How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
Looted/kibi Kibi is a requirement-conformance layer for AI coding agents that keeps product intent con 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,280 tok
franklesniak/copilot-repo-template Reusable template for AI-assisted repositories with shared coding-agent instructions, CI v 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 141,988 tok
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 6 652 tok
YosefHayim/launch-store npmjs.com Self-hosted CLI for building, signing, and shipping Expo/React Native apps to TestFlight a 8 Claude Code, Codex, OpenCode 6 2,310 tok
thrashr888/AllBeads allbeads.co A Boss Repository Architecture for Multi-Repo AI Agent Orchestration 8 Claude Code 4 4,866 tok
florafauna-ai/flora-mcp-skills 8 Claude Code 8
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
timstewart-dynatrace/Best-Practice-Notebooks ** not officially supported by Dynatrace ** these notebooks were sourced from official doc 8 Codex, OpenCode 1 1,807 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
youssefsz/agentdoctor agentdoctor.youssef.tn Audit repositories for AI coding agent readiness. 8 Claude Code, Codex, OpenCode 2 1,233 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
0x1abin/matter-controller-mcp An MCP server for Matter Controller, enabling AI agents to control and interact with Matte 8 Claude Code 1 248 tok
Digidai/website2markdown md.genedai.me Convert any URL to clean Markdown. Cloudflare Worker with 14 site adapters, MCP Server, Ag 8 Claude Code, Codex, OpenCode 2 440 tok
pab1it0/polymarket-mcp A Model Context Protocol (MCP) server for Polymarket's Gamma Markets API. 8 Claude Code 1 516 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
wangyendt/wayne-skills Including self-designed agent skills and pywayne skills 8 Claude Code, Codex, OpenCode 2 1,863 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
longportapp/openapi open.longportapp.com Longport OpenAPI SDK Base. 8 Claude Code, Codex, OpenCode 2 1,222 tok
pietermyb/mcp-pdf-reader PDF Reader MCP Server for VS Code 8 GitHub Copilot 1 259 tok
ExceptionRegret/Kryfto The open-source web-browsing backend for AI agents & workflow engines. Ships a 42-tool MCP 8 Codex, OpenCode 1 640 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
Code-Hex/light-research-mcp A lightweight MCP server for LLM orchestration with DuckDuckGo/GitHub Code search and cont 8 Claude Code 1 1,082 tok
iamadi11/mcp-ui-poc mcp-ui-poc.vercel.app 8 Claude Code 15 531 tok
Bbeierle12/Skill-MCP-Claude Visual web interface for managing Claude MCP skills with Flask API and Claude Code CLI int 8 Claude Code 1
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
apetta/agent-xlsx agent-xlsx.dev XLSX file CLI built with Agent Experience (AX) in mind. 8 Claude Code 1
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
jddunn/tenets tenets.dev Local-first MCP server for intelligent context that feeds your prompts 8 Cursor 1 511 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
yone-k/zaim-api-mcp A custom MCP server for working with the Zaim API. 8 Claude Code 1 3,547 tok
SylphxAI/filesystem-mcp npmjs.com ARCHIVED non-primary. Prefer Citra/Iris/Cue/Prism/Spine/Lookout. 8 Codex, OpenCode 1 455 tok
ebhattad/nfl-mcp 8 Codex, OpenCode 1 1,572 tok
DiscoClaw/discoclaw Discoclaw: CLI-first Discord bridge for agent runtimes 8 Claude Code, Codex, OpenCode 2 1,242 tok
marfoerst/the-pragmatic-pm makeitnice.de Hopefully the only Toolkit you need to become a successful PM 8 Claude Code 1 500 tok
xhiroga/blender-mcp-senpai 8 Claude Code, Codex, Cursor, OpenCode 3 496 tok
tenzir/mcp Tenzir MCP server 8 Claude Code 1