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
Ching-Chiang/comsol-mcp 11 Claude Code, Codex, OpenCode 2 2,253 tok
david-strejc/sage-mcp 🧙 SAGE-MCP: Simple AI Guidance Engine for Claude - Universal AI assistant with smart mode 11 Claude Code 1 1,257 tok
hi0001234d/coding-agent-mcp-tools Curated list of coding agents and MCP tools for maintenance, debugging, and development wo 11 Claude Code 2 688 tok
ezhou89/medical-research-mcp-suite AI-Enhanced Medical Research API unifying ClinicalTrials.gov, PubMed, and FDA databases wi 11 Claude Code 1 2,349 tok
Tai-DT/mcp-tailwind-gemini MCP Tailwind Gemini - AI-powered CSS generation and framework integration tool 11 GitHub Copilot 1 494 tok
aryaminus/controlkeel controlkeel.com Agent control plane for governed AI coding: validate changes, enforce policy gates, track 11 Codex, OpenCode 1 2,323 tok
lilepeeps/Azure-DrawIO-MCP Generate editable Draw.io diagrams for Azure architectures via MCP 11 Claude Code, Codex, GitHub Copilot 2 2,006 tok
sack-kazu/UnityNaturalMCPExtensionTools 11 Claude Code 1 2,682 tok
kensou24/evernote-mcp 11 Claude Code, Codex, OpenCode 2 1,743 tok
chat-prompt/notion-mcp-fast 11 Claude Code 1 1,013 tok
HaseebKhalid1507/VelociRAG pypi.org Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch. 11 Codex, OpenCode 1 2,908 tok
PatrickKoss/docsearch-mcp ripgrep for docs but via MCP 11 Claude Code 1 3,445 tok
dstars-oss/dbgx-mcp WinDbg extension DLL written in C++ that exposes an MCP-compatible HTTP endpoint. 11 Claude Code, Codex 11 795 tok
clavia-labs/mcp-to-cli 11 Claude Code 1 770 tok
ymxfl/dom-pointer-mcp DOM Pointer MCP bridges the gap between browsers and AI coding tools. Instead of manually 11 Claude Code 1 1,330 tok
Mzaxd/dm8-mcp Dameng Database MCP 11 Codex, OpenCode 1 878 tok
swen128/cloud-logging-mcp MCP server for querying Google Cloud Logging 11 Claude Code 1 534 tok
ajevans99/swift-mcp-toolkit Strongly typed MCP tools in Swift 11 Codex, OpenCode 1 365 tok
wmill/minecraft-api-mcp 11 Claude Code, Codex, OpenCode 2 8,269 tok
mosif16/Doc-Mcp 11 Claude Code 1 8,572 tok
mattjoyce/mcp-construe A FastMCP server that loads personal context from Obsidian vaults using frontmatter filter 11 Claude Code 1 1,755 tok
aplaceforallmystuff/mcp-local-llm MCP server for delegating mechanical tasks to local LLMs via Ollama. Claude does the think 11 Claude Code, Codex, Gemini CLI, OpenCode 3 383 tok
chriscox/agent-skills Reusable skills for AI coding agents — Claude Code, Codex, Gemini CLI, and OpenClaw 11 Claude Code 1 1,200 tok
Lians-ai/Lians lians.ai Evidence-backed proof of done for Claude Code, Codex, Cursor, and other AI coding agents. 11 GitHub Copilot 1 285 tok
mblua/AgentsCommander agentscommander.dev Run multiple CLI coding agents (Claude Code, Codex, Antigraivity, OpenCode, Pi, etc) as a 11 Claude Code 3
CreatmanCEO/ai-context-hierarchy Three-level context hierarchy for AI coding agents — featured in Graphify v5.0 roadmap. St 11 Claude Code 1 859 tok
outreachmagic/outreachmagic outreachmagic.io Open source GTM intelligence for AI agents 11 Codex, OpenCode 1 1,083 tok
arpitkath/backstory Local-first memory for AI-assisted coding. Git shows what changed. Backstory shows why. 11 Claude Code 3 723 tok
