How real projects configure their agents

1,728 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 agents7,410Claude Code6,578Data and AI3,695Backend and APIs3,487Languages3,404Planning3,188Git and workflow3,106Code review2,712Memory and context2,351Testing2,325Research2,289DevOps and cloud2,283Writing and docs2,279Frontend2,245Security1,983Productivity1,702

All Claude Code32,024 Codex23,149 OpenCode21,923 GitHub Copilot3,513 Gemini CLI1,905 Cursor1,728 Windsurf83 Kiro58

Project Stars Configures Files Always loaded
vlad-ryzhkov/ai-context-engineering-for-qa AI Context Engineering for QA 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 37 1,714 tok
patrykkopycinski/elastic-cursor-plugin 6 Claude Code, Cursor 26
CodeTeng/harness-template Harness Engineering template, ready to use 6 Claude Code, Codex, Cursor, OpenCode 11
karlng279/ai-ready-product-workflow-v2 karlng279.github.io AI-Ready Product Workflow V2 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 12 5,467 tok
DmiyDing/clarify-first Enforce risk-based alignment for AI Agents. Stop Claude/Cursor from guessing on vague or h 6 Cursor 1 947 tok
FavioVazquez/mollify Deterministic codebase intelligence for Python 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 24 4,352 tok
srbryers/slope SLOPE — Sprint Lifecycle & Operational Performance Engine. Golf-metaphor sprint scoring fo 6 Claude Code, Codex, Cursor, OpenCode 11 4,052 tok
abidjappie/nextjs-quick-starter A modern Next.js starter template with best practices built-in. Features Next.js 16, React 6 Cursor 1 16,954 tok
aegntic/cognitive-os aegntic.github.io Cognitive OS v3.0 — Universal AI agent operating system specification. 16-section cognitiv 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 8,074 tok
rizkyhaksono/portfolio-v3 nateee.com Portfolio v3 using Next.js 16 with SSR, CSR, ISR, Azure Web App, Portainer. 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 4,165 tok
nosenfield/ai-project-template 6 Claude Code, Cursor 13
KayaErhan/cursor-agent-tr Cursor IDE için tam otomatik yazılım geliştirme ajanı 6 Claude Code, Cursor 27
tansunyj/aigczero A project for reducing the AI feel. 6 Cursor 1 11,864 tok
marlondivino/open-code-as-mcp The main goal of this MCP is to save tokens in complex Antigravity tasks by allowing OpenC 6 Cursor, Gemini CLI 2 305 tok
kai-builder/stacksagent 6 Claude Code, Cursor 2
sportsanalytics-world/OPTA_api_docs MCP Server for OPTA API Documentation - Automatically discover and test football API endpo 6 Cursor 1 195 tok
sandraschi/filesystem-mcp FastMCP 3.2.0+ server plus webapp for comprehensive file system operations, Git repository 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,627 tok
hirokidaichi/mcp-tts-say MCP Server Tool for Text To Speech 6 Cursor 1 54 tok
TCoder920/open-legal-compliance-mcp Model Context Protocol server for legal compliance analysis using free/open government API 6 Claude Code, Cursor 4
Sounio-lang/sounio sounio.vercel.app Self-hosted systems + scientific programming language with epistemic types, uncertainty pr 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 15,060 tok
muhammad1438/academic-writer-skills 27 specialist academic writing skills for Claude Code, Gemini CLI, and Cursor IDE 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 10,158 tok
andvolodko/html5-game-editor andvolodko.github.io Browser-based HTML5 game editor and runtime: PixiJS 2D, Three.js 3D, React UI, and a TypeS 6 Cursor 12
felixzhu97/explore-chat whatschat-web.vercel.app A social and messaging platform with feed, chat, and calls. It is written in TypeScript wi 6 Claude Code, Cursor 6
vines90/foreign-trade-cursor-skills Foreign trade Cursor Agent skills: lead generation, background checks, SMTP, Feishu Bitabl 6 Cursor 9
tchivs/aktools-pro 🚀 AkTools Pro: An enhanced financial MCP server. Supports A-shares, U.S. and Hong Kong st 6 Codex, Cursor, OpenCode 2 1,933 tok
brooksy4503/rss-agent-viewer 6 Claude Code, Cursor 1
cacr92/WeReply Automatic WeChat chat reply assistant 6 Claude Code, Codex, Cursor, OpenCode 50 4,270 tok
yu-iskw/llmops-demo-ts Demonstrate LLMOps in TypeScript 6 Claude Code, Cursor 29 1,463 tok
dnsabby/MSITM.6341 Python Class Shared Project Directory 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 61 933 tok
jl-cmd/claude-dev-env 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 7 839 tok
AishwaryShrivastav/vibe-testing Code-aware browser testing agent — 13 MCP tools for AI editors (Claude Code, Cursor, Winds 5 Claude Code, Cursor 2 1,603 tok
VirSanghavi/axis useaxis.dev one coordination board for your team's coding agents. claude code, cursor and codex share 5 Cursor 1 1,045 tok
NazarKalytiuk/tarn nazarkalytiuk.github.io CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assis 5 Claude Code, Codex, Cursor, OpenCode 3 5,987 tok
doc2mcp/doc2mcp doc2mcp.vercel.app Paste any docs URL — LangChain, Stripe, your own — and get a hosted MCP server Cursor can 5 Cursor 1
up2itnow0822/agentpay-mcp npmjs.com Non-custodial x402 MCP payment layer for AI agents — the open-source alternative to Vercel 5 Codex, Cursor, OpenCode 2 851 tok
piyushpathakqa/Vigilis Agentic QA framework: Claude authors, generates, triages & self-heals Playwright tests. MC 5 Claude Code, Codex, Cursor, OpenCode 3 2,755 tok
amittamari/hop Fast full-text search and resume for coding-agent sessions 5 Claude Code, Codex, Cursor, OpenCode 17 694 tok
Priyans-hu/tokenmeter priyans-hu.github.io macOS menu bar app for Claude Code token usage visualization 5 Claude Code, GitHub Copilot, Cursor 3 1,216 tok
ashp15205/scankii A local-first SAST & Runtime Security scanner built exclusively for LLM Agents. Detects cr 5 Cursor 1 123 tok
flitzrrr/agent-skills Curated collection of AI agent skills for Antigravity, Claude Code, OpenCode & similar AI 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,855 tok
fakiho/neohive neohive.alionix.com One command. Your AI agents can talk to each other. The MCP collaboration layer for Claude 5 Claude Code, GitHub Copilot, Cursor, Gemini CLI 19 5,336 tok
Gingg7260/affiliate-skills Automate affiliate marketing with 45 AI skills for research, content, pages, tracking, and 5 Claude Code, Cursor 2 1,599 tok
sandraschi/ai-games-collection Web-based games collection with 100+ games and AI opponents 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 2,134 tok
shahzebqazi/mhn-ai-agent-memory shahzebqazi.github.io AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix mul 5 Cursor 1
sachinshelke/ToolsConnector toolsconnector.github.io Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, A 5 Claude Code, Codex, Cursor, OpenCode 11 1,364 tok
ahmetbarut/mcp-database-server A Model Context Protocol (MCP) server that provides multi-database query execution capabil 5 Claude Code, Cursor 2 4,081 tok
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 5 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
provasign/prism provasign.dev Semantic change intelligence for coding agents — complete impact sets, edit-ready context, 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Windsurf 14 5,289 tok
WithAutonomi/saorsa-core P2P networking library - DHT, QUIC transport, four-word addresses, MCP integration. (Rust) 5 Claude Code, Codex, Cursor, OpenCode 10 3,702 tok