How real projects configure their agents

3,700 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
theelderwand/tradestation-mcp 6 GitHub Copilot 1 2,693 tok
Anselmoo/mcp-ai-agent-guidelines anselmoo.github.io A Model Context Protocol (MCP) server offering professional tools and templates for hierar 6 GitHub Copilot 4 2,239 tok
DTeam-Top/mcp-oauth 6 GitHub Copilot 1 3,443 tok
jellythomas/mcp-atlassian-with-bitbucket 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
mako10k/mcp-shell-server Secure Model Context Protocol server for shell operations and terminal management 6 GitHub Copilot 1 299 tok
kpeacocke/souschef kpeacocke.github.io AI-powered MCP server for Chef-to-Ansible migration & Ansible upgrades: 48 tools for cookb 6 GitHub Copilot 1 5,853 tok
peterbud/nitro-mcp-server MCP (Model Context Protocol) server powered by Nitro 6 GitHub Copilot 1 2,069 tok
dvd90/chassis dvd90.github.io Lightweight, decorator-driven Express + TypeScript backend starter — clone, run, ship. AI- 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,829 tok
KevinRabun/FedRAMP20xMCP MCP server for querying FedRAMP 20x requirements with Azure-first guidance 6 GitHub Copilot 2 3,979 tok
dynamitecircle/dc dynamitecircle.com The official Python client for the Dynamite Circle Member API — your own profile, trips, e 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,269 tok
yohasacura/drawio-mcp MCP server for creating draw.io / diagrams.net XML files programmatically 6 GitHub Copilot 2 11,422 tok
Gunnarguy/PlaudBlender Self-hosted Plaud recording pipeline: SQLite and Qdrant timeline, Gemini processing, MCP s 6 Claude Code, GitHub Copilot 4 2,814 tok
zircote-plugins/adr zircote-plugins.github.io Claude Code plugin for complete ADR lifecycle management with multi-format support (MADR, 6 GitHub Copilot 1 256 tok
marcominerva/McpServerAspNetCore Minimal implementation of an MCP sample server featuring API Key authentication, CORS supp 6 GitHub Copilot 1 1,001 tok
smss123/ABP-ai-skills skill and agent to make your ai strong in abp work and project 6 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 5 6,924 tok
rodionlim/portfolio-manager-go Your own personal AI portfolio manager. Any OS. Any Platform. The penguin way. 🐧 6 Codex, GitHub Copilot, OpenCode 2 1,204 tok
erraggy/oastools erraggy.github.io OpenAPI Specification (OAS) tools for validating, parsing, fixing, converting, diffing, jo 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 20 11,190 tok
srnichols/plan-forge Forge rough ideas into drift-proof execution contracts for AI coding agents. 6-step pipeli 6 Claude Code, GitHub Copilot 13 23,658 tok
rnixai/rnix rnix.ai An operating system for AI agents — Unix philosophy: process, VFS, syscalls. Go 1.26. 6 Claude Code, GitHub Copilot 2 15,311 tok
Ducksss/LifeHack-2026 visa-woven.vercel.app Woven — an MCP commerce app for ChatGPT and Codex that builds compatible, in-stock carts a 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,009 tok
egarcia74/warp-sql-server-mcp egarcia74.github.io 🗄️ Model Context Protocol (MCP) server for SQL Server integration with Warp terminal. Exe 6 Codex, GitHub Copilot, OpenCode 3 1,702 tok
arxdsilva/opencoverage Self-hosted coverage API + dashboard for ingesting CI reports and tracking coverage deltas 6 GitHub Copilot 1 1,256 tok
leestott/generative-ui-foundry-hosted-agents Generative UI for AI agents on Microsoft Foundry: a .NET 10 Agent Framework agent over AG- 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,426 tok
All-The-Vibes/ATV-Phoenix Intent in, outcome out. A self-healing, self-learning/hill climbing harness that drives co 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,741 tok
o3-shop/shop-ce 6 Claude Code, Codex, GitHub Copilot, OpenCode 52 2,236 tok
