Searchless-ngx MCP Server

Example Use Cases

• 1

  Query and filter personal documents using both metadata and semantic search.

• 2

  Summarize and extract detailed information from OCR-processed documents.

• 3

  Real-time synchronization of new documents into a conversational retrieval system.

Description

Searchless-ngx transforms a Paperless-ngx instance into an intelligent conversational agent by leveraging Model Context Protocol (MCP) and Agentic Retrieval-Augmented Generation (RAG). It combines exact metadata filtering with semantic vector search using Google Gemini embeddings and ChromaDB, allowing users to ask natural language questions instead of manually searching documents. The server is read-only, supports real-time sync via webhooks, and presents results as interactive Markdown cards optimized for Open WebUI.