How real projects configure their agents

1,906 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
leadsnaviDeveloper/mailgo-cold-mail-marketing AI-powered cold email campaign management through Model Context Protocol (MCP). 5 Gemini CLI 1 13 tok
LupinLin1/jimeng-web-mcp 5 Claude Code, Codex, Gemini CLI, OpenCode 3 13,720 tok
aradar46/reuse-before-generate Stop your AI agent from rebuilding what already exists. An opinionated MCP server that che 5 Gemini CLI 1 1,059 tok
austinsonger/GRC-Mapping-Analyst GRC Mapping Analyst is a NIST IR 8477-based toolkit for AI-assisted cybersecurity crosswal 5 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,100 tok
racecraft-lab/racecraft-plugins-public code.claude.com Open-source Claude Code plugins from Racecraft Lab 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 48 1,929 tok
lusha-oss/lusha-mcp-plugin 4 Gemini CLI 1 484 tok
sumup/sumup-skills developer.sumup.com Agent Skills for teaching agents how to build with SumUp. 4 Gemini CLI 1 361 tok
marc-shade/agentic-system-oss Open Source 24/7 Autonomous Agentic AI System 4 Claude Code, Codex, Gemini CLI, OpenCode 4 9,448 tok
davidf9999/gx-mcp-server A Python server that exposes Great Expectations data quality tools to LLM agents via the M 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,420 tok
Onplana/onplana-mcp-server onplana.com Official MCP server and TypeScript client for Onplana — connect Claude, ChatGPT, Cursor, a 4 Gemini CLI 1 981 tok
plumbkit/plumb getplumb.sh IDE intelligence for AI coding agents, with LSP semantics, tree-sitter indexing, project m 4 Claude Code, Codex, Gemini CLI, OpenCode 5 1,790 tok
cskwork/supergoal-skill cskwork.github.io One objective in, a verified result out. An agent skill that runs a full, gated dev proces 4 Gemini CLI 1 15 tok
n-shadloo/secure-code-auditor Backend security Agent Skill that helps AI audit code, detect vulnerabilities, and generat 4 Codex, Gemini CLI, OpenCode 2 1,463 tok
habinsong/k-fable-opus-claude-md After being shocked by Fable 5's performance and price, someone built a stripped-down md f 4 Claude Code, Codex, Gemini CLI, OpenCode 3 10,000 tok
kinhluan/skills 🚀 Professional Multi-Agent Skills 4 Claude Code, Gemini CLI 2 2,352 tok
entr0pia/scoop-skills Scoop Skills: A specialized skill for the AI Agent agent to manage Windows packages using 4 Codex, Gemini CLI, OpenCode 2 1,788 tok
gustavo-meilus/superpipelines Loop Engineering for AI coding agents, with real review boundaries. Your AI reviewer canno 4 Claude Code, Codex, Gemini CLI, OpenCode 8 2,954 tok
n-shadloo/git-authoring Agent skill that turns your git diff into clean Conventional Commits — plus on-request fil 4 Codex, Gemini CLI, OpenCode 2 12,346 tok
mpagot/os-autoinst-distri-opensuse-skills mpagot.github.io OSADO educated clankers 4 Codex, Gemini CLI, OpenCode 2 2,198 tok
vikisingh23/neuraforge-ai AI-powered development platform — 41 agents, 22 MCP servers, 36 skills across 7 stacks. De 4 Codex, Gemini CLI, OpenCode 2 1,242 tok
haarshitgarg/Nudge-Server An MCP server to control all things Mac 4 Claude Code, Gemini CLI 2 864 tok
tanaikech/nexus-mcp-extension medium.com Nexus-MCP solves Tool Space Interference in LLMs. It uses a single gateway to aggregate mu 4 Gemini CLI 1 905 tok
HassanMahomed/HoloCore Local-first AI context engine combining a structural Atlas, verified Archive, episodic Ani 4 Claude Code, Codex, Gemini CLI, OpenCode 39 678 tok
dinglebear-ai/axon Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdr 4 Claude Code, Codex, Gemini CLI, OpenCode 4 11,480 tok
adamoutler/joplin-server-vector-memory An MCP search and memory system for Joplin Notes 4 Claude Code, Gemini CLI 4 489 tok
pouyanafisi/gmail-mcp Gmail MCP Server - Email management for AI assistants. Send, search, organize emails with 4 Claude Code, Gemini CLI 2 3,567 tok
