How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
terraboops/trellis Design agent teams that take ideas from concept to launch. Custom pipelines, sandboxed exe 2 Claude Code, Codex, OpenCode 2 245 tok
yhooch/project-delivery-manager SaaS-ready product delivery management platform with requirements, project context documen 2 Codex, OpenCode 1 503 tok
ai-engineers-guild/apartment-hunter Rental apartment aggregator with MCP server, polygon search, and LLM scoring - built for K 2 Claude Code, Codex, OpenCode 4 232 tok
DrinkTea905/paper-piggy 🐷 PaperPiggy — helps AI agents truly understand your literature library: 39 MCP tools · c 2 Claude Code, Codex, OpenCode 2 23,615 tok
michaelolmos/tsaagan Human-like browser control for AI agents — verify-first (proves every action worked), with 2 Codex, OpenCode 1 1,227 tok
SpdVpr/DeclassFileAgents declassfiles.com Open API for AI agents to research 29,000+ declassified U.S. government documents (Epstein 2 Codex, OpenCode 1 1,233 tok
bradheitmann/odin-sentinel npmjs.com Portable MCP governance protocol for multi-agent terminal teams: 27 tools, 13 resources, r 2 Claude Code, Codex, OpenCode 2 1,407 tok
rashidazarang/email-intel Email infrastructure fingerprinting for macOS 2 Claude Code, Codex, OpenCode 2 619 tok
ArdurAI/ardur-agent Ardur — open-source personal AI agent. Lives in your terminal and across your messaging ch 2 Codex, OpenCode 1 1,263 tok
aki0225/AgentToolGate A local AI Agent tool governance gateway: it does not prevent prompt injection, but preven 2 Claude Code, Codex, OpenCode 2 807 tok
airiclenz/llama-launcher Profile-based launcher for local LLM servers - start, stop and switch models on llama.cpp, 2 Claude Code, Codex, OpenCode 4 1,079 tok
sandraschi/speech-mcp FastMCP 3.2 speech gateway: FunASR local STT, Gemini Live/TTS, Hume, ElevenLabs cloning, w 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,891 tok
lfyxhappy/lfcode Local-first open-source AI coding workspace for desktop, terminal, sessions, skills, brows 2 Codex, OpenCode 1 3,727 tok
lee-lou2/sidekick Personal AI agent with memory, task scheduling, and plug-and-play custom tools — built on 2 Claude Code, Codex, OpenCode 2 14,274 tok
khef-labs/khef-mac khef.ai Khef (Mac) 2 Claude Code, Codex, OpenCode 3 7,244 tok
david-2814/metis david-2814.github.io Local-first AI dev agent for your terminal — provider-agnostic, cost-aware, self-improving 2 Claude Code, Codex, OpenCode 2 27,237 tok
chevyphillip/system-designer-mcp MCP server for creating and validating UML system models with System Runtime bundle genera 2 Claude Code, Codex, OpenCode 2 2,797 tok
ArisRhiannon/vibecheck arisrhiannon.github.io Offline, no-AI "safe to ship?" gate for vibe-coded apps — finds the security mistakes AI c 2 Codex, OpenCode 1 490 tok
sAjAd-2006/bizinsight-agent BizInsight Agent: multi-agent business intelligence system for automated business data ana 2 Codex, OpenCode 1 709 tok
maxencebernardhub/ai-engineering-labs lab08-frontend-maxencebernardhub.s3-website.ca-central-1.amazonaws.com Hands-on AI engineering labs: OpenAI, Anthropic, Google, local models. From a first API ca 2 Claude Code, Codex, Gemini CLI, OpenCode 5 568 tok
ekhodzitsky/kimi-wire crates.io Typed Rust client for the Kimi Code CLI Wire protocol. 2 Codex, OpenCode 1 2,238 tok
r2cuerdame/DevHotel Every project gets its own room — a browser for isolated local development servers. Easy S 2 Codex, OpenCode 1 315 tok
responsible-genai-hackweek/nicer-nisar exploring agents and nisar data 2 Claude Code, Codex, OpenCode 4 172 tok
microsoft/Build26-BRK228-modern-resiliency-from-build-to-recovery-through-agentic-ai build.microsoft.com Resources for using the Resiliency Agent, Azure MCP Server, and Azure Advisor to identify 2 Codex, GitHub Copilot, OpenCode 2 1,029 tok
TheFractalyst/MetatraderMCP MCP server for MetaTrader MQL4/MQL5 documentation (4853 entries). Provides AI assistants w 2 Codex, OpenCode 1 970 tok
sneldao/ligis ligis.vercel.app Ligis is the portable identity and credential layer for AI agents on the Pharos Network. 2 Codex, OpenCode 1 13,474 tok
JonHHH09/job-engine-spring Local-only MCP server for normalized candidate profiles and jobs, explainable profile-to-j 2 Claude Code, Codex, OpenCode 3 3,770 tok
manuelpenazuniga/ClawCrate Policy + evidence for everything your AI agent executes. 🦀 Kernel-native sandbox for agen 2 Claude Code, Codex, OpenCode 2 9,152 tok
XingCheng3/Connect_MSSQL_MCP MCP server for MSSQL with dynamic per-request connection args (read-only by default) 2 Codex, OpenCode 1 673 tok
mahdisanagostar/chef Project-local runtime for Claude and Codex with graph-first knowledge, MCP wiring, and pac 2 Claude Code, Codex, OpenCode 4 1,304 tok
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
CloudDaddyZA/VisioIntegration AI-powered MCP server for creating Azure architecture diagrams in Visio and Draw.io — with 2 Claude Code, Codex, GitHub Copilot 2 1,690 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 15,795 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
Alan-512/ExperienceEngine Governance layer for coding agents that reuses real execution experience across OpenClaw, 2 Claude Code, Codex 4 —