How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,297Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,117 Codex23,281 OpenCode22,054 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
nagual69/MCP-Open-Discovery-with-AMQP linkedin.com MCP Open Discovery Server with AMQP Transport 2 GitHub Copilot 2 2,690 tok
chasko-labs/kiro-cli-custom-agent-screenpal-video-transcription Video-to-Document capabilities from the Kiro-CLI powered by a custom agent, MCP, Knowledge 2 GitHub Copilot 1 754 tok
trsdn/MistralDocAI-mcp npmjs.com MCP (Model Context Protocol) server for document-to-Markdown conversion using Mistral AI O 2 Codex, GitHub Copilot, OpenCode 2 1,599 tok
Holley-Studio/thesmos-governance holley.studio AI governance CLI, GitHub Action, VS Code extension & MCP server — 1,075 rules for Claude, 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 11,045 tok
keugenek/reactor keugenek.github.io Predict LinkedIn post performance before you publish. GO/WAIT/IMPROVE/NO verdict, impressi 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 611 tok
angrysky56/mcp_coordinator The MCP Coordinator is a self-optimizing orchestrator that bridges the gap between high-le 2 GitHub Copilot 1 880 tok
rebeccapowell/agent-atlas rebeccapowell.github.io A GitOps based MCP mesh to help organizations transform API's to an aggregated MCP tools c 2 GitHub Copilot 1 5,080 tok
prantikmedhi/lore NotebookLM orchestration for MCP clients (Codex/Cursor/Gemini/OpenClaw): repeatable pipeli 2 Codex, GitHub Copilot, OpenCode 2 685 tok
ariffazil/AAA aaa.arif-fazil.com [L1 GOVERNANCE] AAA — Surface layer: cockpit, A2A gateway, agent identity. Routes and disp 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,117 tok
sandraschi/speech-mcp FastMCP 3.2 speech gateway: FunASR local STT, Gemini Live/TTS, Hume, ElevenLabs cloning, w 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,891 tok
microsoft/Build26-BRK228-modern-resiliency-from-build-to-recovery-through-agentic-ai build.microsoft.com Resources for using the Resiliency Agent, Azure MCP Server, and Azure Advisor to identify 2 Codex, GitHub Copilot, OpenCode 2 1,029 tok
HaoZhang615/Azure-MCP-Server-Accelerator A complete solution accelerator for deploying Model Context Protocol (MCP) servers on Azur 2 GitHub Copilot 1 428 tok
illodev/taiga-mcp Full-featured MCP (Model Context Protocol) server for Taiga project management. Provides c 2 Claude Code, GitHub Copilot 20 2,278 tok
CloudDaddyZA/VisioIntegration AI-powered MCP server for creating Azure architecture diagrams in Visio and Draw.io — with 2 Claude Code, Codex, GitHub Copilot 2 1,690 tok
u9401066/HyperHierarchicalRAG HyperHierarchicalRAG: Combining Hypergraph Memory (HGMem) with Hierarchical Retrieval (Lig 2 Claude Code, GitHub Copilot 15 1,997 tok
gaarutyunov/quartr-mcp Quartr API MCP Server 2 GitHub Copilot 1 330 tok
gordcurrie/unifi-mcp MCP server written in Go that exposes UniFi home-network operations as tools 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,346 tok
wesleysimplicio/simplicio-loop simpleti.com.br 🔁 Finishes your entire backlog while you sleep. The AI orchestrator that DOES the work en 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode 17 8,789 tok
VenkataAnilKumar/Optivue AWS-first, human-in-the-loop FinOps platform — turns cloud cost insight into approval-gate 2 GitHub Copilot 1 2,252 tok
desteny-dev/pc-screen-control MCP server for Windows. Gives an AI the accessibility tree instead of screenshots, so it o 2 GitHub Copilot 1 4,904 tok
agronetlabs/ATF-AI agronet.ai Infrastructure-agnostic trust and governance protocol for autonomous agents, RWA privilege 2 GitHub Copilot 1 622 tok
RichardGeorgeDavis/Codex-Workspace A local-first multi-repo workspace system with shared runtime control, memory, docs, and a 2 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,610 tok
ashrafmusa/agenticana Self-learning AI agent kit for VS Code & GitHub Copilot - 20 agents, ReasoningBank memory, 2 GitHub Copilot 1 1,032 tok
mako10k/mcp-llm-generator MCP server for LLM text generation with template management using TypeScript SDK 2 GitHub Copilot 1 386 tok
pankaj28843/docs-mcp-server pankaj28843.github.io Multi-tenant MCP server for documentation search and retrieval. 2 Claude Code, Codex, GitHub Copilot, OpenCode 14 940 tok
