How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p 5 Claude Code, Codex, OpenCode 2 4,571 tok
bkalafat/DiffPilot MCP server for PR review tools - diff analysis, code review, and PR title/description gene 5 GitHub Copilot 1 596 tok
cmd8/excalidraw-mcp npmjs.com Model Context Protocol server for Excalidraw diagrams 5 Codex, OpenCode 1 327 tok
muba00/gitstandup Generate daily standup notes from your git commits using AI 5 GitHub Copilot 1 562 tok
agentailor/slimcontext-mcp-server agentailor.com MCP Server for SlimContext - AI chat history compression tools 5 Claude Code 1 636 tok
talonicdev/talonic-mcp Official Talonic MCP server. Lets AI agents extract structured data from any document via 5 Claude Code, Codex, OpenCode 2 6,536 tok
beyondwin/FixThis Point at any Jetpack Compose UI element, annotate it, and hand off source pinned prompts t 5 Claude Code, Codex, OpenCode 4 1,393 tok
mikhae1/kubeview-mcp A Modern, Lightweight MCP Server for Kubernetes 5 Claude Code, Codex 1 —
peter-fusek/oncofiles oncofiles.com Medical records scattered across Google Drive and Gmail? Oncofiles keeps the folder organi 5 Claude Code 3 17,163 tok
francisco-perez-sorrosal/cv Francisco Perez-Sorrosal's CV 5 Claude Code 1 653 tok
ironclawdevs27/Argus argus-qa.com AI-powered QA harness for Claude Code — automated bug detection via Chrome Dev-Tools Proto 5 Claude Code 1 21,088 tok
marshally/mcp-refactoring MCP server exposing Martin Fowler's refactoring catalog to LLMs 5 Codex, OpenCode 1 230 tok
simplifier-ag/simplifier-mcp An MCP server for integrating AI agents with the Simplifier Low Code Platform 5 Claude Code 1 808 tok
dioniipereyraa/memex Local-first MCP server that indexes your Claude.ai chats and exposes them to Claude Code ( 5 Claude Code 1 20,569 tok
magna-nz/backstory Search your data exports from Google, Telegram, Spotify, and Instagram in one place. Every 5 Gemini CLI 1 357 tok
xmpuspus/ph-civic-data-mcp pypi.org Philippine civic data as MCP tools: the full PSA OpenSTAT statistical catalog, hazards, we 5 Claude Code 2 4,321 tok
mockzilla/mockzilla-mcp mockzilla.org MCP server for Mockzilla. Let Claude Code, Cursor, and Gemini CLI install Mockzilla, inspe 5 Claude Code 1 3,210 tok
prasadabhishek/photographi-mcp Visual Intelligence Command Center - A Local Computer Vision Engine for Photo Libraries 5 GitHub Copilot 1 69 tok
piyushpathakqa/Vigilis Agentic QA framework: Claude authors, generates, triages & self-heals Playwright tests. MC 5 Claude Code, Codex, Cursor, OpenCode 3 2,755 tok
xxxoooxoxo/wiff Harness-agnostic, deterministic, resumable multi-agent workflows — plain-JavaScript orches 5 Codex, OpenCode 1 1,288 tok
RadOrigin-LLC/RAD-Claude-Skills Marketplace of plugins and skills for Claude Code 5 Claude Code, Codex, OpenCode 2 590 tok
glassBead-tc/audius-mcp-atris Audius MCP Server using Code Mode for lightning-fast search and analysis. (local-first for 5 Claude Code 10 1,172 tok
kenneives/design-token-bridge-mcp MCP server that translates design tokens between platforms — Tailwind, Figma, CSS to Mater 5 Claude Code 1 556 tok
mwieczorkiewicz/opcua-mcp An OPC-UA MCP Server - talk to your robots and PLCs 5 Claude Code 1 10,173 tok
pavelpiha/specrun MCP server that turns OpenAPI specs into tools and calls API 5 Claude Code 1 —
