23,310 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 |
|---|---|---|---|---|
| hashirR786/incident-commander-mcp | 0 | Claude Code, Codex | 5 | — |
| nitineeen/beerman dashboard-six-pink-41.vercel.app It's a memory layer for AI coding agents, it captures your planning conversations, screens | 0 | Claude Code, Codex, Cursor | 10 | 581 tok |
| knandhini2208/EduAccess-AI EduAccess AI is an intelligent learning platform that bridges the language gap in educatio | 0 | Claude Code, Codex | 5 | — |
| ramide1/iol-mcp Invertir Online MCP server | 0 | Codex, OpenCode | 1 | 607 tok |
| KZI-22/xhs_mcp xhs_mcp for agent | 0 | Codex, OpenCode | 1 | 1,130 tok |
| flyset/MyMCP Local-first MCP host for narrowly scoped integrations, with bundled Mnemosyne memory. | 0 | Claude Code, Codex, OpenCode | 2 | 1,855 tok |
| Saimadhav27/mcp-execution-ledger | 0 | Claude Code, Codex | 5 | — |
| wesleyzhangwq/tiny-agent-sandbox Small Docker-backed MCP sandbox for running agent-generated code with bounded privileges | 0 | Codex, OpenCode | 1 | 203 tok |
| erpipe-org/erpipe erpipe.com ERPipe — open-core TypeScript MCP for Odoo. Hosted product: https://erpipe.com — MCP: http | 0 | Codex, Cursor, OpenCode | 2 | 210 tok |
| adwaithsanthoshh/hello-mcp | 0 | Claude Code, Codex | 5 | — |
| CodeSmiths2026/AtlasOSv1 An interactive MCP Orchestration Control Plane that dynamically translates natural languag | 0 | Claude Code, Codex | 5 | — |
| holo-q/python-devtools-mcp | 0 | Codex, OpenCode | 1 | 743 tok |
| AshutoshVatsg/proofyield-mcp | 0 | Claude Code, Codex | 5 | — |
| tinygone/unlimited-ocr-mcp-server Created the corresponding MCP server for convenient use of unlimited-ocr | 0 | Claude Code, Codex, OpenCode | 3 | 1,935 tok |
| elomokm/paper-hermes MCP Server de veille scientifique — arXiv/ChemRxiv → DeepSeek → Brain Obsidian → Telegram. | 0 | Codex, OpenCode | 1 | 138 tok |
| tools-for-agents/prism tools-for-agents.github.io 🔻 The agent's data reader: any JSON/JSONL/CSV/TSV blob becomes its shape and the slice yo | 0 | Codex, OpenCode | 1 | 1,427 tok |
| TensorGymnastic/lean Lean Six Sigma PDF corpus MCP server (local snapshot of quanti/lean at HEAD 75cc41d) | 0 | Claude Code, Codex, OpenCode | 13 | 4,699 tok |
| Abramov-Front-end/rolldate-mcp rolldate.dev MCP server for RollDate Core (date picker) and RollDate Events (event calendar) — install | 0 | Codex, OpenCode | 1 | 396 tok |
| adithyx-0/codeweaver AI-powered MCP server that extracts ICD-10-CM diagnosis codes from clinical notes, validat | 0 | Claude Code, Codex | 6 | 1,128 tok |
| alchemist-code07/researchflow-mcp | 0 | Claude Code, Codex | 5 | — |
| alejoacelas/gdoc-mcp Typed MCP tools backed by the gdoc CLI | 0 | Claude Code, Codex, OpenCode | 2 | 469 tok |
| sontakmtp-cell/autocad-mcp AutoCAD MCP server with Streamable HTTP transport | 0 | Codex, OpenCode | 1 | 522 tok |
| Harikrishnanspillai/nexusops NexusOps is an AI-powered autonomous incident triage platform that uses MCP to diagnose pr | 0 | Claude Code, Codex | 5 | — |
| resace3/mcp-local-study-app | 0 | Codex, OpenCode | 1 | 33 tok |
| sreyak-s/CineOS An MCP-Powered AI Production Manager for Filmmakers. | 0 | Claude Code, Codex | 5 | — |
