How real projects configure their agents

1,769 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
kazuph/mcp-screenshot Repository for MCP screenshot functionality 23 Cursor 1 26,805 tok
fleXRPL/cursor-rules-dynamic A powerful VSCode extension for dynamic management and analysis of .cursorrules files in C 23 Cursor 1 1,066 tok
lelele-cloud/ai-comic-drama One-click AI-generated animated dramas 23 Claude Code, Codex, Cursor, OpenCode 4 143 tok
AgentSystemLabs/launch-pad 23 Claude Code, Cursor 3 8,258 tok
ertra/pm-brain-for-cursor AI for Product Managers 23 Claude Code, Codex, Cursor, OpenCode 18 1,590 tok
sandraschi/ocr-mcp FastMCP server providing advanced OCR capabilities with current state-of-the-art models (D 23 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 822 tok
smekai/taskplanner 23 Claude Code, Codex, Cursor, OpenCode 4 4,696 tok
Hereon-InstituteMS/OASiS OASiS — an open-source agentic framework for verified multi-physics, multi-code simulation 23 GitHub Copilot, Cursor 2 1,572 tok
marcusquinn/amazon-order-history-csv-download-mcp Download Amazon Order History As Orders & Items CSV files, plus simplified CSV file versio 23 Claude Code, Codex, Cursor, OpenCode, Windsurf 5 1,353 tok
archmaxai/archmax archmax.ai A semantic layer for your data: archmax describes it, you sharpen it, agents query it. 22 Claude Code, Codex, Cursor, OpenCode 10 1,013 tok
MercurieVV/ScalaSemantic mercurievv.github.io MCP server for deep semantic analysis of Scala via SemanticDB — exact find-usages, class h 22 Claude Code, Codex, Cursor, OpenCode 16 2,627 tok
hev/vibecheck vibescheck.io Fast and intuitive evals on any LLM 22 Claude Code, Cursor 2 3 tok
JBorgia/signaltree A powerful, type-safe, modular signal-based state management solution for Angular applicat 22 Codex, GitHub Copilot, Cursor, OpenCode 6 12,445 tok
conradkoh/raggrep Local semantic search and retrieval 22 Claude Code, Codex, Cursor, OpenCode 4 2,202 tok
gemvc/gemvc gemvc.de A lightweight, server-agnostic PHP framework (Swoole/Nginx/Apache) designed for building h 22 Cursor 2 1,588 tok
rqzrqh/matchengine_rust A simple memory-matchengine written in rust. 22 Cursor 1 —
carlrannaberg/cclint Linter for Claude Code project files 22 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 18 4,110 tok
Kabi10/cursor-rules npmjs.com Detect your stack and auto-generate AI editor rules - AGENTS.md (Cursor, Copilot, Codex, C 22 Cursor 1 396 tok
Horosheff/aura-designer 22 Claude Code, Cursor 4 —
cpuguy96/StepCOVNet Deep Learning to Create StepMania SM FIles 22 Claude Code, Codex, Cursor, OpenCode 12 1,611 tok
heymegabyte/claude-skills claude.megabyte.space 14-category autonomous product-building OS for 32+ AI coding tools. One-line prompts → dep 22 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 4,490 tok
Horosheff/excalibur-blog-cloud-public A Cursor automation plugin for blogging: an SEO/GEO pipeline using subagents, visuals, QA, 22 Claude Code, Codex, Cursor, OpenCode 24 1,751 tok
star-ga/mind-mem mindlang.dev Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. BM25F + vect 22 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 5,997 tok
TexasFortress-AI/rs_filesystem MCP Filesystem tools written in Rust 22 Cursor 1 560 tok
Clarity-Digital-Twin/brain-go-brrr A brain-computer interface project focused on EEG signal processing and neural representat 21 Claude Code, Codex, Cursor, OpenCode 3 17,809 tok
ilang-ai/Mem-Forever ilang.ai Every AI tool forgets you after every session. This repo doesn't. Ever. Zero install, zero 21 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 18,215 tok
taazkareem/twitter-mcp-server A repository for the Twitter MCP server 21 Cursor 1 176 tok
sordi-ai/skill-everything Git-versioned agent memory: agents that never make the same mistake twice. Anthropic-Skill 21 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,060 tok
HMAKT99/AKF akf.dev Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents 21 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,886 tok
juanklagos/spec-driven-development-template juanklagos.github.io Operational SDD framework with AI guidance, GitHub Spec Kit workflows, and MCP support. 21 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 4,865 tok
seoskillsai/seo-skills-ai seoskillsai.com SEO Skills AI: Universal AI SEO Agent & Technical Optimization Suite across Claude Code, A 21 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 2,614 tok
shipkit-io/bones bones.sh Shipkit (bones), a starter kit for building React/Next.js sites fast. 21 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 6,569 tok
mahmoudilyan/marmoui marmoui.com The AI agentic designer — open-source React design system + MCP that lets Claude, Codex, C 20 Claude Code, Codex, Cursor, OpenCode 3 3,396 tok
1EchA/context-sync-mcp Cross-device context sync for coding agents via MCP + Git | 20 Cursor 1 184 tok
R44VC0RP/cursor.link cursor.link gists but for cursor rules, easy to share 20 Claude Code, Cursor 1 —
chuanmingliu/mcp-webresearch MCP web research server (give Claude real-time info from the web) 20 Cursor 1 62 tok
hereisSwapnil/memwiki A persistent memory protocol for AI coding agents that gives projects a shared, markdown b 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 680 tok
SkeneTechnologies/plg-skills 20 Codex, GitHub Copilot, Cursor, OpenCode 3 596 tok
grafana/grafana-cube-datasource grafana.com A Grafana data source plugin that brings semantic layer analytics via Cube. Define metrics 20 Codex, Cursor, OpenCode 2 997 tok
ashlrai/phantom-secrets phm.dev Stop AI coding agents from leaking your API keys. Local proxy + MCP that swaps real secret 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,546 tok
fall-out-bug/sdp Structured protocol for AI-assisted development. Discovery → Delivery → Evidence. 19 Claude Code, Codex, Cursor, OpenCode 7 1,314 tok
turlockmike/chess-mcp A MCP Server with various chess functionality 19 Cursor 1 75 tok
mustel-py/mustel mustel.vercel.app Non-AI static analysis layer for AI coding agents - Ruff, Bandit & pip-audit unified into 19 Cursor, Windsurf 2 158 tok
DangQuangSE/team-development-skills 19 Claude Code, Codex, Cursor 76 —
vibeforge1111/xmcp the most comprehensive mcp for X 19 Claude Code, Cursor 2 1,896 tok
gmf520/openspec-agents A state-machine-based multi-agent collaborative development framework. Driven by a main or 19 Claude Code, Codex, Cursor 40 —
aixiaoxiang/xx-skills Use AI Agents effectively to turn ideas into launched products — for beginners, with 16 sk 19 Claude Code, Codex, Cursor, OpenCode 3 2,921 tok
paulasilvatech/specky getspecky.ai Agentic Spec-Driven Development — 13 agents, 58 MCP tools, 10-phase enforced pipeline. Fro 19 Claude Code, Cursor 27 —
thecombatwombat/replicant-mcp Android MCP server - production-grade, token-optimized, accessibility-first 19 Claude Code, Codex, Cursor, OpenCode 12 527 tok
asasugar/SuperSpec asasugar.github.io Spec-driven development (SDD) for AI-powered coding assistants 19 Claude Code, Codex, Cursor, OpenCode 20 2,431 tok