Parliament MCP Server is an MCP server that maps a subset of Parliament UK APIs and adds semantic search capabilities. It is built around a FastMCP-based server and includes a Python package for querying and loading parliamentary data from Parliament UK APIs into Qdrant, a vector database used for semantic search over Hansard and Parliamentary Questions data. The stack also supports Claude Desktop integration via the mcp-remote proxy, enabling natural-language queries through MCP clients. The server exposes 13 tools organized into Members & Elections, Parliamentary Structure, Committees, and Parliamentary Business to support parliamentary research tasks. Data flows from official parliamentary APIs, is transformed into structured models, embedded with Azure OpenAI, and indexed into Qdrant for fast semantic search. A daily ingestion path keeps Hansard and parliamentary questions up to date. Quick Start and development guidance rely on Docker Compose, environment configuration, and Makefile targets to initialize Qdrant, load data, and run the MCP server. The project emphasizes ease of integration with Claude Desktop or other MCP clients and provides a unified CLI for data management and server operations.