theagenticguy/agentic-plugins Public Claude Code plugin marketplace — installable skills and agents for AI coding agents 5 Claude Code 1 1,213 tok
amittamari/hop Fast full-text search and resume for coding-agent sessions 5 Claude Code, Codex, Cursor, OpenCode 17 694 tok
overdrive-dev/aihaus-flow Repository-local workflow, memory, and evidence contracts for coding agents (Claude Code, 5 Codex, OpenCode 1 690 tok
tremtec/maestro 🎵 Maestro - an LLM Orchestrator for your Agentic Opera 5 Codex, OpenCode 1 2,743 tok
xidik12/oculo getoculo.com Oculo — AI-Powered Native Browser. Cursor:VSCode :: Oculo:Chrome. 7 MCP tools, open-source 5 Claude Code 1 2,932 tok
BENZEMA216/tradingcoach tradingcoach.vercel.app A tool to help you review your trades 5 Claude Code 1 1,468 tok
Bind/skillz.sh agent skills manager 5 Codex, OpenCode 3 1,621 tok
ludan12138/buddy-companion A small toy skill for Codex and other code agents that adds a persistent ASCII companion p 5 Codex, OpenCode 1 533 tok
lkangd/cc-settings-preset A switchable, reusable runtime settings preset selector for Claude Code 5 Claude Code 2 —
swoopeagle/standardgraph swoopeagle.github.io International Education Standards MCP — CCSS, Singapore MOE, IB MYP and more. Grounding la 5 Claude Code, Codex, OpenCode 8 5,209 tok
Instant-Unicorn/morphbox iu.dev Built 100% With CC. Browser light sandboxed self building IDE wrapper for Claude Code 5 Claude Code 1 989 tok
PenguinAlleyApps/agents-of-the-alley penguinalley.com The context-engineering OS for multi-agent Claude Code projects. Template + discipline tha 5 Claude Code 1 891 tok
swDomass/AI_orchestrator Autonomous orchestrator for Claude/Gemini/Codex CLIs. Markdown-driven queue with multi-pro 5 Claude Code 1 7,772 tok
sidkandan/CLIronChef CLI and AI-agent control for Typhur Dome 2 and Sync ONE probe cooks 5 Claude Code, Codex, Gemini CLI, OpenCode 3 3,003 tok
nullism/goder goder.io A simple Golang TUI for agentic coding 5 Codex, OpenCode 1 581 tok
christopherlouet/claude-base christopherlouet.github.io Opinionated Claude Code foundation — Explore → TDD → Audit workflow, auto-detected stack p 5 Claude Code 18 —
skycube/junebug Agent skill that reduced the natural language to what's important. Stay with the most rele 5 Claude Code, Codex, Gemini CLI, OpenCode 3 776 tok
joeldevz/neurox Persistent memory for AI coding agents — your agent stops forgetting between sessions. One 5 Claude Code 1 2,202 tok
CxMYu/CcGlanceLine A fast, zero-dependency Claude Code status line for model, effort, context, prompt cache, 5 Claude Code 1 1,057 tok
pickjason/cc-windows A visual cc workspace 5 Claude Code, Codex, OpenCode 2 5,996 tok
SidCorp-co/forge Self-hosted lifecycle platform for software powered by Claude Code. Configurable pipelines 5 Claude Code 1 2,484 tok
dbc-oduffy/coordinator-claude An opinionated Claude operating system for PM-led engineering. Planning, enrichment, deleg 5 Codex, OpenCode 1 1,144 tok
0martinez/get-design-done Spec-driven design for Claude Code 5 Claude Code 1 387 tok
nisargpatel1906/Aethos_Memory Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Winds 5 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,164 tok
Lucas-Ren/ai-studio A complete system for using AI to create short videos, supporting Claude Code and Codex 5 Claude Code, Codex, OpenCode 3 166 tok