How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
Wh0FF24/whoff-agents whoffagents.com Production-tested Claude Code skills for multi-agent workflows. Free context-anchor skill 2 Codex, OpenCode 1 767 tok
ns408/agentic-lab A lab exploring agentic AI for Cloud and DevOps, built as small, runnable demos. Work in p 2 Claude Code 2 —
sandraschi/google-ai-mcp FastMCP 3.2 gateway for Google AI: Gemini chat, Nano Banana images, Veo video, Gemini Omni 2 Claude Code, Codex, OpenCode 2 990 tok
reachjalil/mcpexplained reachjalil.github.io Interactive, replayable explainers for the Model Context Protocol 2 Claude Code, Codex, OpenCode 2 159 tok
rushengzhou/sid-code sid-code.cc A terminal coding agent engineered around four goals: speed, cost, safety, and deep enterp 2 Claude Code 2 9,710 tok
a2z2k26/semantic-memory-mcp SQLite-backed semantic memory and coordination MCP server for multi-agent systems. 2 Claude Code 1 —
gordcurrie/unifi-mcp MCP server written in Go that exposes UniFi home-network operations as tools 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,405 tok
jakkapat-kingthong/Deep-research-agent huggingface.co Production-grade agentic research system with schema-enforced verifiable citations to elim 2 Claude Code 1 15 tok
foritin/r-code Session-first AI coding desktop app built with Rust, Tauri 2, React and TypeScript. 2 Codex, OpenCode 1 330 tok
kawin35k/ree-mcp ⚡ Connect to Spain's electricity grid using Claude, asking about demand, generation, price 2 Claude Code 1 4,581 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
Wolfsblvt/shelfbound-steam Shelfbound - make your real Steam library AI-readable via MCP. Open-source local core: Ste 2 Codex, OpenCode 1 822 tok
lessthanno/Layntra lessthanno.github.io Open-source Codex plugin and local Figma companion for controlled inspect, plan, apply, an 2 Codex, OpenCode 1 333 tok
vinicq/falsegreen-skill vinicq.github.io LLM skill that finds false-green tests across Python/TS/JS/Robot using the J1-J6 protocol 2 Claude Code, Codex, Gemini CLI, OpenCode 3 11,735 tok
buttjer/n8n-decanter buttjer.github.io The toolkit for building code-heavy n8n workflows — agent-first, MCP-native. 2 Claude Code, Codex, OpenCode 3 15,881 tok
the-events-calendar/mcp-server MCP Server for The Events Calendar 2 Claude Code 1 1,232 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
lidonation/Cardano-mcp Cardano's missing MCP server. Query UTxOs, decode datums, scaffold Aiken validators, watch 2 Claude Code, Gemini CLI 2 7,177 tok
Jane-o-O-o-O/ClawScope 🤖 Unified AI Agent Platform — Multi-model (OpenAI/Anthropic/LiteLLM), multi-channel (Slac 2 Codex, OpenCode 1 632 tok
Ratnam-Mishra/canvas-apps-plugin-codex Power Apps Canvas App plugin for ChatGPT Codex CLI - generate, edit, and scaffold canvas a 2 Codex, OpenCode 1 1,487 tok
yusufkucukates/mcp-prompt-optimizer The MCP server that turns vague AI prompts into production-ready instructions — works offl 2 Claude Code 1 1,595 tok
n-r-w/asteria MCP server for symbolic (LSP) code search 2 Codex, OpenCode 1 1,258 tok
OpenSystemsLab/mcp-cli opensystemslab.com MCP-CLI is a command-line tool for interacting with and testing Model Context Protocol (MC 2 Codex, OpenCode 1 1,025 tok
ajstars1/agent-os Archived terminal agent (never on npm). aos moved to github.com/ajstars1/aos 2 Claude Code 1 336 tok
Alan-512/ExperienceEngine Governance layer for coding agents that reuses real execution experience across OpenClaw, 2 Claude Code, Codex 4 —
