How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
robzilla1738/vibe-codr vibe-codr.com Vibe Codr — a local-first coding agent for desktop and terminal, with planning, subagent o 2 Claude Code, Codex, OpenCode 2 32,545 tok
decoy-run/decoy-redteam npmjs.com Autonomous red team for MCP servers. Sends adversarial payloads to your tools, proves expl 2 Codex, OpenCode 1 1,499 tok
xy200303/spec-coding-mcp spec.xyun.dev Provides Codex, Claude Code, OpenCode, and other coding tools with the same local specific 2 Claude Code, Codex, OpenCode 2 1,640 tok
unison-labs-ai/backchannel unisonlabs.ai Async messaging for AI coding agents — any harness, any machine. Your agents are talking b 2 Codex, OpenCode 1 612 tok
Wh0FF24/whoff-agents whoffagents.com Production-tested Claude Code skills for multi-agent workflows. Free context-anchor skill 2 Codex, OpenCode 1 767 tok
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
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
foritin/r-code Session-first AI coding desktop app built with Rust, Tauri 2, React and TypeScript. 2 Codex, OpenCode 1 330 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
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
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
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
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
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
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
3z/hacktricks-mcp Fast, self-hostable MCP server giving AI agents token-authenticated full-text search over 2 Codex, OpenCode 1 778 tok
ImBIOS/belifoa ⚡ High-performance, compact Linear client & MCP server for AI agents. Reduces prompt conte 2 Codex, OpenCode 1 1,640 tok
stvlynn/dsh.fish dsh.fish Discover and install DeepSeek Harness plugins, skills, MCP servers, agent presets, bundles 2 Claude Code, Codex, OpenCode 3 2,068 tok
SarutobiSasuke8/agent-handoff-mcp Local-first MCP server for bounded, auditable handoffs between AI agents. 2 Codex, OpenCode 1 133 tok
itsarmaanverma/local-token-saver Locally installed, folder-scoped retrieval-first context for Claude Code / Codex — SQLite 2 Claude Code, Codex, OpenCode 2 766 tok
PageWeave/cms pageweave.dev ☁️ PageWeave CMS – AI-first Website management 2 Codex, OpenCode 1 1,801 tok
EndogenAI/dogma Values ingrained, sovereignty sustained — governance framework for endogenous AI workflows 2 Claude Code, Codex, OpenCode 64 26,171 tok
pproenca/unifi-mcp npmjs.com Local MCP server for the UniFi Network API 2 Claude Code, Codex, OpenCode 7 627 tok
nbialk/chess-mcp chess.niklas.sh Example MCP app with interactive React views — Chess.com player, game & puzzle tools for C 2 Codex, OpenCode 1 491 tok
eliassoares/trilium-fastmcp MCP server for Trilium Notes — exposes the ETAPI as tools for LLMs and AI agents 2 Claude Code, Codex, OpenCode 2 2,578 tok
yeuxuan/mcpane MCPane — a unified desktop control panel for the Claude Code, Codex, and MCP ecosystem. Of 2 Claude Code, Codex, OpenCode 2 4,472 tok
naxe-run/naxe Dependency-aware task graph engine for AI agents. Agents write tasks with dependencies; th 2 Codex, OpenCode 1 961 tok
jsharma1105/Koshi Context engineering toolkit for AI agents. 24 MCP tools across retrieval, memory, context, 2 Codex, OpenCode 1 1,869 tok
cipherfoxie/agent-bench sovgrid.org Measure whether an MCP server or skill actually improves your coding agent. A/B arms, dete 2 Codex, OpenCode 1 784 tok
AxT-Team/uapi-mcp uapis.cn Official MCP (Model Context Protocol) server for UAPI / uapis.cn — 100+ public endpoints e 2 Codex, OpenCode 1 929 tok
seunghyukchoe/copper-mcp Local-first PCB automation for KiCad with safe MCP tools and deterministic autorouting res 2 Codex, OpenCode 1 566 tok
farchanjo/merkle Local-first MCP vault for Claude Code — LLMs hold opaque handles, operators approve every 2 Claude Code, Codex, OpenCode 2 1,940 tok
zjshen14/opencli npmjs.com An open-source, model-agnostic AI coding agent CLI — works with Google Gemini, Anthropic C 2 Claude Code, Codex, OpenCode 2 7,102 tok
VladUZH/wordhoard wordhoard-design-lab.vercel.app Self-hosted registry for your team's Agent Skills and prompts — fork lineage, version diff 2 Claude Code, Codex, OpenCode 2 79 tok
lidless-labs/misp-mcp lidless.dev MISP threat intel lives in tabs you never finish reading. misp-mcp turns events, attribute 2 Codex, OpenCode 1 1,059 tok
oaslananka/a2amesh oaslananka.github.io TypeScript runtime and operational toolkit for Agent2Agent (A2A) systems: registry-backed 2 Codex, OpenCode 1 1,486 tok
pankaj28843/docs-mcp-server pankaj28843.github.io Multi-tenant MCP server for documentation search and retrieval. 2 Claude Code, Codex, GitHub Copilot, OpenCode 14 1,045 tok