"Probot" matching MCP servers:

Enables searching herb-drug and drug-drug interactions by name, alias, or item ID, and retrieving Permitted Daily Exposure (PDE) reports for active pharmaceutical ingredients. A single stdio process exposes all tools, with credentials only required for the databases each tool uses.

Connects to Moodle API to enable a voice robot to query student information such as attendance, homework, and scores, using read-only tools.

Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

Aggregated search API service that provides real-time web search capabilities for AI assistants via MCP.