MCP Advisor

MCP Advisor is a discovery and recommendation service that helps AI assistants find and understand available MCP services based on natural language queries. Built with a modular architecture, it supports multiple search backends including OceanBase for vector search and Meilisearch for text search, allowing users to explore MCP servers by semantic similarity. The implementation features flexible transport options (stdio, SSE, REST), comprehensive environment variable configuration, and GitHub README fetching capabilities, making it particularly useful for AI assistants that need to discover the right tools for specific tasks without leaving their conversation context.