How real projects configure their agents

43,547 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
debba/gitdeck Open-source Git dashboard for GitHub, GitLab, and Forgejo: repositories, issues, pull requ 407 Codex, OpenCode 1 173 tok
zapier/zapier-mcp docs.zapier.com Official plugin distribution for the hosted Zapier MCP server. Install it in your AI clien 407 Claude Code, Codex, OpenCode 2 1,309 tok
mozilla/firefox-devtools-mcp Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and 407 Claude Code, Codex, OpenCode 2 94 tok
opentokenz/mcpx MCPX is an MCP Runtime (gateway) that runs in the development environment. ChatGPT, Claude 407 Codex, OpenCode 1 1,245 tok
tkaufmann/claude-gemini-bridge 🤖 Intelligent integration between Claude Code and Google Gemini for large-scale code anal 407 Claude Code 1 1,298 tok
Varietyz/Disciplined-AI-Software-Development banes-lab.com A disciplined methodology for AI-assisted software development. Covers architectural const 406 Claude Code 1 596 tok
Community-Access/accessibility-agents Accessibility review agents for Claude Code, GitHub Copilot, and Claude Desktop. Eleven sp 406 Claude Code, Gemini CLI 107
apmantza/pi-lens Real-time code feedback for pi — LSP, linters, formatters, structural analysis 406 Claude Code 10 527 tok
theclaymethod/unslop An agent skill to de-AI your writing 406 Claude Code, Codex, OpenCode 2 1,357 tok
microsoft/semanticworkbench A versatile tool designed to help prototype intelligent assistants, agents and multi-agent 406 Claude Code 1 1,145 tok
decocms/studio decocms.com Open-source control plane for your AI agents. Connect tools, hire agents, track every toke 405 Claude Code, Codex, OpenCode 9 9,424 tok
MelbourneDeveloper/RestClient.Net The safest way to make REST calls in C# with an MCP Generator 405 Claude Code 1 720 tok
waynesutton/convexskills docs.convex.dev AI agent skills and templates for building production ready apps with Convex. Patterns for 404 Claude Code, Gemini CLI 2 723 tok
aspectrr/deer trydeer.sh 🦌 The AI Elasticsearch Engineer 404 Claude Code, Codex, OpenCode 2 826 tok
chenxin-yan/crust crustjs.com A TypeScript CLI framework that ships your commands as a CLI, agent skills, and MCP. 404 Codex, OpenCode 1 274 tok
amazingloft999-droid/mattpocock-skills Skills for Real Engineers. Straight from my .claude directory. (github/mattpocock) 404 Claude Code 1 186 tok
m98/fluent The AI Language Learning Kit for Claude Code and others 404 Claude Code, Codex, OpenCode 7 5,096 tok
aiblueprinthq/ai-blueprint ai-blueprint.dev A file-backed, spec-driven AI coding workflow framework for building real software while s 404 Claude Code, Codex, OpenCode 24 3,735 tok
getsentry/warden warden.sentry.dev Your code is under new management. Agents that review your code. 404 Claude Code, Codex, OpenCode 6 1,236 tok
zxdxjtu/claudecode-rule2hook Transform natural language project rules into Claude Code automation hooks - Write rules i 403 Claude Code 2 117 tok
94fzb/zrlog zrlog.com ZrLog is an open-source blogging system based on Java. It provides articles, categories, t 403 Codex, OpenCode 1 1,040 tok
withoneai/cli npmjs.com A command-line tool to give your agents access to any app, create workflows and manage you 403 Claude Code 1 1,013 tok
diffbot/mcp-code-graph MCP Server for code graph analysis and visualization by CodeGPT 402 Claude Code 11 482 tok
kookoo1sabzy/BaleVPN P2P VPN Tunnel Over Bale Messaging System 402 Claude Code 1 2,648 tok
tobihagemann/turbo A composable dev process for agentic coding harnesses, packaged as modular skills. Turbo h 402 Claude Code, Codex, OpenCode 2 988 tok
