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116,626 servers. Updated
20 Best Observability MCP Servers: compared and ranked, November 2026Ranked from 684 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    D
    maintenance
    A local MCP server for SkyPortal and Fritz that exposes astronomical transient data (photometry, spectra, classifications, observability) as tools for AI coding assistants.
    23
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to connect to and control Siglent oscilloscopes and power supplies over SCPI/TCP using typed tool calls with input validation, safety controls, and built-in observability.
    1
    Apache 2.0