23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715
All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| foxj77/mcp-memory-server Persistent shared knowledge graph memory for AI agents via MCP — built for kagent, compati | 2 | Claude Code, Codex, OpenCode | 2 | 1,562 tok |
| thereal-baitjet/santos-audit-api santosautomation.com Scores any public URL on whether AI agents can discover, understand, call, and trust it. M | 2 | Claude Code, Codex | 2 | — |
| my-mcp-hub/node-mcp-server A Model Context Protocol (MCP) server template for Node.js applications | 2 | Codex, OpenCode | 1 | 649 tok |
| meitalbensinai/rate-limit-monitor Claude Code plugin: statusline usage meter + a prompt-submit guard that stops you from bur | 2 | Claude Code, Codex, OpenCode | 1 | 428 tok |
| danilods/matilha-skills You lead. Agents hunt. Cognitive + methodological harness for AI-assisted software — 139 s | 2 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 2,563 tok |
| msshives-gif/claude-plugins claude context tools — a Claude Code plugin marketplace: subagent context reporting, cross | 2 | Claude Code, Codex, OpenCode | 2 | 383 tok |
| punt-labs/biff Team (human+agent) coordination and communication that works across git-repositories and h | 2 | Claude Code, Codex, OpenCode | 3 | 8,016 tok |
| Knuckles-Team/audio-transcriber Transcribe audio into text. Agentic AI supported through MCP Server. | 2 | Claude Code, Codex, OpenCode | 2 | 3,918 tok |
| philipnee/mvmt security layer between your data and agent! | 2 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 805 tok |
| SkS-Other/ocserv-admin-mcp It is not a bot, chat runtime, or general agent framework. It provides a constrained local | 2 | Claude Code, Codex, OpenCode | 20 | 1,724 tok |
| Cratis/VerticalSlices | 2 | Claude Code, Codex, GitHub Copilot, OpenCode | 75 | 12 tok |
| subhangadirli/kagi-translate-mcp npmjs.com Model Context Protocol (MCP) server for Kagi Translate. | 2 | Claude Code, Codex, OpenCode | 2 | 1,361 tok |
| alemdarlabs/sage-unreal-mcp npmjs.com MCP server and Unreal Editor bridge for AI-assisted Unreal Engine inspection, automation, | 2 | Claude Code, Codex, OpenCode | 16 | 2,309 tok |
| antonio-mello-ai/mcp-google MCP server for google | 2 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 336 tok |
| nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data | 2 | Claude Code, Codex, OpenCode | 2 | 425 tok |
| gamaze-labs/hicortex hicortex.gamaze.com Self-learning memory for AI agents — experience captured automatically, distilled into les | 2 | Codex, OpenCode | 1 | 291 tok |
| bootpay/bootpay-mcp mcp.bootpay.ai MCP server for Bootpay — Korea's payment platform. AI tools (Claude, Cursor, Windsurf) can | 2 | Codex, OpenCode | 1 | 2,407 tok |
| sandraschi/xkcd-mcp MCP server plus mini webapp for showing xkcd comics. uses official api | 2 | Claude Code, Codex, Cursor, OpenCode | 3 | 636 tok |
| tendant/postgres-mcp-go A PostgreSQL MCP (Model Context Protocol) server implementation in Go that provides secure | 2 | Codex, OpenCode | 1 | 576 tok |
| carmentacollective/carmenta carmenta.ai A heart-centered AI for creating at the speed of thought | 2 | Claude Code, Codex, OpenCode | 25 | 950 tok |
| enkhbold470/zangia-mcp-ai npmjs.com Live job search on zangia.mn, ATS CV matching, and salary benchmarks — MCP server (npx -y | 2 | Claude Code, Codex | 2 | 1,780 tok |
| am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod | 2 | Claude Code, Codex, GitHub Copilot, OpenCode | 8 | 4,961 tok |
| innomon/yzma-duckdb-rag A Retrieval-Augmented Generation (RAG) system implemented in Go | 2 | Claude Code, Codex | 1 | — |
| gkzhb/crawl4ai-mcp-py A collection of MCP Servers | 2 | Codex, OpenCode | 1 | 38 tok |
| beingmartinbmc/jambavan npmjs.com Local-first MCP server that gives any coding agent a persistent memory of your repo: AST c | 2 | Claude Code, Codex, OpenCode | 2 | 3,396 tok |