steelbrain/reims-vgpu reims-vgpu.com reims-vgpu is an experimental virtual GPU for macOS guests 402 Claude Code, Codex, OpenCode 2 2,048 tok
lingyuanli/MultiGen manus.llmops.org.cn Multi-agent end-to-end application - General-purpose artificial intelligence agent for mul 401 Claude Code 1 1,388 tok
PlanExeOrg/PlanExe planexe.org Create a plan from a description in minutes 401 Codex, OpenCode 1 1,637 tok
openhackai/OpenHack openhack.com Open Source Agentic Security Scanner 401 Codex, OpenCode 1 218 tok
marcusquinn/aidevops aidevops.sh Vibe-Coding is easy. DevOps is hard. OpenCode & Git token-efficient AI agent automation fo 401 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,027 tok
morluto/rea Reverse engineer anything with agents, from app behavior down to native binaries. 401 Codex, OpenCode 1 4,246 tok
neuledge/context Local-first documentation for AI agents 401 Claude Code, Cursor 2 7 tok
datawhalechina/learn-world-model datawhalechina.github.io Learn everything about world model 401 Claude Code 1 1,094 tok
itechmeat/open-second-brain dark-factory.techmeat.dev Local-first 🧠 memory for Hermes Agent that lives in your Obsidian vault and remembers pro 401 Claude Code 1 579 tok
OpenDrone-hw/OpenRX opendrone.be OpenRX open-source ExpressLRS receiver family hub; board sources live in four dedicated ha 401 Codex, OpenCode 1 318 tok
quantumaikr/quant.cpp LLM inference with 7x longer context. Pure C, zero dependencies. Lossless KV cache compres 401 Claude Code 10 2,450 tok
Context-Engine-AI/Context-Engine context-engine.ai Context-Engine MCP - Agentic Context Compression Suite 400 Claude Code, Codex, Cursor, Gemini CLI 4 19,673 tok
weise25/LocalSite-ai Generate Web Pages and Components with text prompts, with Local Models. (or Cloud Models, 400 Codex, OpenCode 1 1,777 tok
gtmagents/gtm-agents Production-ready collection of GTM agents and specialized skills for claude code. Covers s 400 Claude Code 1 3,521 tok
GRCEngClub/claude-grc-engineering grcengclub.com Open-source GRC toolkit from the GRC Engineering Club. Claude Code plugins for evidence co 400 Claude Code, Codex, OpenCode 2 7,577 tok
adamallcock/codex-chatgpt-control Unofficial SDK for Codex agents controlling visible ChatGPT web sessions 400 Codex, OpenCode 1 548 tok
NeoVertex1/nuggets First AI assistant with holographic memory 399 Claude Code 1 382 tok
ritchiecarroll/go2cs go2cs.net Golang to C# Converter 399 Claude Code 8 3,792 tok
coollabsio/openclaw Fully featured & automated OpenClaw docker images 399 Claude Code 1 1,462 tok
haunchen/n8n-skills n8n-skills.frankchen.tw Designed specifically for AI assistants, the n8n Workflow Automation Skills Suite. 399 Claude Code 1 2,786 tok
zhongweili/nanobanana-mcp-server AI image generation MCP server powered by Google Gemini, with smart model selection and 4K 399 Claude Code 1 3,030 tok
paperclipinc/openclaw-operator paperclip.inc Kubernetes operator for deploying and managing OpenClaw AI agent instances with production 398 Claude Code 1 2,569 tok
SSWConsulting/SSW.VerticalSliceArchitecture sswconsulting.github.io An enterprise ready solution template for Vertical Slice Architecture. This template is ju 398 Claude Code, Codex, OpenCode 3 1,024 tok
Zaki-1052/GPTPortal localhost A feature-rich portal to chat with GPT-4, Claude, Gemini, Mistral, & OpenAI Assistant APIs 397 Codex, OpenCode 1 721 tok
hallucinogen/agent-viewer Kanban board for managing Claude Code agents in tmux 397 Claude Code 1 809 tok