How real projects configure their agents

43,608 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
gybob/aai-gateway AAI Gateway — Install MCP servers and skills once, share across all your AI agents. One-ti 99 Claude Code 1 1,102 tok
WOWCharlotte/nanobot-learn Learn Nanobot design principles in seven days. 99 Claude Code 1 1,013 tok
jameesy/foundry-vault An agentic Obsidian vault: you curate, the agent compiles. 99 Claude Code 5 2,072 tok
xd-liu/AutoResearch-Idea 99 Claude Code 11 2,294 tok
soramitsu/fearless-Android fearlesswallet.io Fearless Wallet is a mobile wallet designed for the decentralized future on the Kusama and 99 Codex, OpenCode 1 1,873 tok
aozyildirim/Agena agena.dev Agentic AI platform with pixel agent technology — autonomous code generation, PR automatio 99 Claude Code 1 4,057 tok
georgeantonopoulos/Basecamp-MCP-Server MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos, messages, 99 Claude Code 1 1,662 tok
InstaWP/mcp-wp instawp.com MCP Server for WordPress 99 Claude Code 1 2,550 tok
disler/live-bench Live benchmarking platform — FastAPI + click CLI + Vue 3 frontend with real-time SSE bar c 99 Claude Code 7 497 tok
kubetail-org/kstack kstack.sh Skill pack for Claude Code that helps you monitor and troubleshoot your K8s clusters super 99 Claude Code 1 4,033 tok
10xChengTu/harness-engineering Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, projec 99 Codex, OpenCode 1 1,511 tok
dmccreary/ibook-skills dmccreary.github.io 99 Claude Code, Codex, OpenCode 3 9,880 tok
antoinebou12/uml-mcp antoinebou12.github.io UML-MCP Server is a UML diagram generation tool based on MCP (Model Context Protocol), whi 99 Codex, OpenCode 1 374 tok
techwolf-ai/ai-first-toolkit ai-first.techwolf.ai Open-source Claude Code skills and Codex skills for AI-first work. Audit, re-engineer, and 99 Codex, OpenCode 1 649 tok
ingo-eichhorst/Irrlicht Claude Code session lights in your macOS menu bar — 🟣 🟠 🟢 ✦ 99 Claude Code, Codex, OpenCode 18 4,073 tok
nguyenyou/scalex nguyenyou.github.io Scala code intelligence for coding agents. Zero Build Server. Zero Compilation. Just answe 99 Claude Code, Codex, OpenCode 4 209 tok
brookstalley/cordyceps Grasshopper MCP Bridge - Claude takes control of Grasshopper 99 Claude Code 2 2,892 tok
harness/mcp-server Harness’ official MCP Server 99 Claude Code, Codex, OpenCode 2 2,002 tok
litefuse/litefuse litefuse.ai Litefuse - Agent Observability and Evaluation Platform 99 Claude Code, Codex, Cursor, OpenCode 10 3,733 tok
interviewstreet/hackerrank-orchestrate-august26 99 Claude Code, Codex, OpenCode 2 2,122 tok
kawayiYokami/P-ai A ready-to-use self-growing desktop AI assistant for long-running tasks, memory, agents, t 99 Codex, OpenCode 1 5,630 tok
hahwul/gori gori.hahwul.com A fast, keyboard-driven HTTP intercepting proxy and hacking & pentesting toolkit for the t 99 Codex, OpenCode 1 4,180 tok
d1vai/d1v-cli d1v.ai Experimental CLI for d1v.ai 99 Codex, OpenCode 1 935 tok
bmad-code-org/bmad-method-test-architecture-enterprise Test Architect Full BMad Method Enhancement 99 Codex, OpenCode 1 470 tok
cmu-phil/py-tetrad Makes algorithms/code in Tetrad available in Python via JPype 98 Claude Code 2 1,020 tok
amenti-labs/vibecraft AI-driven vibe based Minecraft building via MCP. Describe a build, watch your agent constr 98 Claude Code 1 1,274 tok