| SohrabZ/x-browser-mcp Read and post to X from your own logged-in browser session, exposed to local AI agents ove | 2 | Claude Code, Codex, OpenCode | 2 | 1,760 tok |
| TadMSTR/ollama-queue-proxy Drop-in HTTP proxy for Ollama with priority queuing, per-client auth, and model-aware fail | 2 | Codex, OpenCode | 1 | 792 tok |
| Knuckles-Team/searxng-mcp Searxng MCP Server | 2 | Claude Code, Codex, OpenCode | 2 | 3,920 tok |
| factorial-io/imap-mcp A mcp server exposing imap server with oauth | 2 | Claude Code, Codex, OpenCode | 11 | 313 tok |
| hexxla/mcp-ratchet Go package for enforcing tool call order in MCP servers. Token-based dependency system wit | 2 | Claude Code, Codex, OpenCode, Windsurf | 17 | 1,910 tok |
| dreliq9/llm-intentions An open protocol for turning Android apps into MCP tool servers. CapApps + Hub gateway + I | 2 | Codex, OpenCode | 1 | 1,679 tok |
| salingnh/android-reverse-engineering-mcp Claude Code skill to support Android app's reverse engineering. (Safe) | 2 | Codex, OpenCode | 1 | 1,089 tok |
| smithaldon1/deltav-mcp DeltaV MCP Server for Edge API and OPC-UA. Contains a REST API and OPC-UA server with simu | 2 | Codex, OpenCode | 1 | 3,183 tok |
| cafeTechne/ableton-11-mcp-for-windows-codex-and-antigravity AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic wor | 2 | Codex, OpenCode | 1 | 2,985 tok |
| reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS | 2 | Claude Code, Codex, OpenCode | 2 | 799 tok |
| dev-manul/kartograf Code map & call-graph MCP server for AI agents. Tree-sitter + SQLite index of PHP/Go/TS co | 2 | Codex, OpenCode | 1 | 1,319 tok |
| totalcms/totalcms totalcms.co Project skeleton for Total CMS — install with: composer create-project totalcms/totalcms | 2 | Codex, OpenCode | 1 | 1,628 tok |
| varienos/agentic-journal Local, observer-first activity journal for AI coding agents with MCP tools, CLI wrappers, | 2 | Codex, Gemini CLI, OpenCode | 2 | 548 tok |
| itallstartedwithaidea/claude-googleadsagent ahmeego.com Google Ads Agent — Buddy. The most comprehensive Google Ads + advertising plugin for Claud | 2 | Claude Code, Codex, OpenCode | 2 | 1,597 tok |
| caotrongphuoc/11m-game epcb.vn A penalty shootout game for the AK Base Kit (STM32L151), built with an AI agent using AK M | 2 | Codex, OpenCode | 1 | 2,112 tok |
| Morningstar202604/ScholarSeed gitcode.com Scholarly pipeline with proof-carrying paper processing. | 2 | Codex, OpenCode | 1 | 1,546 tok |
| eksdev007/xcodeinstrumentmcp CLI and MCP server for parsing Xcode Instruments traces, ranking hotspots, and generating | 2 | Codex, OpenCode | 6 | 622 tok |
| simozampa/clankerchat npmjs.com comms for your coding agents | 2 | Claude Code, Codex, OpenCode | 2 | 94 tok |
| adder-factory/cartograph Semantic code intelligence for AI coding agents — 45% fewer tool calls, 17% faster explora | 2 | Claude Code, Codex, OpenCode | 2 | 4,181 tok |
| wqjuser/AIQuantificationTools myqt.zxai.fun An auditable quantitative research workstation for individual researchers, featuring marke | 2 | Codex, OpenCode | 1 | 87 tok |
| aarnadlr/mcu-mcp-server mcu-mcp.vercel.app MCPServer which uses Google's Material Color Utilities library to generate a core palette | 2 | Codex, OpenCode | 1 | 590 tok |
| Coding-Dev-Tools/deploydiff coding-dev-tools.github.io Preview infrastructure cost and configuration changes before deploying | 2 | Codex, OpenCode | 1 | 434 tok |
| listlessbird/dbml-viz dbml-viz.com simple tool to visualise and share ER diagrams | 2 | Codex, OpenCode | 1 | 458 tok |
| Paul-hengChen/agent-governance-mcp MCP server for multi-IDE AI agents — server-side gates for shared state, rule drift, and l | 2 | Claude Code, Codex, OpenCode | 2 | 3,816 tok |
| soukouki/obsidian_fetch ob.sou7.io MCP servers focused on fetching and presenting information from Obsidian vaults. | 2 | Codex, OpenCode | 1 | 44 tok |