qurio

Overview

Qurio is a local knowledge engine that runs on your machine to ingest heterogeneous documentation (web crawls, PDFs, Markdown) and serve it directly to AI coding assistants via MCP. It features a custom structural chunker that respects code blocks, API definitions, and config files. With hybrid search combining BM25 and vector embeddings, configurable reranking, and an intuitive Vue.js admin dashboard, Qurio ensures your AI writes better code faster using only the context you trust.

Try asking AI

After installing, here are 3 things you can ask your AI assistant:

• qurio_search

  Search your knowledge base using hybrid search (keywords + vectors).

  Try:How do I configure a healthcheck in Docker Compose?Try:Show me examples of Python list comprehensionsTry:Find documentation about authentication in Next.js
• qurio_list_sources

  List all available data sources in the knowledge base.

  Try:What documentation sources have been indexed?Try:Show me all the sources in my knowledge baseTry:List available data sources
• qurio_list_pages

  List pages within a specific source.

  Try:Show me the pages from the Docker documentation sourceTry:List pages in the React docs sourceTry:What pages are available from the API documentation source?
• qurio_read_page

  Read the complete content of a specific document or web page.

  Try:Read the page about Docker Compose deploymentTry:Show me the full content of the Next.js authentication pageTry:Display the complete React hooks documentation page

Comparable tools

Installation

{
  "mcpServers": {
    "qurio": {
      "httpUrl": "http://localhost:8081/mcp"
    }
  }
}

Compare qurio with