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
daddia/claude-for-strategy A reference collection of agents, skills, and connector plugins for strategy & transformat 2 Claude Code 2 2,094 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
0xRyanlee/salva Salva Runtime — self-hosted discovery intelligence runtime (API / MCP / CLI / SDK) 2 Claude Code 1 2,593 tok
ArcadeAI/arcade-mcp-ts TypeScript framework for building MCP servers with built-in OAuth (21 providers), secret i 2 Claude Code 1 1,246 tok
ScientiaCapital/unsloth-mcp-server MCP server for LLM fine-tuning with Unsloth. 33 tools, 180 tests, RunPod GPU integration. 2 Claude Code 23 378 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
vcav-io/agentvault vcav.io Coordination primitive for bounded disclosure between AI agents 2 Claude Code 1 433 tok
davidyen1124/not-really-mcp-client A confusingly-named Node.js client for Claude Code's VS Code bridge (not actually MCP) 2 Claude Code 1 645 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
X-Gunner/codeigniter-mcp npmjs.com MCP server for scaffolding a CodeIgniter-style PHP framework (MVC + Services/Repository). 2 Codex, OpenCode 1 2,139 tok
os-tack/fcp-sheets Spreadsheet File Context Protocol — semantic spreadsheet operations for LLMs 2 Claude Code 1 308 tok
m-oonn/rag-aiops-platform Enterprise RAG knowledge base Q&A system + AIOps operations diagnosis Agent (Plan-Execute- 2 Claude Code, Codex, OpenCode 2 45,846 tok
useconductor/conductor conductor.thealxlabs.ca AI integration hub — 25 plugins, 146 tools. Connect Claude, GPT-4o, Gemini & Ollama to Gma 2 Claude Code 1 1,333 tok
Roee-Tsur/mcp-signal npmjs.com Tiny, zero-dependency telemetry SDK for MCP widgets — capture usage in Claude MCP Apps / C 2 Claude Code 1 2,550 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
luksow/madrileno AI-first Scala 3 backend template — http4s + Skunk + cats-effect, with MCP servers and doc 2 Claude Code 1 469 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
wahmoh/claude-react-kit Enforce clean architecture and prevent technical debt in React projects with a drop-in Cla 2 Claude Code 1 575 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
forbiddenlink/mcp-token-tracker Track MCP server token usage and costs for AI coding tools 2 Claude Code 3 1,204 tok
gqy20/genome-mcp pypi.org 2 Claude Code 1 2,957 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
JaimeJunr/cursor-mcp-bridge Let any AI agent (Claude Code, Codex, Gemini/Antigravity) delegate to the Cursor CLI agent 2 Claude Code 1 5,978 tok
yanlingLabs/norma A native macOS AI assistant that replaces the ChatGPT/Claude ecosystem: chat, a full codin 2 Claude Code 1 3,420 tok
andileeb/loxone-datamanager An unofficial app for managing loxone miniserver data 2 Claude Code 1 2,691 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
sravanskumar/mace MACE (MCP-Assisted Content Enforcement) is an MCP server for Adobe Experience Manager (AEM 2 Claude Code 1 1,263 tok
xzycd/recuse xzycd.github.io Polymarket settles by vote, not by fact. Rank contested markets, price any wallet's disput 2 Claude Code 1 5,080 tok
HaoZhang615/Azure-MCP-Server-Accelerator A complete solution accelerator for deploying Model Context Protocol (MCP) servers on Azur 2 GitHub Copilot 1 428 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
BraedenBDev/pointdev Structured browser context capture for AI coding tools. Talk, draw, click — PointDev compi 2 Claude Code 1 995 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
juglans-ai/jug0 Open AI Runtime Protocol — multi-tenant chat backend with SSE tool call interruption 2 Claude Code 1 1,860 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
legacy-ai-labs/mcp-server-language-converter hyalen.us Hybrid MCP server exposing 11+ COBOL reverse-engineering tools (AST, ASG, CFG, DFG, copybo 2 Claude Code 1 2,902 tok
gaarutyunov/quartr-mcp Quartr API MCP Server 2 GitHub Copilot 1 330 tok