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Alternatives to llmprobe

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    Related Servers

    • F
      license
      Not graded
      quality
      B
      maintenance
      Measured latency and uptime for 45 hosted AI inference APIs: independent probes from 4 regions every 5 minutes, no gateway. Exposes get_ai_api_latency (TTFB p50/p95 and uptime rankings by region). Data CC BY 4.0.
      2
      -
    • A
      license
      Not graded
      quality
      B
      maintenance
      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.
      7
      MIT

    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

    ActivityInactive
    ResponsivenessUnresponsive