How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
a31521424/pixel-to-beads Convert images into fuse bead (Perler/Hama) patterns with color quantization, dithering al 11 Claude Code, Codex, OpenCode 2 6,340 tok
magic3007/dotfiles 🤗 A collection of docker, gdb, git, vim, neovim, zsh, ranger, conda, and tmux configurati 11 Claude Code, Codex, OpenCode 2 5,892 tok
3xLABS/bachelor skills und anleitung zum schreiben von wissenschaftlichen arbeiten 11 Claude Code 9
Treasoni/kaoyan An intelligent graduate entrance exam study system built with Claude Code, integrating the 11 Claude Code, Codex, OpenCode 2 6,532 tok
deeptoai-com/kin kin.deeptoai.com Kin — web-based autonomous co-work agent platform 11 Claude Code 1 9,414 tok
maxmilian/markout A modern, native macOS Markdown editor for Apple Silicon — the spiritual successor to MacD 11 Claude Code 1 1,401 tok
Rudra370/multee 11 Claude Code 1 5,343 tok
inevolin/agentic-ai-safety-and-security-program ai.nevolin.be Agentic AI Safety & Security Program - Built at Anthropic’s Claude Opus 4.7 Hackathon 11 Claude Code 1 5,671 tok
Ceesaxp/gridka Light-weight CSV viewer/manipulator for macOS. 11 Claude Code 1 1,293 tok
z19r/whetstone whetstone.z19r.com whetstone | incredible optimization and caching for claude code | 💦🪨 11 Claude Code 1 5,931 tok
fini-net/gh-observer 🔎 Terminal UI for watching GitHub Actions CI/CD workflows with runtime metrics, queue tim 11 Claude Code 1 1,825 tok
kfnzero/mantis-mcp-server mantis-mcp-server 11 Cursor 1 184 tok
CharmHealth/charm-mcp-server MCP server for CharmHealth 11 Claude Code 1 4,730 tok
AkifumiSato/akfm-nextjs-rules-demo 11 Claude Code 1 1,849 tok
tradermonty/claude-trading-agent Sample AI agent built on Claude Managed Agents — Streamlit chat UI with 10 trading analysi 11 Claude Code 2 1,024 tok
shayarnett/love2d-mcp MCP server for LÖVE2D game development - enables AI assistants to interact with running ga 11 Claude Code 1 331 tok
Am1n3e/unmcp Skip MCP. Enjoy CLI. Use MCP server tools directly from your terminal. 11 Codex, OpenCode 1 613 tok
victorlpgazolli/barbatos barbatos.victorlpgazolli.dev Frida API and MCP Server for AI Agents & Android Debuggers 11 Claude Code, Gemini CLI 2 1,670 tok
dmeiser/nextdns-mcp A Model Context Protocol (MCP) server for the NextDNS API, built with FastMCP and generate 11 GitHub Copilot 1 57 tok
rahulsethi/SAPDatasphereMCP MCP Server for SAP Datasphere 11 Claude Code 8 1,440 tok
provectus/awos-recruitment MCP server and CLI for discovering and installing AI coding assistant capabilities — skill 11 Claude Code 11
scadam/ess-mcp Employee Self Service MCP Servers and Apps 11 GitHub Copilot 1 9,013 tok
mycelium-cmbse/mycelium-hypha stariongroup.eu Hypha is the AI agent of the Mycelium ecosystem, a connecting filament between engineers a 11 Claude Code 1 3,098 tok
redhat-community-ai-tools/claude-plugins 11 Claude Code 1 605 tok
skyfox675/agents-skills A collection of agent configurations across AI services 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,140 tok
easlie114514/AICraft An Agent software that supports AI role profiles, fast seamless switching between multiple 11 Claude Code 1
Abdullah4AI/apple-developer-toolkit Apple Developer Documentation CLI skill for AI agents. Search docs, frameworks, APIs, WWDC 11 Codex, OpenCode 1 728 tok
YawLabs/caddy-mcp yaw.sh Caddy admin API MCP server, complete coverage of config, routes, reverse proxies, TLS, PKI 11 Claude Code 1 1,575 tok
wlcarden/worldanvil-mcp Claude Code plugin for WorldAnvil worldbuilding platform - manage articles, maps, timeline 11 Claude Code 1 908 tok
jgsteeler/churnflow-mcp An ADHD-friendly productivity system powered by AI agents and MCP 11 GitHub Copilot 1 2,228 tok
tangivis/twitter-mcp tangivis.github.io 11 Claude Code 1 1,543 tok
sfiorini/youtube-mcp MCP Server for YouTube API, enabling video management, Shorts creation, and advanced analy 11 Claude Code, Gemini CLI 2 4,981 tok
space-cap/naver-blog-mcp naver-blog-mcp 11 Claude Code 1 1,259 tok
svhov/1c-litecode-mcp MCP server for searching the metadata and code configuration graph of 1C. Office-machine v 11 Claude Code 1 403 tok
KenosInc/sigrok-mcp-server kenosinc.github.io AI-powered logic analyzer control via Model Context Protocol - connect Claude, Cursor to s 11 Claude Code 4 1,005 tok
TokenDanceLab/AgentHub hub.tokendancelab.com IM-native multi-agent collaboration platform — @mention Claude Code, Codex, OpenCode like 11 Codex, OpenCode 1 2,602 tok
Jcorderop02/packet-tracer-mcp MCP server for Cisco Packet Tracer 9 — let Claude/ChatGPT design, build and validate Cisco 11 Codex, OpenCode 1 3,421 tok
xyiqq/skilldoctor Quality gate for Agent Skills: lint, security audit, and Claude/Cursor/Codex/OpenCode comp 11 Codex, OpenCode 1 406 tok
niederme/ai-quota macOS menubar utility to monitor your AI coding quota — track OpenAI Codex and Claude Code 11 Claude Code 1 1,200 tok
avansaber/tailtest tailtest.com tailtest auto-generates and runs tests for every file your AI agent edits in Claude Code. 11 Claude Code 1 7,383 tok
broomva/symphony broomva.tech Rust orchestration daemon for coding agents — polls Linear/GitHub/Markdown, creates isolat 11 Claude Code, Codex, OpenCode 4 4,687 tok
black-yt/skills black-yt.github.io Reusable agent skills used and maintained in Xu Wanghan's daily work. 11 Codex, OpenCode 1 3,056 tok
fnrhombus/winforms-mcp 11 Claude Code 2 4,147 tok
JosieBot26/prospector-mcp-email-finder Free B2B email finder & verification MCP server. Find, verify, and enrich business emails 11 Claude Code 1 703 tok
shawnrushefsky/dmcp MCP server for AI dungeon masters in text-based RPGs 11 Claude Code 1
qgeng1465/bio-mcp qgeng1465.github.io 🧬 BioMCP — Bioinformatics MCP server: PubMed/NCBI/BLAST/PDB/UniProt/enrichment analysis, 11 Claude Code 4
advenimus/conduit-desktop conduitdesktop.com Cross-platform SSH, RDP, VNC & web connection manager with a built-in MCP server — let Cla 11 Claude Code 3 1,647 tok
glslang/windbg-mcp MCP server exposing WinDbg/DbgEng (live user-mode, kernel, crash dumps, Time Travel Debugg 11 Claude Code, Codex, OpenCode 7 4,198 tok
pshkv/sint-protocol Runtime authorization & audit layer for physical AI — T0–T3 tiers, capability tokens, Ed25 11 Claude Code, Codex, OpenCode 2 4,406 tok
identArk/identark 11 Claude Code 1 1,875 tok