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Alternatives to llm-eval-harness

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    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables agents and terminal workflows to run calibrated, typed single-pass evaluations such as diff review scoring, acceptance gating, command safety screening, candidate selection, and claim verification. Returns compact structured verdicts with numeric confidence scores in place of verbose chat responses.
      MIT
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables assistants to queue and monitor local language and vision model evaluations, compare results with confidence intervals, and retrieve routing recommendations for task categories.
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Provides advanced evaluation tools for assessing AI safety, alignment, and performance of LLM outputs. Enables programmatic evaluation of quality, safety metrics like toxicity and PII detection, and operational metrics including carbon footprint and cost estimation.
      4
      Apache 2.0
    • A
      license
      Not graded
      quality
      C
      maintenance
      Serves MCP tools to inspect agent trace JSONL files and evaluate them against golden-case constraints, returning structured metrics and gate results.
      MIT
    • A
      license
      A
      quality
      B
      maintenance
      Lets assistants send the same test prompts to as many as four text models across OpenRouter, Amazon Bedrock, Google Vertex AI and Microsoft Foundry, then automatically grade each answer with a judge model, rule checks and a policy gate. Returns scored leaderboards with letter grades, per-response strengths and weaknesses, latency, throughput and estimated cost, plus downloadable PDF and CSV reports.
      9
      120 PyPI
      MIT