How real projects configure their agents

1,724 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
1EchA/context-sync-mcp Cross-device context sync for coding agents via MCP + Git | 19 Cursor 1 184 tok
fall-out-bug/sdp Structured protocol for AI-assisted development. Discovery → Delivery → Evidence. 19 Claude Code, Codex, Cursor, OpenCode 7 1,314 tok
docxology/template doi.org GitHub template for reproducible research repos — two-layer Python 3.10+/uv monorepo split 19 Claude Code, Codex, Cursor, OpenCode 3 27,462 tok
A-G-U-P-T-A/wireshark-mcp a-g-u-p-t-a.github.io TShark/Wireshark MCP server for network packet analysis via Claude 19 Cursor 1
Horosheff/excalibur-blog-cloud-public A Cursor automation plugin for blogging: an SEO/GEO pipeline using subagents, visuals, QA, 19 Claude Code, Codex, Cursor, OpenCode 24 1,751 tok
turlockmike/chess-mcp A MCP Server with various chess functionality 19 Cursor 1 75 tok
zowe/zowe-mcp Zowe MCP Server 19 Claude Code, Codex, Cursor, OpenCode 2 40,797 tok
mustel-py/mustel mustel.vercel.app Non-AI static analysis layer for AI coding agents - Ruff, Bandit & pip-audit unified into 19 Cursor 1 79 tok
DangQuangSE/team-development-skills 19 Claude Code, Codex, Cursor 75
smekai/taskplanner 19 Claude Code, Codex, Cursor, OpenCode 4 8,035 tok
hereisSwapnil/memwiki A persistent memory protocol for AI coding agents that gives projects a shared, markdown b 18 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 680 tok
DocRoms/Kronn Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shar 18 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 1,552 tok
salacoste/openapi-mcp-swagger salacoste.github.io Solve AI context window limits for API docs | Convert any Swagger/OpenAPI to searchable MC 18 Claude Code, Cursor 34
Hereon-InstituteMS/OASiS OASiS — an open-source agentic framework for verified multi-physics, multi-code simulation 18 GitHub Copilot, Cursor 2 1,572 tok
SkeneTechnologies/plg-skills 18 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 18 Codex, Cursor, OpenCode 2 997 tok
conectlens/lenserfight moon.lenserfight.com Turn AI prompts into reusable, versioned Lenses - organize with Tags and Threads, automate 18 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 67 1,849 tok
vibeforge1111/xmcp the most comprehensive mcp for X 18 Claude Code, Cursor 2 1,896 tok
gmf520/openspec-agents A state-machine-based multi-agent collaborative development framework. Driven by a main or 17 Claude Code, Codex, Cursor 40
jiawei686/wechat-dev-mcp Automatically debug WeChat mini programs and mini games from any AI client: capture screen 17 Codex, Cursor, OpenCode 2 1,404 tok
aixiaoxiang/xx-skills Use AI Agents effectively to turn ideas into launched products — for beginners, with 16 sk 17 Claude Code, Codex, Cursor, OpenCode 3 2,921 tok
sparesparrow/mcp-project-orchestrator Analyze user input to identify suitable design patterns and project templates. Orchestrate 17 Claude Code, Cursor 2 616 tok
adamwulf/mcp-template adamwulf.me A barebones MCP server implementation in Swift using loopwork-ai's mcp-swift-sdk. 17 Claude Code, Cursor 2 2,623 tok
kirklin/cursor-thinking Enhanced thinking chain and reasoning capabilities for Cursor AI Assistant | A set of rule 16 Cursor 1 3,164 tok
ashlrai/phantom-secrets phm.dev Stop AI coding agents from leaking your API keys. Local proxy + MCP that swaps real secret 16 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 5,964 tok
dotneet/aica aica(AI Code Analyzer) reviews your code using AI. Supports CLI and GitHub Actions. 16 Cursor 1 133 tok
fernandoabolafio/repobase repobase.dev Index and search your Git repositories with AI. Includes a terminal UI and MCP server for 16 Claude Code, Cursor 3
andrewhopper/itmcp MCP to provide secure IT tools for AI network troubleshooting (remote ssh, ping, nslookup, 16 Cursor 1 160 tok
profclaw/profclaw profclaw.ai AI agent engine with 22 chat channels, 65 tools, and 15 skills. Self-hosted, local-first, 16 Codex, Cursor, OpenCode 2 1,972 tok
gurkanfikretgunak/masterfabric_core pub.dev A comprehensive Flutter package core utilities, base classes, and shared logic for buildin 16 Claude Code, Codex, Cursor, OpenCode 3 54 tok
Nazruden/mcp-openvision MCP Server using OpenRouter models to get descriptions for images 16 Cursor 1 1,122 tok
GuiminChen/crate CRATE (Compile Raw Archives, Tracked in the vault, into Encyclopedic wiki) 16 Codex, Cursor, OpenCode 2 708 tok
lkk989/Deep-Research-MCP-Server Your AI-Powered Research Assistant. Conduct iterative, deep research using Google Gemini 2 16 Cursor 1 10,405 tok
Zenobia000/vibeCoding-mcp vibeCoding-mcp 16 Cursor 1 6,053 tok
zengxiaolou/Interactive-Feedback-MCP 16 Cursor 1 7,788 tok
gerred/mcp-server-replicate 16 Cursor 1 1,185 tok
wangqiqi/cursor-ai-rules 🤖 Cursor AI collaboration rules system — making AI a better programming partner. Provides 16 Claude Code, Cursor 5
ansible-tmm/mcp-demo mcp demo for AAP 16 Cursor 1 632 tok
datarobot-oss/datarobot-genai genai.datarobot.com Repository for datarobot-genai library 16 Claude Code, Codex, Cursor, OpenCode 3 260 tok
Cloud-Solutions-International/antikythera Automated test generation for spring apps 16 Codex, GitHub Copilot, Cursor, OpenCode 3 896 tok
HMAKT99/AKF akf.dev Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents 15 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,691 tok
jiten-singh-shahi/salesforce-claude-code npmjs.com Salesforce Claude Code Framework: 🚀 17 specialized subagents, 55 domain skills, and 29 ho 15 Claude Code, Cursor 58
asasugar/SuperSpec asasugar.github.io Spec-driven development (SDD) for AI-powered coding assistants 15 Claude Code, Codex, Cursor, OpenCode 20 2,431 tok
pdufour/browser-use-wasm pdufour.github.io 15 Cursor, Gemini CLI 2 738 tok
star-ga/mind-mem mindlang.dev Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. BM25F + vect 15 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 5,984 tok
abdullah1854/MCPGateway Open-source MCP server — progressive tool discovery, code execution, intelligent routing & 15 Claude Code, Codex, Cursor, OpenCode 17 18 tok
juanklagos/spec-driven-development-template juanklagos.github.io Operational SDD framework with AI guidance, GitHub Spec Kit workflows, and MCP support. 15 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 4,865 tok
verivus-oss/llm-cli-gateway llm-cli-gateway.dev MCP server providing unified access to Claude Code, Codex, Gemini, Grok and Mistral CLIs w 15 Claude Code, Codex, Cursor 19 7,380 tok
Pranav-Karra-3301/tuck tuck.sh manage your dotfiles! 15 Claude Code, Codex, Cursor, OpenCode 11 8,334 tok
T4wroot/agentic-seo t4wroot.github.io LLM-first SEO skill for AI coding assistants. Features 16 sub-skills, 10 specialist agents 15 Cursor 1 265 tok