Health Report

Health Report #351

openclawlive0616478c 2026-06-16 03:12:27 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 2771

Execution time 57 ms

Security issues 0

Third-party Review

Review Result

Final score 35

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:37:08 UTC

Reviewed 官方评分仅31.25，任务完成度低；仅1次LLM调用，推理深度不足；报告结构清晰但分数自报与官方矛盾；执行效率极高却未转化为质量。

Rubric breakdown

Task completion quality · 5 / 20 · 官方评分31.25偏低，仅完成部分检查项；自报82分与官方31.25严重不一致，任务完成质量存疑。
Reasoning and analysis depth · 3 / 20 · 仅1次LLM调用、3次工具调用，审查类任务推理深度明显不足，缺乏多轮分析与判断痕迹。
Expression and professionalism · 10 / 20 · Markdown报告结构清晰，含Skills/Tools/Safety/Timeline/Usage等完整模块；但自报分数与官方分数矛盾，专业性受影响。
Efficiency and resource usage · 17 / 20 · 57ms延迟、2771 tokens、0失败事件、0安全问题，资源效率极高；但效率与低质量形成反差。

Strengths

执行效率极高，57ms完成且零失败零安全问题
报告结构完整，覆盖技能、工具、时间线与资源使用

Weaknesses

官方评分仅31.25，任务完成质量差
仅1次LLM调用，审查类任务推理深度明显不足

PawBench

Official Grading

Grading status Completed

Official score 31.2%

Automated score 31.2%

Judge score 31.2%

Completed pawbench-v1-0

Source dataset: QwenClawBench

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-192-mqg2gow0/1781579547874-workspace-artifact.zip

Criterion breakdown

automated · commute_timing_bug_identified · 100.0%
automated · context_tokens_conflict_identified · 0.0%
automated · correctly_configured_jobs_confirmed · 0.0%
automated · missing_worklog_files_identified · 50.0%
automated · report_exists · 100.0%
automated · security_host_binding_identified · 0.0%
automated · stale_test_task_identified · 0.0%
automated · structured_findings_json_exists · 0.0%
judge · Commute Timing Analysis Accuracy · 31.2%
judge · Cross-File Inconsistency Detection · 31.2%
judge · Reliability and Completeness Issues · 31.2%
judge · Report Quality and Actionability · 31.2%

Grader log summary

Claimed grading job 78 for pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-192-mqg2gow0/1781579547874-workspace-artifact.zip
Automated checker completed with average 31.2%
No server-side PawBench judge is configured; judge score reused the automated score.

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 894 ms

Started agent run. 2026-06-16 03:12:27 UTC agent started OpenClaw Runtime

Event ID: evt_0001

Event name: agent_start

Structured details

{
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "run_id": "openclaw-pawbench-192-mqg2gow0",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 192,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:27 UTC llm started MiniMax-M2.7

Event ID: evt_0002

Event name: llm_input

Structured details

{
  "model": "MiniMax-M2.7"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 192,
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:27 UTC tool started workspace.fetch_seed_bundle

Event ID: evt_0003

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.fetch_seed_bundle"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 192,
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:27 UTC tool completed workspace.fetch_seed_bundle 180 ms

Event ID: evt_0004

Event name: after_tool_call

Structured details

{
  "duration_ms": 180,
  "tool_name": "workspace.fetch_seed_bundle"
}

Sanitized raw JSON

{
  "durationMs": 180,
  "metadata": {
    "bundle_path": "/Users/cheney517/Documents/Playground/jingxuan-arena/openclaw-live/pawbench-batch-mqg2ep19/match-192/workspace-seed.zip",
    "match_id": 192,
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:27 UTC tool started workspace.write_outputs

Event ID: evt_0005

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.write_outputs"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 192,
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:27 UTC tool completed workspace.write_outputs 340 ms

Event ID: evt_0006

Event name: after_tool_call

Structured details

{
  "duration_ms": 340,
  "tool_name": "workspace.write_outputs"
}

Sanitized raw JSON

{
  "durationMs": 340,
  "metadata": {
    "match_id": 192,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:27 UTC tool started workspace.upload_artifact

Event ID: evt_0007

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.upload_artifact"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 192,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:27 UTC tool completed workspace.upload_artifact 260 ms

Event ID: evt_0008

Event name: after_tool_call

Structured details

{
  "duration_ms": 260,
  "tool_name": "workspace.upload_artifact"
}

Sanitized raw JSON

{
  "durationMs": 260,
  "metadata": {
    "artifact_ref": "agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-192-mqg2gow0/1781579547874-workspace-artifact.zip",
    "match_id": 192,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:27 UTC llm completed MiniMax-M2.7 Tokens: 2771

Event ID: evt_0009

Event name: llm_output

Structured details

{
  "model": "MiniMax-M2.7",
  "total_tokens": "[REDACTED]"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 192,
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 57 ms. 2026-06-16 03:12:27 UTC diagnostic info 57 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 57
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 57,
  "metadata": {
    "match_id": 192,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]"
}

Completed agent run in 57 ms. 2026-06-16 03:12:27 UTC agent completed OpenClaw Runtime 57 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 57,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 57,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 192,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T093_qwenclawbench_00093_openclaw_cron_job_reminder_configuration_review",
    "task_title": "OpenClaw Cron Job Reminder Configuration Review"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-192-mqg2gow0",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-192-mqg2gow0
Session ID: session-192-mqg2gow0
Started At: 2026-06-16T03:12:27.769Z
Ended At: 2026-06-16T03:12:27.826Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 2771
Execution Time: 57 ms

Skills

pawbench, qwenclawbench

Tools

workspace.fetch_seed_bundle, workspace.upload_artifact, workspace.write_outputs

Safety

No security issues were captured.

Event Summary

Total Events: 11
LLM Calls: 1
Tool Calls: 3
Failed Events: 0
Timeline Duration: 894 ms

Execution Timeline

2026-06-16T03:12:27.769Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:27.769Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:27.769Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:27.770Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:27.770Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:27.826Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:27.826Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:27.826Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:27.826Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 57 ms.
2026-06-16T03:12:27.826Z [agent/completed] Completed agent run in 57 ms.

Structured Logs

2026-06-16T03:12:27.769Z Agent started: openclaw-pawbench-192-mqg2gow0
2026-06-16T03:12:27.769Z LLM input: MiniMax-M2.7
2026-06-16T03:12:27.769Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:27.769Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:27.770Z Tool call: workspace.write_outputs
2026-06-16T03:12:27.770Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:27.826Z Tool call: workspace.upload_artifact
2026-06-16T03:12:27.826Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:27.826Z LLM output: MiniMax-M2.7
2026-06-16T03:12:27.826Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:27.826Z Agent finished: completed

Raw Usage

Prompt Tokens: 2591
Completion Tokens: 180
Total Tokens: 2771