How real projects configure their agents

3,528 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
ddalcu/ghost-canvas AI-controlled visual design tool. LLM designs, humans view. 20 Claude Code, GitHub Copilot 4 3,921 tok
neronotte/Greg.Xrm.Mcp MCP Server(s) for Power Platform Development 20 GitHub Copilot 1 142 tok
scarecr0w12/whmcs-mcp-tool 20 GitHub Copilot 1 363 tok
savannah-i-g/nanotracker-api-sdk Drive a live nanoTracker session (https://federatedindustrial.com/tracker) from any AI cod 20 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,370 tok
pierreb-devkit/Node weareopensource.me :computer: Node - Boilerplate Back : Express, Jwt, Mongo, Sequelize 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,293 tok
jacksonjp0311-gif/Cortex Local-first memory for AI coding agents. Indexes your repo and delivers bounded, provenanc 20 GitHub Copilot 1 166 tok
linuxfoundation/lfx-mcp LFX MCP (Model Context Protocol) Server 20 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,070 tok
goodguy1963/Copilot-Cockpit Copilot Cockpit is the kanban board system for AI work in VS Code: planning and triage, ex 20 Claude Code, Codex, GitHub Copilot 17 142 tok
B3Pay/ic-reactor ic-reactor.b3pay.net IC-Reactor: A suite of JavaScript libraries for seamless frontend development on the Inter 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,164 tok
AzureAD/microsoft-identity-abstractions-for-dotnet Contains interfaces and data classes used in the .NET Microsoft authentication libraries ( 20 GitHub Copilot 1 38 tok
AB-Lindex/github-copilot Organizational baseline configuration for GitHub Copilot with standardized chat modes, ins 20 GitHub Copilot 1 40 tok
footprintjs/footPrint footprintjs.github.io The flowchart pattern for backend code — self-explainable systems that AI can reason about 20 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 15,695 tok
nirholas/analyze-ethereum-address Analyze Efficient Ethereum Addresses 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 616 tok
marjoballabani/hypergrep A better grep for AI agents. Structural search, call graphs, impact analysis, semantic com 20 GitHub Copilot 1 414 tok
sandraschi/ocr-mcp FastMCP server providing advanced OCR capabilities with current state-of-the-art models (D 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 822 tok
MiguelTVMS/tplink-omada-mcp hub.docker.com MCP server for TP-Link Omada Controller. Use your prefered AI agent to see all the informa 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,435 tok
saniales/ai-lesson-planner Chat-first toolkit for teachers to plan complete courses and lessons with multi-agent work 20 GitHub Copilot 1 720 tok
kajitiluna/erd-designer kajitiluna.github.io Free, open-source ERD designer for browser, VS Code & Google Drive — with AI agent integra 20 Claude Code, GitHub Copilot 3 268 tok
Kminer2053/demo-video-skill Demo videos created by coding agents — properly showcase your vibe coding results. 20 Codex, GitHub Copilot, OpenCode 2 1,441 tok
pimcore/studio-backend-bundle Studio Backend bundle 20 Claude Code, Codex, GitHub Copilot 3 1,670 tok
nirholas/g1t nirholas.github.io 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 770 tok
Macavity/mapeditor Online TileMap Editor for json/tmx files exported from Tiled. 20 GitHub Copilot 1 815 tok
JustinGrote/ExcelFast A high performance PowerShell module for importing, exporting, and manipulating Excel File 20 GitHub Copilot 1 672 tok
MartinLoeper/claude-o-meter CLI tool to extract Claude AI usage metrics as JSON for status bars like HyprPanel. Includ 19 Claude Code, GitHub Copilot 2 1,583 tok
danmartinez78/VectorClaw Anki Vector + OpenClaw integration via MCP. Give your AI assistant a body. MCP server con 19 GitHub Copilot 1 418 tok
