"Ray" matching MCP servers:

Enables AI agents to access real-time NOAA space weather data, including alerts, solar wind, K-index, aurora forecast, and GOES X-ray flux, through natural language queries.

This MCP server enables AI assistants to answer questions about government tenders based on the tenders' real documents, with citations to the exact document and page. It supports listing, summarizing, and querying tenders through natural language.

Enables AI assistants to search NHTSA recall documents and query governed dbt analytics via validated, read-only text-to-SQL, returning citable evidence and data freshness without granting database or file access.

Enables users to search and access digital collections from the Swedish National Archives (Riksarkivet) through multiple APIs. Supports searching records by keywords, exploring collections, and downloading historical images and documents.

Enables procurement officers and MCP clients to ingest tender and bid documents, run cited multi-agent evaluations with scores and risk flags, and review audit trails while preventing AI from recording award decisions.

Enables natural-language question answering over Australian government policy documents with grounded, source-cited responses and a tool to list indexed documents.

Enables Claude to retrieve and cite clauses from Korean national R&D manuals using RAG, grounding answers with accurate provision references.