End-to-end MCP agent that retrieves, ranks, summarizes, and explains answers from a 20k-document cleantech corpus. Built with ChromaDB, HuggingFace LLMs, cross-encoder reranking, and a custom reasoning tool. Includes a complete evaluation pipeline for retrieval and answer quality.