How real projects configure their agents

3,523 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
kubeflow/mcp-server MCP Server for AI-Assisted Development with Kubeflow Tools 43 Codex, GitHub Copilot, OpenCode 2 2,802 tok
vaquarkhan/data-engineering-agent-skills vaquarkhan.github.io Production-grade Agent Skills for data engineering AI agents: 73 workflows, platform prese 43 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,482 tok
raffertyuy/github-copilot-prompts 43 Claude Code, GitHub Copilot 14 1,117 tok
hiero-ledger/solo An opinionated CLI tool to deploy and manage standalone test networks. 43 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,479 tok
Robotti-io/copilot-security-instructions ✨ A customizable copilot-instructions.md ruleset & prompts to guide GitHub Copilot toward 42 Claude Code, Codex, GitHub Copilot 12 1,869 tok
mits-pl/wove Open-source AI coding agent. Desktop app, bring your own model. Writes code, browses the w 42 Claude Code, GitHub Copilot 18 816 tok
szaffarano/org-mcp-server MCP server for org-mode and org-roam knowledge base management 42 Claude Code, GitHub Copilot 2 3,250 tok
microsoft/DataFactory.MCP nuget.org 42 Claude Code, Codex, GitHub Copilot 15 524 tok
qorstack/qorstack-report report.qorstack.com 42 Codex, GitHub Copilot, OpenCode 2 1,658 tok
twitbruv/twitbruv 42 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,081 tok
Sunagatov/Lexora A modern English vocabulary learning app focused on topic-based study, fast review, and pr 42 Claude Code, Codex, GitHub Copilot, OpenCode 5 976 tok
AndreRatzenberger/cursor-rules My personal cursor rules. Requirements Engineering. Auto Commits. Auto everything. 42 GitHub Copilot 1 702 tok
FouadMagdy01/RNCopilot Production-ready React Native Expo starter template with auth, theming, i18n, and 33+ UI 42 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 7 11,654 tok
sandialabs/atlas-ui-3 A LLM chat UI. 42 Claude Code, Codex, GitHub Copilot, OpenCode 6 6,054 tok
dvdxfv/skill-writing-dna Writing DNA + AI rewriting skill workflow: a paper/document rewriting pipeline based on an 42 Claude Code, Codex, GitHub Copilot 4 10,844 tok
NuGuardAI/nuguard nuguard.ai AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests 42 Claude Code, Codex, GitHub Copilot, OpenCode 7 4,771 tok
laurentvv/crawl4ai-mcp-llm crawl4ai-mcp-llm-doc.vercel.app Web crawling tool that integrates with AI assistants via the MCP 41 GitHub Copilot 1 146 tok
microsoft/Agent365-python 41 Claude Code, GitHub Copilot 14 3,204 tok
ttxttx1111/sts2-llm GitHub Copilot player agent customization pack for Slay the Spire 2 via STS2MCP 41 GitHub Copilot 4 1,889 tok
ndepend/NDepend.MCP.Server ndepend.com A suite of MCP tools that provides in-depth workspace analysis, advanced code inspection, 41 GitHub Copilot 1 1,014 tok
yujiosaka/knowhub Synchronize AI coding–agent knowledge files (rules, templates, guidelines) across your pro 41 Claude Code, GitHub Copilot 2 1,927 tok
codemillmatt/awesome-copilot-example Follow along example repo showing how custom instructions, prompts, and chat modes work! 41 GitHub Copilot 1 346 tok
nitinjain999/platform-skills A platform engineering handbook covering Kubernetes, OpenShift, Argo CD, Flux CD, AWS, Azu 41 Claude Code, GitHub Copilot, Cursor 3 7,970 tok
askdba/mysql-mcp-server MySQL Server implementation for Model Context Protocol (MCP) written in Go. 41 Codex, GitHub Copilot, OpenCode 2 550 tok
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 41 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 906 tok
putervision/spc spaceproofcode.com High-performance zero-dependency static analysis tool enforcing NASA Power of Ten rules ac 40 Claude Code, GitHub Copilot 2 3,510 tok
