{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_rdp45ztj8v4r","handle":"lbt-mcp","url":"https://wellknown.network/agents/lbt-mcp","links":{"self":"https://wellknown.network/agents/lbt-mcp/record.json","html":"https://wellknown.network/agents/lbt-mcp","markdown":"https://wellknown.network/agents/lbt-mcp/record.md","api":"https://wellknown.network/api/v1/agents/lbt-mcp","status":"https://wellknown.network/api/v1/agents/lbt-mcp/status","claim":"https://wellknown.network/agents/lbt-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/lbt-mcp/claim.json","badge":"https://wellknown.network/agents/lbt-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/lbt-mcp/history","tools":"https://wellknown.network/api/v1/agents/lbt-mcp/tools"},"ard":{"identifier":"urn:air::server:lbt-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"lbt-mcp","summary":"A FastMCP server for Ladybug Tools workflows.","description":"# Ladybug Tools MCP\n\n[English](README.md) | [简体中文](README.zh-CN.md)\n\n## Overview\n\nLadybug Tools MCP is an MCP service built with FastMCP for agent applications.\nThrough natural-language conversation, users can use the core capabilities of Ladybug Tools for common workflows including modeling, editing, querying, simulation, and data visualization, and can do so without depending on a CAD interface.\n\n![Opencode Honeybee Modeling Flow](https://raw.githubusercontent.com/LoftyTao/ladybug-tools-mcp/f530e12d9836db518b187639eee4e7644a6a7e9f/resources/remotion/snapshots/videos/opencode-honeybee-modeling-vtkjs-flow-en/opencode-honeybee-modeling-vtkjs-flow-en-latest.gif)\n\n## Contents\n\n- [Overview](#overview)\n- [User Groups](#user-groups)\n- [Core Concepts](#core-concepts)\n- [Quick Start](#quick-start)\n- [Web View Mode](#web-view-mode)\n- [First Use](#first-use)\n- [Workflow Examples](#workflow-examples)\n- [How to Contribute](#how-to-contribute)\n- [Todo](#todo)\n- [Acknowledgements](#acknowledgements)\n- [Open Source License](#open-source-license)\n- [Contact](#contact)\n\n## User Groups\n\nThe original purpose of Ladybug Tools MCP is to turn design or technical concepts into concrete outputs quickly.\nFor example, when a professor explains “What is a Trombe wall?” in a building technology course, a student can open Codex voice mode during the lecture, and by the time the explanation is finished, Codex can already transform the concept into inspectable models and files, together with graphical workflow output.\n\nFor that reason, the main target users are students and teachers, followed by building professionals and senior engineers.\nThey may want an agent to take over some tedious work, while still keeping the final choice for most tasks in their own hands.\nFor users who do not know much about 3D software workflows, Ladybug Tools MCP can also serve as a way to experience the Ladybug Tools ecosystem.\n\n## Core Concepts\n\nLadybug Tools MCP is different from Ladybug Tools as used inside Rhino …","publisher":null,"homepage":"https://github.com/LoftyTao/ladybug-tools-mcp","repository":"https://github.com/LoftyTao/ladybug-tools-mcp","version":"1.2.3","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:lbt-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"media.3d","name":"3D & Design","confidence":1,"provenance":"derived"},{"slug":"productivity.tasks","name":"Tasks & To-do","confidence":1,"provenance":"derived"}],"categories":["media","productivity"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"lbt-mcp","registry":"pypi","observedAt":"2026-11-05T21:26:48.201Z","publishedAt":"2026-09-24T10:08:11.569934Z","latestVersion":"1.2.3"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"lbt-mcp","url":"https://pypi.org/project/lbt-mcp/","firstSeenAt":"2026-09-24T10:27:43.963Z","fetchedAt":"2026-11-05T21:26:08.468Z","normalizedAt":"2026-11-05T21:26:08.468Z"}]},"firstSeenAt":"2026-09-24T10:27:43.963Z","updatedAt":"2026-11-05T21:26:48.201Z"}