wordlift/wordlift-gemini-cli-extension wordlift.io Official Gemini CLI extension for WordLift. Manage your Knowledge Graph with natural langu 2 Gemini CLI 1 107 tok
czechbol/hass-mcp HACS custom integration that mounts an MCP server inside Home Assistant with generic meta- 2 Claude Code 1 1,322 tok
subkoks/BEST-Self-Enhancement-Learning-AI BSELA — local control plane that learns from your coding AI sessions: captures, detects er 2 Claude Code, Codex, OpenCode 8 8,369 tok
yurymkomarov/opencode-agent-orchestration OpenCode-based multi-agent orchestration setup using ai-cli-mcp with Codex CLI, Claude Cod 2 Claude Code, Codex, Gemini CLI, OpenCode 3 628 tok
phenomenoner/Chatgpt-Codex-App-Plus phenomenoner.github.io Public-safe Codex bundle: local Context Canvas, A2A operations, pinned toolkit links, and 2 Codex, OpenCode 1 361 tok
pwang1997/wealth-hub-agent A financial intelligence platform powered by a multi-agent AI architecture, Model Context 2 Codex, OpenCode 1 971 tok
gethibiki/mcp gethibiki.com Model Context Protocol server for Hibiki — create and manage content from Claude, Cursor, 2 Claude Code 2 975 tok
gcake119/joplin-llm-wiki Local-first Joplin knowledge base tool: SQLite raw export, local/agent wiki compilation, C 2 Claude Code, Codex, Cursor 24 971 tok
halvrenofviryel/phionyx-research phionyx.ai Runtime evidence layer for agentic AI — signed audit chain, deterministic gate verdicts wi 2 Claude Code 4 —
cacity/ResearchBrain Windows-first, local-first AI research literature workspace: supports incremental Zotero s 2 Claude Code, Codex 6 —
haiiibin/claude-multi-agent-investing haiiibin.github.io Claude Code framework: 12 AI agents (Buffett/Munger/Burry personas + analysts) debate your 2 Claude Code 26 3,107 tok
airano-ir/mcphub AI-native management hub for WordPress, WooCommerce, and self-hosted services via Model Co 2 Claude Code 1 2,900 tok
JoshuaShunk/Harbor harbormcp.ai Universal MCP Hub — discover, install, run, and sync MCP servers across Claude Code, Codex 2 Claude Code 1 624 tok
MacromNex/boltz_mcp Boltz2 MCP server for protein structure and affinity prediction 2 Claude Code 1 1,890 tok
0GiS0/nerdearla-mcp Mis demos en Nerdearla Spain 2025 2 Codex, OpenCode 1 118 tok
F0rty-Tw0/agentic-mcp npmjs.com Prove and compare the AI CLIs you already installed from one command surface or one MCP se 2 Claude Code, Codex, OpenCode 2 3,456 tok
mjdevaccount/AIStack-MCP MCP-first development environment with community tools 2 Cursor 1 2,545 tok
lonexreb/MCPstudio Postman for MCP servers 2 Claude Code 1 2,472 tok
Coding-Dev-Tools/envault coding-dev-tools.github.io Sync, rotate, and manage .env files across environments securely 2 Codex, OpenCode 1 584 tok
hunchom/claude-code-ssh MCP server giving Claude Code 51 typed SSH tools across your server fleet. Pooled, gated, 2 Claude Code, Codex, OpenCode 11 5,195 tok
IRsoctierDT/IANUA-Broker irsoctierdt.github.io Local-first, offline-by-default security posture scanner for MCP servers and local AI-agen 2 Claude Code 1 131 tok
ajbarea/ariadne ajbarea.github.io One agent tracing a single entity's evidence across graph, relational, and text stores int 2 Claude Code, Codex, OpenCode 2 773 tok
sdfdu/evopilot Local-first workflow compiler that turns repeated AI-agent work into evidence-backed, qual 2 Codex, OpenCode 1 97 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
sadopc/mcp-server-zig MCP server for Zig language intelligence — diagnostics, formatting, hover, go-to-definitio 2 Claude Code 1 1,069 tok