How real projects configure their agents

32,517 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
JayDoubleu/agentic-book An AI-generated book exploring how artificial intelligence development reveals hidden patt 82 Claude Code 1 1,329 tok
sleeplesshan/token-router Raw line routing for large logs, source files, and agent-context references using GPT-6 Lu 82 Claude Code 1 212 tok
ammonhaggerty/ai-coding-primer An open-source guidebook and starter kit for building full-stack products with Claude Code 82 Claude Code 1 578 tok
speedpy/speedpy speedpy.com Free, MIT-licensed Django SaaS boilerplate for the AI era — production-ready APIs, teams, 82 Claude Code, Codex, Cursor, OpenCode 3 20,862 tok
TestAny-io/testany-agent-skills testany.io A collection of Agent Skills from Testany, providing various professional skills for produ 82 Claude Code, Codex, OpenCode 2 2,678 tok
postmelee/hyper-waterfall A human-governed AI coding workflow that distills ephemeral session context into persisten 82 Claude Code, Codex, OpenCode 2 1,432 tok
agodianel/esp32-claude-workbench Deterministic AI workflow for ESP32 firmware development — structured missions, implementa 82 Claude Code, Codex, OpenCode 2 571 tok
seojoonkim/agentlinter agentlinter.vercel.app ESLint for AI Agents — scoring, diagnosis, and automatic fixes for AGENTS.md/CLAUDE.md | P 82 Claude Code 1 225 tok
sverklo/sverklo sverklo.com Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsurf, and Code 82 Claude Code 1 406 tok
sinaptik-ai/starpod starpod.sh Open-source AI agent runtime built in Rust. Define once, deploy isolated instances per ten 82 Claude Code 2 941 tok
nirholas/agenti agenti.ninabrekkerese.workers.dev Give any AI agent a crypto wallet. Agents deserve access to money. Pay x402 APIs, receive 82 Claude Code, Codex, OpenCode 2 546 tok
9thLevelSoftware/legion Multi-CLI plugin that orchestrates 49 AI agent personalities (start → plan → build → revie 82 Claude Code, Codex, OpenCode 2 7,747 tok
sebastienrousseau/dotfiles doc.dotfiles.io Cross-platform developer workstation control plane powered by chezmoi — adaptive terminal 82 Claude Code, Codex, OpenCode 2 3,175 tok
htlin222/openevidence-mcp Unofficial OpenEvidence MCP server — query OpenEvidence from Claude Code, Codex, and any M 82 Claude Code 2 —
gutomec/nirvana-os-engine squads.sh Nirvana-OS engine: ready-to-run agentic operations. One sentence in, finished work out. So 82 Claude Code, Codex, Gemini CLI, OpenCode 3 17,208 tok
dgilford/ai-science-toolkit Skills & reviewer agents for AI-first climate science — built and used by a PhD atmospheri 82 Claude Code, Codex, OpenCode 2 13,855 tok
Linked-API/linkedin-cli linkedincli.com AI-agent-friendly CLI for controlling LinkedIn accounts and retrieving real-time data. 82 Claude Code 1 732 tok
PrefectHQ/fastmcp-ts fastmcp-ts.docs.prefect.io The official FastMCP TypeScript library for building MCP servers, clients, and apps 🏎️ 🏎 82 Claude Code, Codex, OpenCode 2 17,551 tok
RoshanGH/mixcut-windows AI advertising video remixing tool (Windows) - C# + WPF + .NET 8, aligned with the origina 82 Claude Code 1 16,671 tok
snyk/snyk-ls snyk.io Language Server used by IDEs as Snyk Backend for Frontends 82 Claude Code, Codex, Cursor, OpenCode 9 1,485 tok
spartanz51/tutabridge Local IMAP/SMTP bridge for Tuta encrypted email. Use Thunderbird, Apple Mail or any mail c 82 Claude Code 1 830 tok
humaidhahm/opencode-pentester AI-powered red teaming, and pentesting for web applications via opencode : defensive code 82 Claude Code, Codex, OpenCode 3 1,928 tok
backenly/backenly backenly.com Autonomous backend platform. Your coding agent builds it over MCP, Backenly keeps it runni 82 Claude Code, Codex, OpenCode 2 9,187 tok
odysseus0/symphony Symphony turns project work into isolated, autonomous implementation runs, allowing teams 82 Claude Code, Codex 7 —
