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
rgarcia/ynab-mcp-server YNAB MCP server with custom skills 94 Claude Code, Codex 1
8enSmith/mcp-open-library A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that ena 94 Claude Code 1 2,654 tok
cyanheads/clinicaltrialsgov-mcp-server npmjs.com Search ClinicalTrials.gov trials, retrieve study details and results, and match patients t 94 Claude Code, Codex, OpenCode 2 13,340 tok
capitalparser/notebooklm-wiki-pipeline Turn Google Drive PDFs into Obsidian wiki notes via NotebookLM MCP without loading full PD 94 Claude Code 1 571 tok
oil-oil/ui-ux-guide Organize project design guidelines, review interface and interaction issues, and produce d 94 Claude Code, Codex, OpenCode 2 941 tok
MarkusZoppelt/portfolio_rs crates.io A command line tool for managing financial investment portfolios. 94 Codex, OpenCode 1 831 tok
phun333/pi-infobar Native macOS (menu bar) & Windows (system tray) dashboard for Pi agent usage, cost, langua 94 Claude Code, Codex 6
ndom91/open-plan-annotator Local-first agent plan annotator 94 Claude Code, Codex, OpenCode 2 2,336 tok
theronic/eacl eacl.dev 🦅 EACL: Enterprise Access ControL is a ReBAC Authorization library inspired by SpiceDB, b 94 Codex, OpenCode 1 969 tok
Ephemeral-AI-Lab/ephemeral-sandbox ephemeral-sandbox.com Open-source agent sandbox infrastructure for parallel coding agents: isolated workspaces, 94 Claude Code, Codex, OpenCode 2 1,317 tok
iPlug3/audio-plugin-dev-skills Claude Code marketplace for audio plugin development skills. 94 Claude Code 1 488 tok
garfiec/Librechat-Mobile Native Android & iOS client for LibreChat, built with Kotlin Multiplatform and Compose Mul 94 Claude Code 6 1,456 tok
Ge-Shun/origin-mcp Local MCP server that lets AI assistants automate Origin/OriginPro for data and image proc 94 Codex, OpenCode 1 210 tok
mgreen27/mcp-velociraptor VelociraptorMCP is a Model Context Protocol bridge for exposing LLMs to MCP clients. 94 Codex, OpenCode 1 593 tok
bladnman/do-work 94 Claude Code, Codex, Gemini CLI, OpenCode 3 1,457 tok
apeyroux/mcp-xmind 94 Claude Code 1 522 tok
Remix-Design/RemixIcon-MCP 94 Claude Code, Codex, OpenCode 2 2,132 tok
spences10/mcpick Vendor-neutral MCP configuration manager — one CLI to add, toggle, and audit MCP servers a 93 GitHub Copilot 1 224 tok
traverse-framework/traverse traverse-framework.com Contract-driven runtime for portable business capabilities — spec-governed, WASM-first, co 93 Claude Code, Codex, OpenCode 13 1,268 tok
xiashao/KaiyanTool Kaixi AI integrates the entire film and television creation process into one powerful plat 93 Claude Code, Codex, Cursor, OpenCode 20 2,105 tok
Aam-Digital/ndb-core aam-digital.com Easy-to-use case management web app for NGOs anywhere in the world (Progressive Web App) 93 Claude Code, Codex, GitHub Copilot, OpenCode 13 10,175 tok
dalemoncayo/fullcase-web A practical example of integrating AI code review into a real-world codebase. Built with N 93 Claude Code, Codex, Gemini CLI, OpenCode 11 14,727 tok
nirholas/crypto-vision cryptocurrency.cv The most comprehensive cryptocurrency API. Real-time prices, OHLCV, order books & market c 93 GitHub Copilot 1 1,576 tok
webern/mx C++ binding for MusicXML. 93 Claude Code, Codex, GitHub Copilot, OpenCode 17 4,224 tok
apache/camel-quarkus-examples camel.apache.org Apache Camel Quarkus Examples 93 Codex, OpenCode 1 1,441 tok
CliMA/Thermodynamics.jl clima.github.io Fast, differentiable moist thermodynamics for Earth system models. 93 Codex, OpenCode 1 699 tok
soramitsu/fearless-iOS fearlesswallet.io Fearless Wallet is a mobile wallet designed for the decentralized future on the Kusama and 93 Codex, OpenCode 1 2,895 tok
2389-research/claude-plugins 2389-research.github.io 28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative ref 93 Claude Code 1 2,620 tok
okooo5km/memory-mcp-server-go A Model Context Protocol server that provides knowledge graph management capabilities. 93 Claude Code, Codex, OpenCode 2 3,640 tok
tony/claude-code-riper-5 Claude Code (Sub-agent, Custom Commands) for RIPER-5 93 Claude Code, Codex, OpenCode 16 2,726 tok
slaveOftime/open-relay oly turns long-running and interactive CLI workflows into persistent, supervised sessions 93 Claude Code, Codex 2
seedprod/openclaw-prompts-and-skills Telegram bot that talks to headless Claude Code - proof of concept 93 Claude Code 53 1,862 tok
Pardesco/hypernovum Agent Ops for your second brain - a 3D IDE for Obsidian built on Three.js. Visualize your 93 Codex, OpenCode 1 2,651 tok
docuspeed/claw-skills A collection of lobster skills. 93 Codex, OpenCode 1 488 tok
openbotx/openbotx openbotx.ai An open-source platform for orchestrating AI agents — secure, simple, and built for everyo 93 Codex, OpenCode 1 3,384 tok
JeremyVyska/bc-code-intelligence-mcp BC Code Intelligence MCP Server - Persona-driven workflow orchestration for Business Centr 93 Codex, OpenCode 1 3,817 tok
nguyenthedat123/agents-md-generator 93 Codex, OpenCode 1 939 tok
dust-tt/srchd Research agents harness 93 Codex, OpenCode 1 1,130 tok
dockersamples/sbx-quickstart A quickstart for Docker Sandboxes (sbx) 93 Claude Code 1 1,103 tok
statsclaw/statsclaw statsclaw.ai A workflow framework for statistical package development 93 Claude Code 2 25 tok
b1rdmania/ghostclaw ghostclaw.io an AI that lives on your computer and does stuff for you. Public beta. 93 Claude Code 59
marcusgoll/Spec-Flow Turn product ideas into production launches with Spec-Driven Development. Repeatable Claud 93 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 6,294 tok
elbruno/graphify-dotnet A .NET 10 port of graphify - AI knowledge graph builder for codebases using GitHub Copilot 93 Claude Code, Codex, GitHub Copilot 3 2,171 tok
quinnjr/claude-code-profiles quinnjr.github.io Manage multiple Claude Code configuration profiles. Switch between work, personal, and oth 93 Claude Code 1 1,863 tok
EmbeddedKitOrg/EK-OmniProbe embeddedkitorg.github.io An integrated desktop debugging and analysis workbench for embedded developers, integratin 93 Codex, OpenCode 1 1,298 tok
rstackjs/agent-skills A collection of Agent Skills for Rstack. 93 Codex, OpenCode 1 1,702 tok
indiesoftby/defold-agent-config An example configuration of AGENTS.md and a set of skills for AI-assisted game development 93 Codex, OpenCode 1 1,805 tok
TianyiDataScience/humanize 93 Claude Code, Codex, OpenCode 2 906 tok
clabby/tact A terminal interface for Nanocodex 93 Codex, OpenCode 1 568 tok
SantanderAI/ralph A configurable Bash/PowerShell loop that runs an AI coding CLI with a fresh session each i 93 Claude Code 1 254 tok