{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vc6dzrqzyxzf","handle":"mcp-tim-wrapper","url":"https://wellknown.network/agents/mcp-tim-wrapper","links":{"self":"https://wellknown.network/agents/mcp-tim-wrapper/record.json","html":"https://wellknown.network/agents/mcp-tim-wrapper","markdown":"https://wellknown.network/agents/mcp-tim-wrapper/record.md","api":"https://wellknown.network/api/v1/agents/mcp-tim-wrapper","status":"https://wellknown.network/api/v1/agents/mcp-tim-wrapper/status","claim":"https://wellknown.network/agents/mcp-tim-wrapper/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-tim-wrapper/claim.json","badge":"https://wellknown.network/agents/mcp-tim-wrapper/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-tim-wrapper/history","tools":"https://wellknown.network/api/v1/agents/mcp-tim-wrapper/tools"},"ard":{"identifier":"urn:air::server:mcp-tim-wrapper","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-tim-wrapper","summary":"A wrapper for the Google Travel Impact Model API, providing tools to calculate flight emissions.","description":"# Travel Impact Model MCP Server\n\n[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)\n[![Python](https://img.shields.io/badge/python-3.12+-blue.svg)](https://www.python.org/downloads/)\n[![MCP](https://img.shields.io/badge/MCP-1.0-green.svg)](https://modelcontextprotocol.io)\n\nA Model Context Protocol (MCP) server that wraps the Google Travel Impact Model API, providing tools to calculate flight emissions for typical flights, specific flights, and Scope 3 reporting.\n\n## What is this?\n\nThis MCP server allows AI assistants (Claude, Gemini, etc.) to calculate flight emissions using Google's Travel Impact Model API. Instead of manually calling the API, your AI assistant can automatically look up emissions data when helping with travel planning or sustainability reporting.\n\n**Use cases:**\n- Compare flight options by environmental impact\n- Calculate emissions for corporate travel reporting\n- Generate Scope 3 GHG emissions reports\n- Make data-driven decisions about sustainable travel\n\n## Features\n\n- **6 tools** for calculating flight emissions\n- **Batch processing** support for efficient multi-flight queries\n- **Scope 3 reporting** compatible (WTW, TTW, WTT emissions)\n- **Streamable HTTP transport** for multi-client support\n\n## Demo\n\n[![Demo: Using Claude Code to calculate flight emissions with the Travel Impact Model MCP server](https://asciinema.org/a/769163.svg)](https://asciinema.org/a/769163)\n\nWatch how to use this MCP server with Claude Code to:\n- Calculate typical flight emissions between airports\n- Compare specific flights for environmental impact\n- Generate Scope 3 emissions reports from CSV data\n\n## Installation\n\n### Prerequisites\n\n- [Google Travel Impact Model API key](https://developers.google.com/travel/impact-model/docs/getting-started)\n- Docker (recommended) or Python 3.12+\n\n### Option 1: Quick Start (Recommended)\n\nRun directly using `uvx` (no installation required):\n\n```bash\n# Set your API key …","publisher":null,"homepage":null,"repository":null,"version":"1.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:mcp-tim-wrapper","type":"package_pypi","auth":null,"probeable":false,"listed":true}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"commerce.travel","name":"Travel & Booking","confidence":0.791,"provenance":"derived"}],"categories":["commerce"],"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":"mcp-tim-wrapper","registry":"pypi","observedAt":"2026-11-09T19:26:11.869Z","publishedAt":"2026-02-02T02:47:38.477807Z","latestVersion":"1.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-tim-wrapper","url":"https://pypi.org/project/mcp-tim-wrapper/","firstSeenAt":"2026-09-10T05:21:16.342Z","fetchedAt":"2026-11-09T19:24:02.516Z","normalizedAt":"2026-11-09T19:24:02.516Z"}]},"firstSeenAt":"2026-09-10T05:21:16.342Z","updatedAt":"2026-11-09T19:26:11.869Z"}