ehsanghaffar/einbiogpt bio.eindev.ir An intelligent web application built with Next.js, Tailwind CSS, and OpenAI's GPT models. 19 Codex, GitHub Copilot, OpenCode 2 2,000 tok
openapi/mcp-server console.openapi.com 🧠 A powerful, fully featured MCP Server for interacting with AI agents powered by @Openap 19 GitHub Copilot 1 1,021 tok
fortify/skills opentext.com AI agent skills for OpenText Fortify — SAST/DAST/SCA scanning, vulnerability triage, remed 19 Claude Code, GitHub Copilot 1 1,613 tok
goldspanlabs/optopsy-mcp Rust-based rewrite of Optopsy: An options backtesting engine exposed via Model Context Pro 19 Claude Code, GitHub Copilot 2 8,111 tok
sbroenne/mcp-server-powerpoint powerpointmcpserver.dev Automate real Microsoft PowerPoint with AI via MCP Server or CLI - slides, shapes, tables, 19 GitHub Copilot 6 10,417 tok
TALXIS/tools-cli Provide your coding agent with tools and skills to make it build, deploy and troubleshoot 19 GitHub Copilot 1 143 tok
spences10/mcp-sqlite-tools A Model Context Protocol (MCP) server that provides comprehensive SQLite database operatio 19 GitHub Copilot 1 239 tok
nativesoil/handover nativesoil.dev An open JSON format and local toolchain for carrying an AI assisted project's working stat 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,002 tok
docdyhr/simplenote-mcp-server MCP Server for Simplenote integration with Claude Desktop 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,943 tok
Bugb-Technologies/guardlink guardlink.bugb.io AI-maintained security annotations for code. Continuous threat modeling, enforced in CI. 19 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 14,840 tok
smartzan63/lucid-mcp-server 19 GitHub Copilot 1 323 tok
lexmount/browseruse-agent-bench lexmount.github.io Real-world browser-agent benchmark: 210 tasks across 107 websites, multi-agent/multi-brows 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,862 tok
V0ightt/Rassam rassam.dev Rassam is an agent that lets you create flowcharts and convert them to code and vice versa 19 Claude Code, GitHub Copilot 2 2,661 tok
Hiroki-org/jules-extension marketplace.visualstudio.com VSCode extension for google Jules API 19 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,767 tok
ramalamadingdong/frc-rag-mcpserver This contains a MCP Server that has all the documentation for WPILib. 19 GitHub Copilot 1 510 tok
Godzilla675/agentic-ai-tool-suite A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. 19 GitHub Copilot 1 2,311 tok
MP-Tool/komodo-mcp-server Model Context Protocol Server for Komodo 🦎 - Enables AI assistants to interact with Docke 19 GitHub Copilot 7 8,917 tok
pandosme/make_acap A collection of demo ACAP that utilize various services in Axis Cameras. These can be use 19 GitHub Copilot 1 904 tok
nokia/mcp-redfish 19 Codex, GitHub Copilot, OpenCode 2 4,668 tok
phil65/LLMling Easy MCP (Model Context Protocol) servers and AI agents, defined as YAML. 19 GitHub Copilot 1 140 tok
paulyuk/snap-squad Warm-start addon for bradygaster/squad — pre-baked agent squads for hire for instant deplo 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,506 tok
context-foundry/context-foundry contextfoundry.dev Stop vibe coding. Start building. 19 Claude Code, GitHub Copilot 9 2,921 tok
MohamedAbdallah-14/prompt-to-asset npmjs.com MCP server + CLI for production-grade software assets (logos, app icons, favicons, OG, ill 19 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 17 20,707 tok
doublegate/CyberChef-MCP doublegate.github.io Model Context Protocol server for CyberChef — exposes GCHQ's "Cyber Swiss Army Knife" as A 19 Claude Code, Codex, GitHub Copilot, OpenCode 6 12,815 tok
SkeneTechnologies/plg-skills 19 Codex, GitHub Copilot, Cursor, OpenCode 3 596 tok