RutvikPansare/Reqly API testing for AI agents. From codebase to CI in one agent session. 4 Claude Code, GitHub Copilot, Gemini CLI 3 9,204 tok
shaul1991/localmind 🧠 A local second brain that helps my AI remember “me” — a personal memory layer that reco 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,953 tok
hkopenai/hk-transportation-mcp-server This is an MCP server that provides access to transportation related data in Hong Kong thr 4 Gemini CLI 1 108 tok
dcc-mcp/dcc-mcp-3dsmax pypi.org 3ds Max adapter for the DCC Model Context Protocol ecosystem 4 Claude Code, Codex, Gemini CLI, OpenCode 8 3,613 tok
craigcossairt/trellis The structure a project grows on: a free starter template for AI-assisted development. One 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 9 5,088 tok
palladius/booth-ideas-sg App Ideas Gemini CLI + GH Actions demo (forked from Paul Datta awesome demo) 4 Gemini CLI 1 1,251 tok
SeidSmatti/promptPrimer Meta-prompt system for agentic CLIs. Classifies your task, loads domain-specific best prac 4 Claude Code, Codex, Gemini CLI, OpenCode 3 7,731 tok
meta-quest/Meta-Spatial-SDK-Templates The Meta Spatial SDK Templates is a collection of code samples that demonstrate the capabi 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 349 tok
azuma520/cinematic-ui akseolabs.com A reasoning-first cinematic web design skill. Makes AI think like a film director — resear 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,879 tok
d4551/piratebao PirateBao is a TypeScript/Bun agent-skill package for terse pirate-speak AI coding replies 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 14 795 tok
rishapgandhi/python-skills AI-SDLC framework of skills, rules, and agent definitions that AI coding agents use to gen 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 4,061 tok
ani3198/threadbase 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 785 tok
getmaat/maat Keep docs and AI-agent instructions in sync. Scaffold docs-as-code, generate agent files, 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,972 tok
CaesiumY/rocky-skills Rocky's voice from Project Hail Mary as a Claude Code skill — blunt diagnosis, compressed 4 Codex, Gemini CLI, OpenCode 2 1,694 tok
jgiox/goodvibes One command. Production-grade project. No config. 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode, Windsurf 15 6,796 tok
ArogyaReddy/https-github.com-JuliusBrussee-caveman 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,822 tok
Rebell-Leader/SpatialAI_MCP Empowering spatial transcriptomics research by providing AI agents with a standardized int 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 9,039 tok
KaranTankshali/site-seo-pipeline A pipeline to research and suggest seo improvements 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,731 tok
IvanTsxx/AI-Nextjs-Monorepo-Starter A modern, AI-first Next.js monorepo template equipped with PostgreSQL, Prisma, Better-Auth 4 Claude Code, GitHub Copilot, Gemini CLI 4 4,440 tok
moasq/ios-dev-agent Universal iOS development agent - skills, rules, MCP servers for Claude Code, Codex, Curso 4 Claude Code, Codex, Gemini CLI, OpenCode 3 725 tok
rmyndharis/aimhooman aimhooman teaches coding agents Git etiquette—keeping agent memory, internal instructions, 4 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 2,491 tok
florian101010/awesome-agentic-AI-coding-template Stop re-explaining your project to every AI agent. Pre-wired for Claude Code, Copilot, Cur 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 26 3,985 tok
dirnbauer/typo3-skills TYPO3 v14 Agent Skills: 26 owned + 11 vendored, with a measured eval harness and a single 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 5 5,971 tok
fokkerone/superspecs 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 27 1,504 tok