How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
mifunedev/openharness oh.mifune.dev 🏗️ Run coding agents in a sandbox, not on your machine. 37 Claude Code, Codex, OpenCode 6 2,015 tok
collibra/chip Collibra Model Context Protocol (MCP) Server 37 Codex, OpenCode 1 1,367 tok
FutureRootsDE/legal-audit-de Claude Code plugin for German/EU legal audits (DSGVO, TDDDG, UWG, AI Act, etc.). Not legal 37 Claude Code, Codex, GitHub Copilot, OpenCode 4 7,274 tok
fltman/loop-engineer Claude Code skill + subagent for setting up guardrailed agentic loops (loop engineering): 37 Claude Code 6 —
fayzan123/claude-workflow-composer Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skill 37 Claude Code, Codex, OpenCode 2 4,866 tok
s2-streamstore/s2-sdk-typescript s2.dev TypeScript SDK for S2, the durable streams API 37 Codex, OpenCode 1 246 tok
nirholas/defi-agents sperax.click DeFi agent definitions JSON API + MCP - Production-ready agents for Web3, crypto trading, 37 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 708 tok
aliyun/alibabacloud-hologres-mcp-server 37 Claude Code 1 1,548 tok
dj931567261/app-test-control Control apps with AI for automated testing and bug fixing/reproduction 37 Claude Code 4 —
zhouguoqing/QianYuan.AIAgenticFramework An Agentic framework written in C# .NET 10 using the ReAct paradigm, supporting progressiv 37 Claude Code, Codex 13 —
Litenova-Solutions/Fuse fuse.codes Faster .NET build and test loop for AI coding agents. 37 Claude Code, Codex, OpenCode 2 2,049 tok
arcadeai-labs/mcpx A command-line interface for MCP servers. curl for MCP. 37 Claude Code 1 424 tok
ismailsaoulaj/reddit-mcp-server A production-grade Model Context Protocol (MCP) server. Empowers AI assistants (Claude, Cu 37 Codex, OpenCode 1 675 tok
jlokos/raybridge MCP server that bridges Raycast extensions to any MCP-compatible client 37 Claude Code 1 285 tok
frmoretto/clarity-gate clarity-gate.org Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protoco 37 Claude Code, Codex, OpenCode 2 1,163 tok
brack101/AspenPlus-MCP-Server 37 Claude Code 1 620 tok
gambletan/cortex gambletan.github.io Memory for AI agents that never leaves your device. Local-first, end-to-end-encrypted, zer 37 Claude Code 4 —
geekatron/jerry jerry.geekatron.org A Claude Code plugin for behavior and workflow guardrails with knowledge accrual 37 Claude Code, Codex, OpenCode 3 10,984 tok
joestump/claude-plugin-sdd joestump.github.io Spec-Driven Development for Claude Code — ADRs, OpenSpec specs, sprint planning, parallel 37 Claude Code 2 1,580 tok
skarn-security/agent-guard getskarn.com Skarn plugins for Claude Code, Codex CLI, Gemini CLI, Grok Build, and Antigravity: audit s 37 Gemini CLI 1 373 tok
yutongcai0628/career-planning-skill Let's jointly explore your career path! A continuous career-planning Skill for multi-Agent 37 Claude Code, Codex 1 —
Smokestack-Games/rbxsync rbxsync.dev Sync Roblox games between Studio and VS Code with MCP integration 37 Claude Code, Cursor 3 3,774 tok
sethbang/mcp-screenshot-server An MCP server that provides AI assistants with screenshot capabilities — both web page cap 37 Claude Code 1 1,342 tok
sergenes/mini_agent A minimal AI agent built from scratch — no agent framework, just Python, the OpenAI SDK, a 37 Claude Code, Codex, Gemini CLI, OpenCode 6 522 tok
oborchers/fractional-cto drborchers.com Your AI CTO co-pilot — opinionated, research-backed Claude Code plugins for building SaaS 37 Claude Code 1 1,504 tok
