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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.
      1
      -
    • A
      license
      Not graded
      quality
      D
      maintenance
      Exposes queryable GPU inference benchmark data (quantization, throughput, VRAM, concurrent users) as tools for LLM clients.
      MIT
    • A
      license
      A
      quality
      A
      maintenance
      Probes your live API and classifies why each endpoint failed (root cause, evidence, and a calibrated confidence level), exposed over MCP so your AI assistant debugs from evidence instead of guessing. Works with FastAPI, Express, Next.js, tRPC, and GraphQL.
      8
      14 npm
      2
      Apache 2.0

    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