mirror4869/material-workbench Open-source, local-first creative asset workbench for Windows—organize, find, review, and 98 Codex, OpenCode 1 1,140 tok
maikotrindade/mobile-tester-agent maikotrindade.com AI-powered test automation tool which allows developers to run mobile automated tests 98 Claude Code 1 1,635 tok
timrogers/formanator Submit and manage Forma (https://joinforma.com) claims from the command line and Model Con 98 Codex, OpenCode 1 471 tok
pinkpixel-dev/mem0-mcp pinkpixel.dev A memory system using mem0 for AI applications. Enables long-term memory for AI agents as 98 Claude Code, Codex 2
Apricooooot/opencode-safechange A risk-aware multi-agent runtime for safe code migrations in OpenCode. 98 Claude Code, Codex, OpenCode 4 173 tok
AOSSIE-Org/Website aossie.org AOSSIE Offical Website 98 Claude Code, Codex, OpenCode 2 534 tok
DataDog/lading A suite of data generation and load testing tools 98 Claude Code, Codex, OpenCode 7 1,777 tok
ljw1004/mini_agent A mini AI agent CLI, similar to Claude Code and Gemini CLI 98 Claude Code 1 2,224 tok
zhiyuzi/Signex signex.fyi Personal intelligence agent powered by Claude Code. Describe what to watch, it collects, a 98 Claude Code 35 3,066 tok
JKorf/Bitfinex.Net cryptoexchange.jkorf.dev C#/.NET client library for the Bitfinex.com cryptocurrency exchange REST and WebSocket API 98 Codex, GitHub Copilot, OpenCode 2 2,389 tok
577206/knowledge-forge Local-first Obsidian knowledge ingestion workbench for PDFs, Markdown, TXT and spreadsheet 98 Claude Code, Codex, OpenCode 2 2,835 tok
yuvalsuede/memory-mcp Persistent memory for Claude Code — never lose context between sessions 98 Claude Code 1 866 tok
OpenGradient/OpenGradient-SDK pypi.org Python SDK for using verifiable AI inference on OpenGradient 98 Claude Code 1 1,311 tok
hiddenswitch/Spellsource hiddenswitch.com A multiplayer card battle engine 98 Claude Code 1 762 tok
portel-dev/ncp portel-dev.github.io Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on 98 Claude Code 1 6,823 tok
zhangloveyan/backend-skill Backend Java Claude rules and skill documents that enable automatic code development, test 98 Claude Code 15 2,517 tok
linuxmatters/jive-vocals linuxmatters.sh Raw microphone recordings into broadcast-ready audio in one command. No configuration, and 98 Claude Code, Codex, OpenCode 2 10,152 tok
aws-samples/aws-hpc-recipes Contains example recipes that demonstrate how to build HPC systems using AWS services and 98 Claude Code, Codex, OpenCode 2 1,158 tok
ollygarden/opentelemetry-agent-skills Vendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources 98 Claude Code, Codex, OpenCode 2 1,872 tok
MarcoPorcellato/matryca-plumber Local-first AI daemon for Logseq OG: background semantic indexing, link hygiene, and agent 98 Claude Code, Codex, Cursor, OpenCode 13 3,655 tok
AiondaDotCom/mcp-ssh A Model Context Protocol (MCP) server for managing and controlling SSH connections. 98 Claude Code 1 3,346 tok
MaimoryLab/BootAgent bootagent.ai BootAgent is a local management tool of AI agents. It turns a fresh machine into a usable, 98 Codex, OpenCode 1 2,445 tok
zhangqi444/open-forge Let your AI coding agent self-host any open-source app for you. 2,200+ verified recipes — 98 Claude Code, Codex, OpenCode 3 12,444 tok
demonixis/oxrsys 98 Codex, OpenCode 1 3,580 tok