How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
fr0ster/mcp-calm-server MCP server + reusable tool primitives for SAP Cloud ALM, built on @mcp-abap-adt/calm-clien 5 Claude Code 1 2,989 tok
stevekinney/temporal-mcp 5 Claude Code, Codex, OpenCode 2 2,718 tok
ag-grid/skills AI skills for developing applications using AG Grid, Charts and Studio 5 Claude Code 1 281 tok
jtsternberg/claude-plugins A curated collection of custom Claude Code skills for macOS productivity and development w 5 Claude Code, Codex, OpenCode 2 5,146 tok
bahaabdelwahed/embedded-claude-plugin Empower embedded engineers to seamlessly integrate AI and LLMs into their firmware develop 5 Claude Code 1 521 tok
JPM1118/Threadwork A Claude Code plugin combining Superpowers workflow orchestration with Beads persistent me 5 Claude Code 1 878 tok
andrejkanuch/design-lenses The Compound Design Loop — multi-persona brainstorm + Impeccable command loop for producti 5 Claude Code 4 389 tok
Gfriend997/gemini-companion garywong.ai Claude Code plugin for Google Gemini: delegated tasks, code review, adversarial review, ba 5 Claude Code, Codex, OpenCode 1 548 tok
tatat/agents-playground tatat.github.io 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 349 tok
drshailesh88/integrated_content_OS 5 Claude Code, Codex, Gemini CLI, OpenCode 3 15,524 tok
nimbus-agent/Nimbus nimbus-agent.dev On-call intelligence for DevOps and platform teams. Local-first AI agent over your tools — 5 Claude Code, Gemini CLI 27 54,224 tok
gibbonsr4/ai-keywords-lightroom A Lightroom Classic plugin to automatically generate keywords for photos using Ollama (loc 5 Claude Code 1 3,106 tok
devnix/burnbar Rich statusline plugin for Claude Code — context window progress bar, token usage, cost tr 5 Claude Code 1 4,110 tok
Getty/briefing Claude Code plugin: pre-load declared skills into a subagent's context at spawn time. Prog 5 Claude Code 1 1,970 tok
vishalvshekkar/app-store-toolkit Claude Code plugin for App Store Connect. Generate ASO-optimized metadata, changelogs, and 5 Claude Code 1 1,990 tok
robonuggets/telegram-hook-fix Two Claude Code hooks that fix the most common Telegram plugin failures: stale bot process 5 Claude Code 1
nagisanzenin/omniplugin The playbook for omni-platform agent plugins — one repo, one core, native installs on Clau 5 Claude Code 1 699 tok
hy20191108/semantic-scholar-mcp 5 Claude Code, Codex, OpenCode 2 630 tok
LionSR/mcp-apple 5 Claude Code 1 873 tok
Johnaverse/chains-api A Node.js API query service built with Fastify that indexes and provides access to blockch 5 Claude Code, GitHub Copilot 2 5,002 tok
Lodimup/macos-control-mcp Control macOS with MCP 5 Claude Code 1 841 tok
ion-aluminium/nanobanana-mcp-cliproxyapi 5 Claude Code 1 3,030 tok
apecloud/mcp-k8s Multi-Kubernetes-cluster management tool supporting SSE format 5 Claude Code 1 885 tok
reinthal/arxiv-mcp-ng 5 Claude Code 1 23 tok
hbd/mcp-chat 5 Claude Code 1 595 tok
Subconscious-ai/ghostshell MCP (Model Context Protocol) server for the Subconscious AI API 5 Claude Code, Codex, Gemini CLI, OpenCode 3 2,009 tok
CyberClash/mcp_coordinator Save your context window limit! An MCP Coordinator that exposes only 3 tools to Claude Cod 5 Claude Code 1 366 tok
Sma1lboy/coforce-apply coforce.vercel.app Your job hunt on autopilot — skill-first job application agent: discover, tailor, apply, t 5 Claude Code, Codex, OpenCode 12 1,488 tok
Wuxb02/medi-agent-swarm Multi-agent intelligent Q&A assistant / skill-agent capability integration / three-layer m 5 Claude Code, Codex, OpenCode 11 8,482 tok
straddleio/ai a collection of plugins, skills, and tools for agentic development on the straddle platfor 5 Claude Code, Codex, OpenCode 2 1,245 tok
lijiawei255/agent-edu-reviewkit A skill for an agent programming assistant that helps students convert course materials in 5 Claude Code, Codex, OpenCode 2 3,302 tok
Codagent-AI/and-scene An Agent Skill that builds animated, morphing slide presentations 5 Claude Code, Codex, OpenCode 2 744 tok
benjamcalvin/bootstraps A curated collection reusable patterns, agentic skills, and hooks that work for the proble 5 Claude Code, Codex, OpenCode 2 989 tok
appeeky/stripe-skills appeeky.com AI agent skills that make your assistant a full Stripe expert. Covers revenue analytics, g 5 Claude Code, Codex, OpenCode 2 306 tok
andreahaku/expo_ios_development_mcp 5 Claude Code 1 708 tok
pauldub/appsignal-mcp 5 Claude Code 1 918 tok
ronnycoding/my_mcp_rss 5 Claude Code 1 1,167 tok
openreview/openreview-mcp Implementation of the OpenReview MCP 5 Claude Code 1 1,847 tok
Furinelle/furina Furina de Fontaine role-playing resource pack — a self-contained skill following the Agent 5 Claude Code, Codex, OpenCode 5 642 tok
btn0s/granola-mcp 5 Claude Code, Cursor 1
DaveDev42/expo-mcp 5 Claude Code 1 915 tok
marcus-waldman/Iconsult_mcp Multi-Agent Architecture Consultant MCP 5 Claude Code 2 6,023 tok
dungnotnull/sustainable-archaeology-tourism-agent-skill 🏛️🌱 Sustainable Archaeology & Cultural Tourism Planning Engine | Production-grade Claude 5 Claude Code 1 1,253 tok
QuantitativeX/shanghai-social-security-agent quantitativex.github.io Unemployment policy consultation: Shanghai unemployment insurance, social security for fle 5 Claude Code, Codex 2
gobing-ai/superskill A manager for multi-agent skill, slash command, subagent, hook, MCP and etc. 5 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 5 2,754 tok
season179/ai-sdk-app Sandbox for Vercel AI SDK experiments: tool search over a 200-tool catalog, Postgres-backe 5 Claude Code, Codex, OpenCode 3 654 tok
dungnotnull/shader-cache-optimization-agent-skill 🎮⚡ Game Shader Cache & Stutter Elimination Engine | Production-grade Claude Code skill & 5 Claude Code 1 1,250 tok
dungnotnull/gaming-device-power-management-agent-skill 🔋🎮 Gaming Device Power & Battery Optimization Engine | Production-grade Claude Code skil 5 Claude Code 1 1,765 tok
alleneubank/tilt-mcp MCP server for Tilt CLI integration, enabling AI assistants to interact with Tilt developm 5 Claude Code, Codex, OpenCode 2 8 tok
mukiwu/dev-advisor-mcp 5 Claude Code 1 1,746 tok