Synapsor/Synapsor-Runner synapsor.ai Let AI agents query and update Postgres/MySQL without raw SQL, unrestricted schema access, 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,188 tok
shailesh17/mcp-httpserver-proxy A transparent proxy to bridge a local Model Context Protocol (MCP) server listening over H 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,740 tok
bradleybeatz1313/awesome-agents-md agents.md The Rosetta Stone for AI coding agents — production configs for every popular stack 2 GitHub Copilot 1 521 tok
TuckerWarlock/ai-instructions How to write great CLAUDE.md, AGENTS.md, Cursor rules, Kiro steering, and Copilot instruct 2 GitHub Copilot 1 560 tok
dev-lou/PixelPilot Stop AI slop. 91+ rules that force Cursor, Copilot & Windsurf to write unique, production- 2 GitHub Copilot 92 327,604 tok
MarkusNeusinger/cite-citadel markusneusinger.github.io LLM-maintained, fully-cited personal wiki in Open Knowledge Format — with an MCP server so 2 Claude Code, GitHub Copilot 5 29,347 tok
andiupn/andy-universal-agent-rules kuncimu.com 🛰️ Gold Standard AI-Agent coding rules & workspace governance template. Compatible with G 2 Codex, GitHub Copilot, OpenCode 2 1,914 tok
OpenCoven/coven-docs docs.opencoven.ai Official OpenCoven documentation site, built with Fumadocs and MDX. 2 Claude Code, Codex, GitHub Copilot 2 156 tok
yunze7373/openclaw-termux OpenClaw Termux Fork - Personal customizations 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,822 tok
GovOn-Org/GovOn govon-org.github.io Dong-A University field mirror-type linked project | GovOn Agentic Shell | Collaboration w 2 Codex, GitHub Copilot, OpenCode 2 923 tok
QWED-AI/qwed-infra docs.qwedai.com Deterministic verification layer for infrastructure as code. Verifies AWS IAM policies, ne 2 GitHub Copilot 1 205 tok
UnicornXOS/Chonost-manifest-os Chonost Manuscript OS is an intelligent manuscript management system designed to support c 2 Codex, GitHub Copilot, OpenCode 2 1,666 tok
squaduplabs/agent-ios squaduplabs.com Drive the iOS Simulator from the CLI for AI coding agents: accessibility snapshots with el 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,008 tok
microsoft/Build26-DEM312-multi-agents-in-action-with-3-ai-agents-3-frameworks-tools-models build.microsoft.com Demo resources showcasing multi-agent orchestration across three AI frameworks, tool integ 2 Codex, GitHub Copilot, OpenCode 2 1,029 tok
illodev/markdown-negotiation-for-agents WordPress plugin that serves content as Markdown via HTTP content negotiation. Clients sen 2 GitHub Copilot 1 2,772 tok
arijeetganguli/agent-code-tracker Track and calculate the percentage of code written by AI agents (like GitHub Copilot) vers 2 Claude Code, GitHub Copilot 2 348 tok
JJHbrams/Project-AMBER Local-first project memory for AI coding tools on Windows. Connect Claude Code, Codex and 2 Claude Code, Codex, GitHub Copilot, OpenCode 12 1,673 tok
NieZhuZhu/ai-harness-doctor npmjs.com 🩺 Doctor for your repo's AI harness — audit, merge & drift-guard scattered agent configs 2 Codex, GitHub Copilot, OpenCode 2 2,218 tok
imMamdouhaboammar/get-things-done Autonomous execution & work modeling engine for AI agents (Claude Code, ChatGPT, Codex, Ge 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 8 2,669 tok
rios0rios0/guide Software engineering standards for humans and AI coding assistants. 80+ guides covering ar 2 Claude Code, Codex, GitHub Copilot 23 4,809 tok
johnie/skills johnie.se Production-ready AI agent skills for development workflows. Agent-agnostic prompt template 2 Claude Code, GitHub Copilot 4 871 tok
sanchitnis/SrujanaSangama 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 28 1,825 tok
huqianghui/csa-ppt-plugin All-in-one presentation toolkit for Azure Cloud Solution Architects - Claude Code plugin w 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,725 tok
Surya8991/AgentMaster Meta-orchestrator for AI coding agents. Auto-routes tasks to 41+ skills across 21 categori 2 Claude Code, GitHub Copilot 2 13,776 tok
SpineEventEngine/config spine.io Dependencies and build configurations shared among subprojects 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,124 tok