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116,601 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
    Not graded
    quality
    B
    maintenance
    Enables AI agents or human operators to spawn, monitor, drive, and hook into child terminal sessions—such as CLI tools, interactive shells, and polyglot runtimes—via POSIX pseudo-terminals, providing multiplexed control, event interception, and memory-bounded observability for orchestration.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to safely write and run bpftrace scripts against the Linux kernel for observability, with explicit probe allowlists and execution timeout.
    1
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