43,712 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719
All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| m-oonn/rag-aiops-platform Enterprise RAG knowledge base Q&A system + AIOps operations diagnosis Agent (Plan-Execute- | 2 | Claude Code | 1 | 522 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 |
| DataViking-Tech/Althing dataviking-tech.github.io Run synthetic focus groups and user research panels using AI personas. CLI tool, Python li | 2 | Claude Code | 1 | 1,929 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 |
| 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 |
| ai-ventures-hub/shelf shelfmcp.com Local tool library for macOS — keep the tools you build, launch them in a click, and share | 2 | Cursor | 1 | — |
| 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 | 4,638 tok |
| forbiddenlink/mcp-token-tracker Track MCP server token usage and costs for AI coding tools | 2 | Claude Code | 2 | — |
| ido-pluto/windows98-mcp npmjs.com Control a Windows 98 VM through MCP: screenshots, input, shell, files, windows, and exclus | 2 | Codex, OpenCode | 1 | 1,679 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 |
| erhangundogan/videre docs.videre.sh Multimedia file management tool | 2 | Claude Code, Codex, OpenCode | 2 | 10,181 tok |
| banatic/Hypercool CoolMessenger message and schedule management + meal schedule/timetable widgets + AI (MCP) | 2 | Claude Code | 1 | 2,558 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 |
| tofunori/atelier-studio Agentic macOS environment for scientific research — coding agents, papers, figures, LaTeX | 2 | Claude Code, Codex, OpenCode | 4 | 2,289 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 |
| Somchandra17/w-bonkers Your AI agent runs your stock plan on rails — agent-installable NSE portfolio autopilot fo | 2 | Claude Code, Codex, OpenCode | 2 | 747 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 |
| Escoto/Coach-Claudio AI training coach for any athlete. Weekly planning, session review, recovery tracking. Pow | 2 | Claude Code | 8 | 1,159 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 |
| eSlider/2dph produktor.io Fact evidence-first brain with property graph + hybrid RAG. Search is deduction. ETL inclu | 2 | Codex, OpenCode | 1 | 3,756 tok |
| T0mSIlver/vidtheque vidtheque.dev Builders talk. Your agent listens. vidtheque turns the talks you didn't have time to watch | 2 | Claude Code, Codex, OpenCode | 2 | 1,111 tok |
| 24X7/riz riz.dev Self-hosted AWS Lambda runtime — HTTP API Gateway v2 + WebSocket, Bun/Node.js/Python/Rust | 2 | Claude Code | 1 | 1,086 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 |
| u9401066/HyperHierarchicalRAG HyperHierarchicalRAG: Combining Hypergraph Memory (HGMem) with Hierarchical Retrieval (Lig | 2 | Claude Code, GitHub Copilot | 15 | 1,997 tok |
| gaarutyunov/quartr-mcp Quartr API MCP Server | 2 | GitHub Copilot | 1 | 330 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 |
| ns408/agentic-lab A lab exploring agentic AI for Cloud and DevOps, built as small, runnable demos. Work in p | 2 | Claude Code | 2 | — |
| leostacowskicompasso/workshop-27-08-26 Exemplo de servidor MCP para o workshop do bootcamp 'AWS AI FDE for Commerce' de 27/08/202 | 2 | Claude Code, OpenCode | 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 |