, Codex, OpenCode 2 5,469 tok
ThatGuySam/doesitarm doesitarm.com 🦾 A list of reported app support for Apple Silicon as well as Apple M4 and M3 Ultra Macs 3,801 Claude Code, Codex, Cursor, OpenCode 5 1,091 tok
samber/cc-skills-golang skills.sh 🧑‍🎨 A collection of Golang agentic skills that works 3,800 Claude Code 1 16,755 tok
bytebase/dbhub dbhub.ai Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLi 3,793 Claude Code, GitHub Copilot 4 4,070 tok
OffchainLabs/prysm offchainlabs.com Go implementation of Ethereum proof of stake 3,791 Claude Code, Codex 1 —
letta-ai/letta-code letta.com Agents that self-improve with experience 3,786 Claude Code, Codex, OpenCode 4 11,455 tok
geekjourneyx/md2wechat-skill md2wechat.cn Markdown to WeChat CLI | One-click formatting and publishing to WeChat Official Accounts: 3,780 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,744 tok
strukto-ai/mirage strukto.ai The World's First Virtual Terminal for AI Agents 3,768 Claude Code, Codex, OpenCode 2 4,367 tok
vercel-labs/fx fx.sh Unix like coding agent 3,762 Codex, OpenCode 1 10,131 tok
milanm/DotNet-Developer-Roadmap newsletter.techworld-with-milan.com The comprehensive .NET Developer Roadmap for 2026 by seniority level. 3,759 Claude Code 3 27 tok
modelcontextprotocol/java-sdk java.sdk.modelcontextprotocol.io The official Java SDK for Model Context Protocol servers and clients. Maintained in collab 3,759 Codex, OpenCode 1 839 tok
glitternetwork/pinme pinme.eth.limo Deploy Your Frontend in a Single Command. Claude Code Skills supported. 3,755 Claude Code, Codex, OpenCode 2 1,447 tok
gotalab/cc-sdd Turn approved specs into long-running autonomous implementation. A minimal, adaptable SDD 3,755 Claude Code, Codex, OpenCode 2 1,763 tok
agentscope-ai/ReMe reme.agentscope.io ReMe: Memory Management Kit for Agents - Remember Me, Refine Me. 3,754 Claude Code, Codex, OpenCode 2 2,724 tok
livestorejs/livestore livestore.dev LiveStore is a next-generation state management framework based on reactive SQLite and bui 3,752 Claude Code, Codex, OpenCode 3 1,553 tok
rust-lang/crates.io crates.io The Rust package registry 3,741 Codex, OpenCode 1 2,482 tok
Screenly/Anthias anthias.screenly.io The world's most popular open source digital signage project. 3,717 Claude Code 8 2,972 tok
nextlevelbuilder/goclaw goclaw.sh GoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, 3,704 Claude Code, Codex, OpenCode 2 12,319 tok
gmh5225/awesome-game-security gs.awesome.rip awesome game security [Welcome to PR] 3,702 Codex, OpenCode 1 359 tok
memodb-io/Acontext acontext.io Agent Skills as a Memory Layer 3,698 Claude Code, Codex, OpenCode 2 2,448 tok
whiteguo233/OpenBiliClaw whiteguo233.github.io Local-first open-source cross-platform AI content discovery agent: understands you, then p 3,695 Claude Code, Codex, OpenCode 6 4,530 tok
Ar9av/obsidian-wiki Framework for AI agents to build and maintain a digital brain through Obsidian wiki | Memo 3,691 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 8 5,519 tok
zts212653/clowder-ai Build AI teams, not just agents. Hard rails, soft power, shared mission. 3,685 Claude Code, Codex, Gemini CLI, OpenCode 3 1,019 tok
laravel/boost laravel.com Laravel-focused MCP server for augmenting your AI powered local development experience. 3,682 Claude Code, Codex 4 —
baojie/shiji-kb 3,679 Claude Code 7 4,555 tok
SamurAIGPT/llm-wiki-agent A personal knowledge base that builds and maintains itself. Drop in sources — Claude (or C 3,677 Claude Code, Codex, Gemini CLI, OpenCode 7 5,977 tok
open-wa/wa-automate-nodejs openwa.dev 💬 🤖 The most reliable tool for chatbots with advanced features. Be sure to 🌟 this rep 3,676 Codex, GitHub Copilot, OpenCode 2 2,814 tok
modelscope/evalscope modelscope.github.io A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evalua 3,655 Codex, GitHub Copilot, OpenCode 2 3,233 tok
PLFJY/ContextMenuMgr bilibili.com Context Menu Manager Plus is a powerful utility that helps you manage the right-click menu 3,653 Claude Code, Codex, OpenCode 2 2,276 tok
tradermonty/claude-trading-skills tradermonty.github.io Claude Code skills for equity investors and traders — market analysis, technical charting, 3,652 Claude Code 1 12,572 tok
kiali/kiali kiali.io Kiali project, observability for the Istio service mesh 3,648 Codex, OpenCode 1 18,233 tok
grafana/mcp-grafana MCP server for Grafana 3,643 Claude Code 1 —
Dailin521/codex-provider-sync Synchronize Codex session provider metadata across rollout files and SQLite state. 3,635 Codex, OpenCode 1 2,791 tok
TinyAGI/tinyagi office.tinyagicompany.com TinyAGI is the agent teams orchestrator for One Person Company. (fka TinyClaw) 3,631 Claude Code, Codex, OpenCode 10 1,262 tok
truera/trulens trulens.org Evaluation and Tracking for LLM Experiments and AI Agents 3,629 Codex, OpenCode 1 2,876 tok
agent-of-empires/agent-of-empires agent-of-empires.com Manage multiple Claude Code, OpenCode agents from either TUI or Web for easy access on mob 3,624 Claude Code, Codex, OpenCode 2 1,675 tok
Norman-bury/research-writing-skill Research Writing Assistant 3,594 Claude Code, Codex, Gemini CLI, OpenCode 3 1,658 tok
mnemosyne-oss/mnemosyne mnemosyne.site Zero-cloud AI memory that works everywhere. SQLite-backed. One pure-Python dependency. 3,589 Claude Code 2 —
white0dew/XiaohongshuSkills blog.aistar.cool A Skill supporting automatic posting, commenting, and searching on Xiaohongshu. Supports O 3,576 Codex, OpenCode 1 691 tok
millionco/expect expect.dev Expect tests your agent's code in a real browser 3,562 Claude Code, Codex, OpenCode 10 6,472 tok
Javis603/token-monitor javis-ai.com Local-first desktop widget for tracking token usage, costs, limits, and session activity a 3,561 Codex, OpenCode 1 2,539 tok
OpenCloudGaming/OpenNOW Custom GeForce Now Client Named OpenNOW 3,555 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,647 tok