Embedding MCP Server

Example Use Cases

• 1

  Semantic search capabilities over custom knowledge bases.

• 2

  Query and visualize knowledge graphs built from documents.

• 3

  AI-driven text processing such as summarization and extraction through a standardized MCP interface.

Description

This MCP server implementation leverages txtai's unified embeddings database to enable semantic search, automatic knowledge graph construction, and advanced text processing pipelines. It supports building portable knowledge bases from various document sources and offers a local-first architecture ensuring data privacy. The server is configurable via command-line or environment variables and supports advanced features like causal boosting for enhanced relevance scoring.