nirholas/universal-crypto-mcp mcp.giving Universal MCP server for AI agents to interact with any* blockchain via natural language a 40 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 802 tok
personamanagmentlayer/pcl pclang.org Persona Control Language (PCL) 40 Claude Code, GitHub Copilot 2 8,242 tok
barun-saha/kodeagent kodeagent.readthedocs.io The minimal AI agent engine 40 GitHub Copilot 1 173 tok
ccampora/mcp_xpp Experimental MCP server for Dynamics 365 F&O X++ development. Provides object creation, mo 40 GitHub Copilot 1 313 tok
tontoko/fast-playwright-mcp npmjs.com FAST Playwright MCP server 40 GitHub Copilot 1 338 tok
RajjjAryan/career-copilot AI-powered job search pipeline for AI coding agents 40 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 465 tok
iPythoning/b2b-sdr-hermes-skill Autonomous AI SDR skill for Hermes Agent — finds buyers, qualifies leads, sends outreach, 40 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 1,096 tok
mendix/web-widgets marketplace.mendix.com Mendix Platform supported widgets and modules for web 40 Claude Code, Codex, GitHub Copilot, OpenCode 45 4,389 tok
cybergarage/go-matter 40 GitHub Copilot, Gemini CLI 2 1,723 tok
sushichan044/cc-hooks-ts npmjs.com Define Claude Code hooks with full type safety. 39 Claude Code, Codex, GitHub Copilot, OpenCode 37 1,322 tok
honeydew-ai/honeydew-ai-coding-agents-plugins honeydew.ai Honeydew AI plugins for coding agents (Claude Code, Codex, Cursor, Github Copilot, Gemini, 39 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,103 tok
TriV3/MCP-Kali-Server Automates Kali Linux pentesting with MCP: programmatic access to popular tools, SSH and re 39 GitHub Copilot 1 116 tok
FerroxLabs/wayland-core getwayland.com Multi-provider AI agent CLI written in Rust 39 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,106 tok
digitarald/vscode-agent-todos marketplace.visualstudio.com Gives VS Code agent mode planning superpowers with dynamic todo lists 39 Claude Code, GitHub Copilot 2 5,384 tok
Patrick-Healy/tikz-diagrams-skill 39 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 589 tok
troystaylor/SharingIsCaring A collection of Power Platform custom connectors, MCP servers, and connector code samples 39 GitHub Copilot 2 5,054 tok
mafzaal/d365fo-client thedataguy.pro A comprehensive Python client library and MCP server for Microsoft Dynamics 365 Finance & 39 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,837 tok
Wolfe-Jam/faf-cli faf.one The context every AI coding agent reads — authors AGENTS.md, CLAUDE.md, GEMINI.md & .curso 39 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 1,939 tok
oak-invest/kiso oak-invest.github.io Kiso is a publishing engine that turns Open Knowledge Format (OKF) bundles into static web 39 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,405 tok
YoavLax/agent-compass agentcompass.ashymeadow-b5411f47.eastus.azurecontainerapps.io Get your repo ready for AI. 38 Claude Code, Codex, GitHub Copilot 5 979 tok
MicSm/boffin Staff-engineer layer for AI coding agents: routes per-edit architectural constraints and r 38 Claude Code, Codex, GitHub Copilot, OpenCode 3 7,626 tok
lineai-intelligence/lineai-mcp-server codelogic.com An MCP Server to utilize Lineai's rich software dependency data in your AI programming ass 38 GitHub Copilot 1 714 tok
Aboudjem/ERC-3643 ERC-3643 - Raptor Version is a simple, educational look at the T-REX standard. Using Solid 38 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,713 tok
jamesmontemagno/spec-driven-app-template This is a template for using agent mode with MCP servers to do research driven development 38 GitHub Copilot 2 200 tok