S3 Documentation MCP Server

Example Use Cases

• 1

  Answer questions from product or API documentation stored on S3.

• 2

  Provide AI-powered internal wiki or company knowledge search.

• 3

  Build educational tutors using course materials in Markdown format.

Description

This MCP server enables semantic search and retrieval of Markdown documentation files stored in any S3-compatible storage by generating vector embeddings and indexing them with HNSWLib. It supports flexible embedding providers including local Ollama and cloud-based OpenAI, allowing users to choose between offline and high-accuracy cloud embeddings. The server offers incremental synchronization, API key authentication, and exposes MCP Tools and Resources for seamless integration with MCP clients like Cursor and Claude Desktop.