markmhendrickson/neotoma neotoma.io The system of record for AI agents 37 Claude Code, Codex, OpenCode 3 1,933 tok
rapid7/rapid7-bulk-export-mcp Rapid7 Bulk Export MCP - AI-powered analysis for Rapid7 Command Platform data using MCP (M 37 Codex, Kiro, OpenCode 4 4,303 tok
panaversity/agentfactory-business-plugins agentfactory.panaversity.org Marketplace of domain-specific plugins for AI agents (Cowork, Claude Code, OpenClaw). Buil 37 Claude Code 1 3,083 tok
electrikhq/slate slate.electrik.dev Slate - a Laravel Blade UI Kit is a set of anonymous blade components built using Tailwind 37 Codex, OpenCode 1 486 tok
CrowdStrike/foundry-skills crowdstrike.com AI coding assistant skills for building CrowdStrike Falcon Foundry apps: scaffolding, depl 37 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,265 tok
yashaiguy-dev/faceless-youtube-agents Automated faceless YouTube video pipeline - clone any channel's style, generate videos on 37 Claude Code 1 381 tok
HananxR/Tadado DeskTodoSeq 37 Claude Code 1 2,989 tok
skp2001vn/concurrency Concurrency examples such as thread pools, rate limiters, caches, connection pools, virtua 37 Codex, OpenCode 1 980 tok
sou350121/Spatial-Intelligence-Handbook kensou.mintlify.app A cross-embodiment handbook on spatial intelligence — compares SLAM / VIO / 3D representat 37 Codex, OpenCode 1 7,526 tok
letuhao/lore-weave Open-source AI co-author for novelists & world-builders. ✍️ Canon-safe writing · RAG lore 37 Claude Code, Codex, OpenCode 57 19,068 tok
MarimerLLC/rockbot Autonomous personal agent designed to be cloud-native 37 Claude Code 1 1,038 tok
tsuru0805/idea-to-merge An automated development template covering the workflow from idea to implementation, with 37 Codex, OpenCode 1 1,552 tok
superops-team/okf Open Knowledge Format - AI Agent project-level knowledge base 37 Codex, OpenCode 1 2,221 tok
felipefontoura/pi-sdd-kit felipefontoura.com Spec-Driven Development skill pack for the Pi coding agent: steering docs, .status gates, 37 Claude Code, Codex, OpenCode 2 2,127 tok
jvm/pi-mono Monorepo for Pi-related projects 37 Codex, OpenCode 1 2,114 tok
Liberty91LTD/cti-skills liberty91.com Cyber Threat Intelligence Skills for each stage of the CTI Lifecycle. 37 Claude Code, Codex, OpenCode 4 2,621 tok
artcc/openclient-llm arturocarreterocalvo.com Open-source native iOS, iPadOS & macOS LLM client for LiteLLM, Ollama and OpenAI-compatibl 37 Codex, OpenCode 4 1,401 tok
SlideSpeak/slide-design-skill slidespeak.co AI presentation engine. Describe your deck and the look, it derives a bespoke style and re 37 Claude Code 1 1,582 tok
playcanvas/skills developer.playcanvas.com Reusable skills for AI coding agents working with PlayCanvas products 37 Codex, OpenCode 1 410 tok
lj22503/awesome-finai-tools-zn A comprehensive overview of Chinese financial AI tools: Market Data MCP, quantitative fram 37 Codex, OpenCode 1 139 tok
Tricon2-Elf/aisp-emu fan-made, fan-run MMO server emulator for AI Sp@ce a older Japanese MMOSG that shut down o 37 Codex, OpenCode 1 2,240 tok
yxy050208/multisim-mcp pypi.org Unofficial MCP server for AI-driven NI Multisim circuit generation, simulation, data expor 37 Codex, OpenCode 1 409 tok
joelhooks/skills Public-safe, generally useful agent skills 37 Codex, OpenCode 1 172 tok
gavinmcfall/home-ops HomeOps driven by Kubernetes and GitOps using Flux 37 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,360 tok
indexedlabs/pydantic-ai-gepa GEPA extension for pydantic-ai 37 Claude Code, Codex, OpenCode 3 928 tok