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Alternatives to llmprobe

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    Related Servers

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      license
      A
      quality
      A
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      Independent latency and uptime data for 46 hosted AI inference APIs, probed every 5 minutes from 4 regions with no gateway, plus a verified model deprecation calendar and Claude Code / Codex speed and accuracy drift. Four read-only tools, no API key; data CC BY 4.0.
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      Provides an MCP-compatible profiler for measuring edge and on-device LLM inference latency, including TTFT, TPOT, tokens-per-second throughput, and P50/P90/P99 jitter distributions. It enables agents and developers to run these telemetry benchmarks from MCP clients such as Claude Desktop, Cursor, and Windsurf.
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      Enables AI coding assistants and agent workflows to query live measured free-LLM performance and availability, including throughput, uptime, tool-calling success, and model diagnostics.
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    TDQS

    A4.3/5.0

    Scored across 4 tools

    Disambiguation5/5

    Each tool has a distinct purpose: configuration retrieval, provider listing, bulk probing, and single model probing. No overlap.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern (get_config, list_providers, probe_all, probe_model) with appropriate verbs.

    Tool Count5/5

    4 tools is well-scoped for the LLM probing domain, covering necessary operations without bloat.

    Completeness5/5

    The tool set covers all essential probe operations: viewing config, listing providers, probing all endpoints, and probing a single endpoint, with no obvious gaps.

    Maintenance

    ActivityMaintained
    ResponsivenessSlow