| ownasquare/context-loom Local-first, fidelity-audited context compilation for AI chat harnesses | 0 | Codex, OpenCode | 1 | 566 tok |
| kalcifield/ovf-data-mcp kalcifield.github.io Unofficial OVF API client, CLI, and MCP server for public Hungarian water-management data. | 0 | Claude Code, Codex, OpenCode | 2 | 617 tok |
| Nitrostack-HAK/Fraud-Alert-MCP-HAK fraud-alert-mcp-ha-hak-team-amrita-university-amritapuri-campus.app.nitrocloud.ai A fraud alert mcp server which analyzes user transactions by assigning unique transaction | 0 | Claude Code, Codex | 5 | — |
| srihannarendula/ComplianceFabricMcp AI-powered RBI KYC Compliance Assistant built with NitroStack MCP | 0 | Claude Code, Codex | 5 | — |
| ErneG/svgo-jsx-mcp | 0 | Codex, OpenCode | 1 | 781 tok |
| Caezarr/Bond-OpenAI Local provider-neutral MCP phone actions for Bond, Codex and compatible agents | 0 | Codex, OpenCode | 1 | 299 tok |
| pooyanmajd/pmtechdev-mcp-plugins Local-first, safety-focused MCP servers, shared tooling, and a public Codex plugin marketp | 0 | Codex, OpenCode | 1 | 326 tok |
| VRDhwaraganath/LogGuardian-AI LogGuardian AI is an AI-powered enterprise log analysis platform built with NitroStack MCP | 0 | Claude Code, Codex | 5 | — |
| Brair-Mpagi/Atlas A persistent Python code intelligence layer that gives AI coding agents a structured under | 0 | Codex, OpenCode | 1 | 1,873 tok |
| hrideshmg/pulse Nitrostack hackathon project, MCP for the human body | 0 | Claude Code, Codex | 1 | — |
| joenukem/open-automation-platform-mcp MCP server exposing open automation platform tools to agents, gated by gateway auth, RBAC, | 0 | Codex, OpenCode | 1 | 402 tok |
| shivankj11/gdrive-mcp A read/write MCP for Google Drive, Docs & Sheets, built for agents: bounded/paged reads, s | 0 | Codex, OpenCode | 1 | 195 tok |
| rhll07/wealvest-ai MCP-Powered Wealth Intelligence Platform | 0 | Claude Code, Codex | 5 | — |
| Ragasri05/crisisnet-mcp | 0 | Claude Code, Codex | 5 | — |
| Asyncbot31/mcp | 0 | Claude Code, Codex | 5 | — |
| AnanthanarayanKV/SentinalMCP | 0 | Claude Code, Codex | 5 | — |
| jyswee/emailinabox Email hosting for coding agents — deploy domains, mailboxes, tracked send. 13 MCP tools, s | 0 | Codex, OpenCode | 1 | 801 tok |
| rendyuwu/arknights-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,086 tok |
| AgRenting/agrenting-codex-plugin Hire remote Agrenting marketplace agents from OpenAI Codex through MCP | 0 | Codex, OpenCode | 1 | 61 tok |
| gautham-sai05/omni-mcp | 0 | Claude Code, Codex | 5 | — |
| nekhss/viyan-mcp | 0 | Claude Code, Codex | 5 | — |
| minwoo19930301/korea-ecommerce-integrated-channel-mcp MCP server for handling product listing, editing, sales suspension, and deletion across mu | 0 | Codex, OpenCode | 1 | 1,345 tok |
| colbyw5/phenoforge Semantic value set assembly for clinical cohort definitions, over MCP | 0 | Claude Code, Codex, OpenCode | 2 | 898 tok |
| KowL/luoome luoome — a local-first personal investment management advisor agent (MCP / TUI / Web; Luo | 0 | Claude Code, Codex, OpenCode | 2 | 1,621 tok |
| chris-page-gov/okf-ons chris-page-gov.github.io Open Knowledge Format bundle for discovering and selecting Office for National Statistics | 0 | Codex, OpenCode | 1 | 1,977 tok |