Markdown RAG MCP Server

Example Use Cases

• 1

  Perform hybrid semantic and keyword search over local Markdown documentation.

• 2

  Automatic document categorization without manual folder or frontmatter setup.

• 3

  A fully local, privacy-preserving knowledge base with multilingual support.

Description

Markdown RAG MCP Server enables seamless integration of Agentic IDEs with local Markdown documentation through a hybrid semantic and keyword search pipeline. It supports multilingual queries, automatic document categorization, and runs fully locally without requiring API keys or Docker. The server uses optimized NLP models for fast CPU inference, providing precise and context-aware search results with breadcrumb navigation.