alexhraber/flowhawk Real-time eBPF-powered network security monitor with AI-driven threat detection. Surfaces 82 Claude Code, Codex, Gemini CLI, OpenCode 3 2,799 tok
openshift/cluster-kube-apiserver-operator The kube-apiserver operator installs and maintains the kube-apiserver on a cluster 82 Claude Code, Codex, OpenCode 2 1,289 tok
DSB-117/brainblast npmjs.com Predict the silent integration traps an AI agent would ship (zero-revenue configs, auth by 81 Claude Code 2 —
YanpengQi7/ai-reliability-copilot ai-reliability-copilot.vercel.app Turn a production incident into a structured 9-section LLM response (severity, root cause, 81 Claude Code, Codex, OpenCode 2 4,504 tok
geckse/n8n-desk n8n-desk.app Bringing n8n to your Machine — a desktop & mobile companion app for n8n. Chat with agents, 81 Claude Code 7 12,993 tok
ozankasikci/agent-sessions ozankasikci.github.io Agent Sessions is a desktop app for managing multiple AI agent sessions at once, written i 81 Claude Code 1 188 tok
JasonBoy/msw-mcp msw-mcp-docs.vercel.app Cli & MCP server for msw (Mock Service Worker) for AI Agents with dynamic mocking 81 Claude Code, Codex, OpenCode 2 940 tok
pulsemcp/mcp-servers MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We buil 81 Claude Code, Codex, OpenCode 3 6,672 tok
liuxingqitd/skills-hub skills-hub.dev A local dashboard to manage AI coding agent skills — sync, install, and organize skills ac 81 Claude Code, Codex, OpenCode 2 1,465 tok
TradingGoose/TradingGoose.github.io tradinggoose.github.io A Multi-Agents LLM Financial Trading Framework for both individual stock analysis & portfo 81 Claude Code 1 101 tok
orual/pattern agent builder 81 Claude Code, Codex, OpenCode 4 1,420 tok
thisguymartin/grove AI-native terminal workspace. One command to launch colored Zellij tabs per git worktree, 81 Claude Code 2 501 tok
SeaC-25/Kali-Security-MCP Kali MCP is an autonomous multi-agent penetration testing system for LLMs that dynamically 81 Claude Code 1 2,387 tok
leehanchung/bing-search-mcp MCP Server for Bing Search API 81 Claude Code 1 1,294 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 81 Claude Code, Codex, Cursor 4 162 tok
thetom42/perplexica-mcp MCP server for Perplexica 81 Claude Code 1 114 tok
allisoneer/agentic_auxilary A collection of software tools to aid myself (and optionally others) in improved agentic a 81 Claude Code 2 3,566 tok
SebastianElvis/octopus The Claude Code frontend for ADHD developers. Dispatch board to run 50 sessions in paralle 81 Claude Code 1 2,497 tok
a-pavithraa/springboot-skills-marketplace Spring Boot Skill for Claude Code and Codex 81 Claude Code, Codex, OpenCode 2 288 tok
PhiFever/AfdianToMarkdown Afdian crawler (afdian.com) 81 Claude Code 10 1,350 tok
remiphilippe/mcp-unreal MCP server that gives AI coding agents (Claude Code, Cursor, etc.) full control over Unrea 81 Claude Code 6 6,281 tok
efremidze/swift-architecture-skill Agent Skill for Swift architecture design and implementation patterns. 81 Claude Code, Codex, OpenCode 4 1,426 tok
openJiuwen-ai/agent-memory Memory is a long-term memory module for AI agents, providing capabilities for memory extra 81 Claude Code, Codex, OpenCode 3 3,129 tok
soniqo/speech-studio soniqo.audio Open-source desktop voice-cloning studio for creators — clone a voice, script lines with e 81 Claude Code, Codex, OpenCode 2 4,493 tok
tuanductran/hr-skills hr-skills-web.vercel.app AI skills and technical recruiting knowledge for modern HR and talent acquisition teams. 81 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,893 tok
OpenAdminOS/OpenAdminOS openadminos.com Open-source, local-first AI agents for IT administration. Start with Microsoft 365, connec 81 Claude Code, Codex, OpenCode 2 4,477 tok