mahimailabs/envoic mahimailabs.github.io Stay lean, Use envs responsible. More envs, injurious to your computer health 6 GitHub Copilot, Cursor 3 745 tok
Binclusive/Binclusive-Accessibility-Skills 6 GitHub Copilot 1 1,232 tok
camunda/camunda-7-to-8-migration-tooling docs.camunda.io Camunda 7 to 8 Migration Tooling (Data Migrator, Code Conversion, Diagram Converter) 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,818 tok
ANcpLua/ancplua-claude-plugins Marketplace of opinionated Claude Code Plugins 6 Claude Code, GitHub Copilot 2 4,536 tok
ziv-daniel/node-red-mcp MCP Node-RED Integration Server - Real-time Node-RED management via Model Context Protocol 6 GitHub Copilot 2 2,368 tok
tamirdresher/squad-for-kids Squad for Kids — AI-powered personalized learning teams for children. 6 Claude Code, Codex, GitHub Copilot 14 520 tok
nathfavour/vibeauracle nathfavour.github.io Aura vibe with the coolest agentic coding oracle 6 Claude Code, Codex, GitHub Copilot, OpenCode 6 1,192 tok
amitlals/sap-rpt1-oss-predictor claude.com SAP-RPT-1-OSS predictor Claude Skills 6 GitHub Copilot 1 672 tok
dl4rce/flaiwheel MCP Docs Vector - Documentation vectorization and search via MCP 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,983 tok
gpsnmeajp/ai-character-checker A collection of AI skills that attempt to analyze, diagnose, and automatically improve cha 6 GitHub Copilot 1 3,911 tok
JKorf/XT.Net cryptoexchange.jkorf.dev C#/.NET client library for the XT.com cryptocurrency exchange REST and WebSocket APIs, sup 6 Codex, GitHub Copilot, OpenCode 2 4,507 tok
biulight/shine biulight.github.io A fast Rust CLI for managing shell presets, app configs, and system bootstrap presets. 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,649 tok
TonisOrmisson/limesurvey-mcp Limesurvey MCP server 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,080 tok
zeyadelosherey/tapwisper-desktop tapwisper.ai TapWisper Desktop — Open-source, system-wide voice dictation with AI 6 Claude Code, GitHub Copilot 2 3,396 tok
dalehurley/codewithphp codewithphp.com Code with PHP series cover different topics coded using PHP. From beginning to advanced. 6 GitHub Copilot 1 2,632 tok
ciresnave/json-mcp-server Give your LLM the interface to JSON files they wish they had! 6 GitHub Copilot 1 337 tok
Johnaverse/chains-api A Node.js API query service built with Fastify that indexes and provides access to blockch 6 Claude Code, GitHub Copilot 2 7,213 tok
gingerol/UnrealEngine-ai-mcp UnrealEngine-ai-mcp 6 GitHub Copilot 1 287 tok
sandraschi/notepadpp-mcp MCP Server for Notepad++ automation with comprehensive file operations, plugin management, 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,026 tok
harrybin/visuals-mcp harrybin.de An MCP (Model Context Protocol) server that provides interactive visualizations for AI age 6 GitHub Copilot 1 3,498 tok
gabrielmahia/mpesa-mcp pypi.org MCP server for M-PESA Daraja API — STK push, B2C, balance, status. 7 tools. 6 Codex, GitHub Copilot, OpenCode 2 1,267 tok
austinsonger/GRC-Mapping-Analyst GRC Mapping Analyst is a NIST IR 8477-based toolkit for AI-assisted cybersecurity crosswal 6 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,100 tok
sapuyou45-bit/oraclebone sapuyou45-bit.github.io The bone cracks. The model reads. Audited divination for AI agents — tarot, I Ching, Xiao 6 GitHub Copilot 1 503 tok
ambiental-media/jor-mcp jormcp.ambiental.media MCP server for newsrooms, developed by Ambiental Media. / Servidor MCP para redações, de 6 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,600 tok
azuma520/cinematic-ui akseolabs.com A reasoning-first cinematic web design skill. Makes AI think like a film director — resear 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,879 tok