Question 1

What is MCP?

Accepted Answer

MCP stands for Model Context Protocol. It's an open protocol that standardizes how applications provide context to Large Language Models (LLMs), allowing them to access and interact with external data sources.

Question 2

What is the MCP TMAP Server?

Accepted Answer

The MCP TMAP Server is a component available on the UBOS Asset Marketplace that connects to the TMAP API, providing AI agents with access to transit and location data, such as transit routes and geocoding services.

Question 3

What APIs does the MCP TMAP Server support?

Accepted Answer

Currently, it supports the TMAP API's Public Transit API (transit route information) and Location API (full-text geocoding).

Question 4

What are the prerequisites for using the MCP TMAP Server?

Accepted Answer

You need Python 3.13 or higher, `uv` (a Python package installer), and an SK Open API key.

Question 5

How do I configure the MCP TMAP Server?

Accepted Answer

Create a .env file in your project root, add your SK Open API key to it, and ensure the environment variable name matches what's expected in src/mcp_tmap/tmap_client.py.

Question 6

How do I install the dependencies for the MCP TMAP Server?

Accepted Answer

Navigate to the project root in your terminal and run `uv sync`. This will create a virtual environment (if one doesn't exist) and install all dependencies specified in `pyproject.toml`.

Question 7

How do I run the MCP TMAP Server?

Accepted Answer

Use the command `uv run src/mcp_tmap`. For development, activate the virtual environment (`source .venv/bin/activate`) and use `mcp dev src/mcp_tmap/server.py`.

Question 8

What is UBOS?

Accepted Answer

UBOS is a Full-stack AI Agent Development Platform focused on bringing AI Agents to every business department. It helps orchestrate AI Agents, connect them with enterprise data, and build custom AI Agents with your LLM model and Multi-Agent Systems.

Question 9

How does the MCP TMAP Server integrate with UBOS?

Accepted Answer

The MCP TMAP Server is an asset within the UBOS ecosystem. It can be used as a data source for AI Agents built and managed on the UBOS platform.

Question 10

What are some use cases for the MCP TMAP Server?

Accepted Answer

Use cases include smart transportation and logistics, personalized travel recommendations, enhanced location-based services, emergency response systems, and urban planning and development.

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