How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
plugin87/full-stack-design-skills Framework-agnostic UX/UI & frontend curriculum for Claude Code — 15 Agent Skills + 6 live 11 Claude Code 15
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
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
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
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
nightona-co/nightona Open-source continuation of Daytona — secure, elastic sandbox infrastructure for AI code e 11 Claude Code, Codex, OpenCode 3 2,995 tok
pskoett/measuring-ai-proficiency Measuring AI Proficiency: Context Engineering as a Leading Indicator 11 Claude Code, Codex, GitHub Copilot, OpenCode 19 9,401 tok
Qovery/qovery-skills AI agent skills for deploying applications to Kubernetes with Qovery. Works with OpenCode, 11 Claude Code 1 1,784 tok
jlckfb/openkits-skills A collection of Lichuang development board AI skills. Enables Claude Code, Codex, Trae, Cu 11 Claude Code 1 722 tok
xChuCx/agent-memory Local, searchable project memory for AI coding agents. Markdown source of truth, MCP inter 11 Claude Code 1
jeremylongshore/plugins-nixtla jeremylongshore.github.io Nixtla time series forecasting plugins for Claude Code. StatsForecast, MLForecast, and Neu 11 Claude Code 2
cdeust/ai-prd-generator-plugin AI PRD Generator — Claude Code & Cowork plugin for enterprise PRD generation with verifica 11 Claude Code 1 299 tok
sandraschi/robotics-mcp MCP 3.1 server + Webapp. Yahboom, Dreame, Tdrone, Noetix Bumi collab with shared LIDAR map 11 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 9 673 tok
DoLovya/xianyu-mcp-server Model Context Protocol service for the Xianyu platform, providing Claude/Cursor with produ 11 Claude Code 12
FlorianBruniaux/google-search-console-mcp pypi.org 61 MCP tools for Google Search Console, GA4, CrUX, IndexNow, schema, drift, internal linki 11 Claude Code 29 3,396 tok
PLA-yi/Social-Media-Scraper-Skills Agent skills for the Social Media Scraper project (Douyin, TikTok, Reddit, YouTube, X) 11 Claude Code 1 679 tok
YuriNachos/claude-scope Beautiful, customizable statusline for Claude Code CLI. Multiple widgets, themes, AI-frien 11 Claude Code 4 845 tok
linggen/linggen linggen.dev Local-first AI agent runtime for macOS — any model on your own machine, skills as files, y 11 Claude Code 1 1,448 tok
jmrplens/libgen-mcp jmrp.io MCP server in Go to search, download and read books, papers, comics and more from Library 11 Claude Code, Codex 7 7,687 tok
malkreide/swiss-public-data-mcp MCP servers connecting AI models to Swiss public and open data sources 11 Claude Code 1 2,712 tok
heygen-com/liveavatar-agent-skills A collection of skills to help coding agents onboard to LiveAvatar. 11 Claude Code, Codex, OpenCode 2 1,683 tok
AmethystLuna/embedded-workbench Embedded C/C++ AI engineering plugin — firmware skills (FreeRTOS, Keil, HardFault, state m 11 Claude Code 1 1,240 tok
slxca/opencontext opencntx.dev A Model Context Protocol server for persistent project-specific AI agent context. 11 Claude Code, Codex, OpenCode 2 1,538 tok
Chisiki1/objective-integrity-framework An outcome-first operating framework for reliable AI agent work. 11 Claude Code, Codex 1
wheregmis/threadlane Threadlane combines a GPU-accelerated desktop interface with a high-performance coding age 11 Claude Code, Codex, OpenCode 4 13,823 tok
cth9191/morning-intel The morning brief on steroids — self-installing Claude Code skill pack: AI news, X, HN, Yo 11 Claude Code 1 1,121 tok
Pablo-gitub/optees optees.it Optees is an open-source desktop toolkit for optimization: LP (SciPy/HiGHS), MILP (OR-Tool 11 Claude Code, Codex, OpenCode 2 1,276 tok
iLert/ilert-cli Rust native Alerting and Incident Management on your CLI & favorite Coding Agents 11 Claude Code, Codex, OpenCode 2 39 tok
arfar-x/agent-skills Personal Agentic skills 11 Claude Code, Codex, OpenCode 2 5,150 tok
ScriptedAlchemy/agent-bundle scriptedalchemy.github.io Build portable AI-agent plugin bundles for Codex, Claude Code, and Agent Plugins 11 Claude Code, Codex, OpenCode 2 2,352 tok
lolifamily/ashare-mcp 11 Claude Code 2 286 tok
DojoCodingLabs/hacienda-cr TypeScript SDK, CLI & MCP Server for Costa Rica electronic invoicing (Hacienda API) 11 Claude Code 1 1,861 tok
on1659/memradar memradar.vercel.app Stories told by your AI conversations — Fun retrospective viewer for AI coding assistant c 11 Claude Code 8 786 tok
ai-supervisor-foundry/foundry Foundry is a persistent orchestration & control-plane for agentic software development—min 11 Claude Code, GitHub Copilot, Gemini CLI 6 1,474 tok
juhaku/aiwaku.nvim Bring your CLI AI tool into Neovim as a persistent sidebar panel 11 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,534 tok
galarzafrancisco/ai-monorepo All AI stuff 11 Claude Code, Codex, OpenCode 19 1,616 tok
ironarachne/ironarachne ironarachne.com The Iron Arachne website 11 Claude Code, Codex, OpenCode 5 4,471 tok
m96-chan/OBS-WebRTC-Link A versatile WebRTC plugin for OBS Studio that provides Universal WebRTC Input & Output. 11 Claude Code 1 1,871 tok