How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
Pantheon-Security/chrome-mcp-secure Secure ChromeMCP Server - Query and Debugging sites using Google Chrome with additional se 8 Claude Code 1 1,339 tok
leonardsellem/hypermnesic Git-first memory for AI agents: Markdown files are truth, the index is disposable, writes 8 Codex, OpenCode 1 4,650 tok
YannBrrd/simple_snowflake_mcp 8 Claude Code 1 1,491 tok
Aetheria-Labs1/storefront-skills AI skill for building Shopify landing pages 8 Codex, OpenCode 1 588 tok
SummerSec/SumSec-Skills SummerSec personal custom Skill repository 8 Claude Code, Codex, OpenCode 6 4,072 tok
sahajamit/atlassian-cli CLI which is MCP alternative to talk to Atlassian Jira and Confluence 8 Claude Code 3 2,329 tok
Disrush/teamvibe Decision version control for team vibe coding. Track business decisions, detect conflicts, 8 Claude Code 5 —
Eliyce/paqad-ai paqad.ai Spec-driven development framework — AI agents that think before they type 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 22 640 tok
thrashr888/AllBeads allbeads.co A Boss Repository Architecture for Multi-Repo AI Agent Orchestration 8 Claude Code 4 4,866 tok
vepo/issues Sistema de Gestão de Mudanças 8 Claude Code, Codex, Cursor, OpenCode 25 4,153 tok
flanliulf/aiforge Sync AI coding configurations from any Git repository to Copilot, Claude Code, Cursor, and 8 Claude Code, Codex, Gemini CLI, OpenCode 53 1,374 tok
radu103/github-copilot-vscode-sap-dev-instructions 8 GitHub Copilot 5 1,955 tok
yldgio/vibe-vscode VS Code development workspace with GitHub Copilot instructions, coding guidelines, and pro 8 Codex, GitHub Copilot, OpenCode 10 9,149 tok
TechWatching/copilot-goodies A collection of custom instructions and prompts to enhance your GitHub Copilot experience 8 GitHub Copilot 1 551 tok
LWTlong/aida An open-source AI coding observability layer. Silently tracks vibe coding sessions via MCP 8 Claude Code 3 143 tok
andoop/sandtable 8 Claude Code, Codex, Cursor, OpenCode 17 1,749 tok
waelmas/codeplow Plugins for AI coding agents (Claude Code, Cursor, Codex CLI) that fight context rot and d 8 Claude Code, Codex, OpenCode 1 3,191 tok
Digidai/website2markdown mdget.dev Convert any URL to clean Markdown. Cloudflare Worker with 14 site adapters, MCP Server, Ag 8 Claude Code, Codex, OpenCode 2 440 tok
irskep/persistproc steveasleep.com MCP server to allow LLMs to manage and inspect long-running processes 8 Claude Code 2 502 tok
kacase/mcp-outlook An MCP Server for Microsoft Outlook using GraphAPI 8 Claude Code 1 333 tok
elevanaltd/debate-hall-mcp pypi.org Production-grade MCP server for Wind/Wall/Door multi-perspective debate orchestration 8 Claude Code 5 821 tok
elhamid/llm-council LLM Council fork with persistence, decision traces, stability fixes, repeatable checks, an 8 Claude Code, Codex, OpenCode 2 2,683 tok
janaraj/tnl Structured English contracts for AI coding agents — proposed by the agent, approved by you 8 Claude Code 2 1,811 tok
pietermyb/mcp-pdf-reader PDF Reader MCP Server for VS Code 8 GitHub Copilot 1 259 tok
BillDuke13/code-explainer-mcp A Cloudflare Worker that serves as an MCP (Model Context Protocol) server for code explana 8 Claude Code 5 925 tok
iamadi11/mcp-ui-poc mcp-ui-poc.vercel.app 8 Claude Code, Codex 37 747 tok
aegntic/aegntic-MCP AegnticMCP automates the creation and management of MCP servers, ensuring they are stable, 8 Claude Code 2 1,653 tok
LerianStudio/lerian-mcp-server A MCP server to support all Lerian's platforms. Enables AI assistants to interact with Mid 8 Claude Code, Codex, OpenCode 2 498 tok
sam-artuso/demo-mcp 8 Claude Code 1 4,687 tok
Mnehmos/mnehmos.ooda.mcp OODA loop MCP server with filesystem, CLI, and automation tools 8 Claude Code 1 1,397 tok
Automattic/wordpress-reader-mcp 8 Claude Code 1 2,408 tok
angrysky56/openended-philosophy-mcp AI Reasoning system that combines OpenEnded Philosophy with Non-Axiomatic Reasoning System 8 Gemini CLI 1 1,124 tok
druce/MCP Experiments with Model Context Protocol 8 Claude Code 1 1,412 tok
ZenlixAI/echo-mcp Echo structured messages to drive the states of an agent client 8 Claude Code, Codex, OpenCode 3 1,979 tok
bahamoth/rust-minidump-mcp pypi.org Empower AI agents to understand crash dumps through MCP server 8 Claude Code 1 1,784 tok
SylphxAI/filesystem-mcp npmjs.com ARCHIVED non-primary. Prefer Citra/Iris/Cue/Prism/Spine/Lookout. 8 Codex, OpenCode 1 455 tok
xhiroga/blender-mcp-senpai 8 Claude Code, Codex, Cursor, OpenCode 3 496 tok
tenzir/mcp Tenzir MCP server 8 Claude Code 1 —
shinshin86/mcp-simple-aivisspeech A Model Context Protocol (MCP) server for seamless integration with AivisSpeech text-to-sp 8 Claude Code 1 1,350 tok
sandersouza/grafanaFastMCP link.mercadopago.com.br Python FastMCP Server / CLI ( OpenAI Compliance ), com suporte a transportes Server-Sent E 8 GitHub Copilot 1 401 tok
epilande/gemini-grounding An MCP server that provides real-time information using Google Gemini's grounding capabili 8 Claude Code 1 782 tok
Flux-Point-Studios/unreal-mcp Unreal Engine MCP (Model Context Protocol) server for AI-powered automation 8 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 2,743 tok
TheodorStorm/brainstorm-mcp borgmcp.ai Archived multi-agent coordination prototype superseded by Borg MCP. 8 Claude Code, Codex, OpenCode 2 3,840 tok
elct9620/perplexity-ask-openrouter The Perplexity Ask MCP Server use OpenRouter 8 Claude Code 1 989 tok
acoyfellow/mcpu MCP control surface for a Cloudflare Artifacts repo. Bootstrap from GitHub, then edit, com 8 Codex, OpenCode 1 82 tok
gianpieropuleo/radix-mcp-server A lightweight Model Context Protocol (MCP) server for Radix UI libraries (Themes, Primitiv 8 Claude Code 1 1,889 tok
VinnyVanGogh/gemini-code-assist-mcp Model Context Protocol server integrating Google Gemini CLI with Claude Code for AI-powere 8 Claude Code 1 1,761 tok
Poorgramer-Zack/copilot-mcp-tool MCP server that enables AI assistants to interact with Github Copilot cli, leveraging copi 8 Claude Code, Gemini CLI 2 2,443 tok
iterorganization/IMAS-Codex 8 Claude Code, Codex, OpenCode 14 28,793 tok
liquidz00/jamfmcp jamfmcp.readthedocs.io An async MCP server for Jamf Pro integration providing computer health analysis 8 Claude Code 1 1,765 tok