jamillazarev/multica-ops ai.jamillazarev.com Mops 🐶 — your Executive Advisor for Multica: builds and runs an autonomous company of AI 11 Claude Code, Codex, Gemini CLI, OpenCode 3 7,865 tok
JHostalek/dotclaude jhostalek.github.io Agent skills for agentic coding tools. Extremely opinionated. Updated (almost) daily. 11 Claude Code 1 1 tok
zalom/plastic Intent-driven Agent OS for Human-in-the-loop. Fancy autonomuos delivery mode or guided? 11 Claude Code, Codex, OpenCode 3 2,163 tok
zircote/human-voice Detect and eliminate AI writing patterns in your content. This Claude Code plugin performs 11 Claude Code, GitHub Copilot 3 1,793 tok
masterleopold/book-capture Claude Code plugin for capturing books from Kindle, Apple Books, or PDF — screenshot, OCR 11 Claude Code 1 1,109 tok
crevissepartners/projmux A tmux-native workspace for multi-agent AI development across Claude Code, Codex, and An 11 Codex, OpenCode 1 3,432 tok
zekker6/devsandbox zekker6.github.io Run AI coding agents in a per-project sandbox that keeps your real dev environment. Your s 11 Claude Code 1 13,020 tok
sandeep84397/agent-brain Persistent decision memory for AI coding agents. MCP server for Claude Code, Cursor, Cline 11 Codex, OpenCode 1 434 tok
zircote-plugins/sdlc-quality Software Development Lifecycle standards plugin for AI coding assistants. Enforces build, 11 Codex, GitHub Copilot, OpenCode 2 2,660 tok
usewire/wire-memory usewire.io Persistent memory plugin for AI coding agents. Captures decisions, corrections, and patter 11 Claude Code 1 480 tok
YGao2005/scholar-feed-mcp scholarfeed.org MCP server for searching 600,000+ CS/AI research papers with citation graphs, full text, e 11 Claude Code 1 2,034 tok
victorzhong0110/skill-evolution pypi.org Evolve AI agent skills through iterative meta-skill-driven optimization. Inspired by Skill 11 Claude Code 1 210 tok
aws-samples/sample-claude-code-multi-model Run Claude Code with any foundation model on Amazon Bedrock (43 models) or a self-hosted m 11 Claude Code, Codex, OpenCode 6 527 tok
arcobaleno64/agy-plugin-cc agy-plugin-cc is a Claude Code companion for running Gemini CLI or Antigravity CLI (agy) a 11 Claude Code 1
second-state/vibetty vibekeys.dev Share a live AI agent terminal to smart hardware (vibekeys, vibewatch, etc.) over MQTT; ca 11 Claude Code 1 4,578 tok
Akshat2634/Codelens-AI codelensai-dev.vercel.app Local-first ROI analytics for Claude Code, OpenAI Codex, and GitHub Copilot 11 Claude Code, Codex 2 4,204 tok
karnstack/flue flue.sh terminal multiplexer in the browser accessible from any device you own. 11 Claude Code 1 351 tok
Habib0x0/spec-driven-plugin habib0x0.github.io Spec-Driven Development Plugins For ClaudeCode/Codex 11 Claude Code 1 2,414 tok
n24q02m/mnemo-mcp mcp.n24q02m.com Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited. 11 Claude Code, Codex, OpenCode 2 5,981 tok
kentaccn/paste-to-tmux Drop a clipboard screenshot or a local file into a remote tmux pane over SSH — straight in 11 Claude Code 1 5 tok
GigleAI/cavil-loop Async coding agents driven by GitHub labels — your AI works in parallel while you sleep. 11 Codex, OpenCode 1 5,406 tok
julienamorgan/signal-prospecting-kit climategrowthadvisors.com Find B2B prospects the moment they're in-market. Six Claude Code skills that detect buying 11 Claude Code 5