Baidu Map MCP Server is a fully MCP-compliant, open-source Location-Based Service (LBS) solution that exposes a comprehensive suite of geospatial APIs for developers and AI agents. Built on Baidu Maps' authoritative geospatial data, the server offers geocoding, reverse geocoding, POI search, route planning (driving, walking, cycling, transit), weather, IP location, and real-time traffic through MCP-style interfaces. It provides cross-platform SDKs for Python and TypeScript, a command-line interface, and cloud deployment options, enabling easy integration into MCP-compliant clients, LLMs, and agent frameworks. For best performance, SSE is recommended for low-latency streaming responses. The project is MIT-licensed and open source, facilitating customization and extension. The architecture emphasizes seamless AI integration, contextual understanding, and standardized interfaces, so LLMs can reason over location data naturally. Supported tools/APIs include map_geocode, map_reverse_geocode, map_search_places, map_place_details, map_directions_matrix, map_directions, map_weather, map_ip_location, map_road_traffic, and map_poi_extract (advanced permission). Quick Start guides cover API key acquisition, Python and Node.js integration, and configuring MCP clients.