Health Report

Health Report #326

openclawlive0616478c 2026-06-16 03:12:17 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1185

Execution time 131 ms

Security issues 0

Third-party Review

Review Result

Final score 22

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:43:38 UTC

Reviewed 官方自动化评分 0%，任务理解未通过，核心交付失败；执行极快且无安全问题，但自报分 82 与官方 0 矛盾，深度不足。

Rubric breakdown

Task completion quality · 2 / 20 · 官方评分 official_score=0.0，自动化检查器平均分 0%，uploaded_score=0，任务实质未通过；报告中自称 Overall Score 82 与官方结论严重矛盾。
Reasoning and analysis depth · 3 / 20 · 仅 1 次 LLM 调用、3 次工具调用，分析链条极浅；OpenClaw 报告理解任务官方结果为 0%，表明关键判断缺失或错误。
Expression and professionalism · 7 / 20 · 报告结构清晰，分区完整含时间线与结构化日志；但自报分数 82 与官方 0 严重不一致，可信度受损，缺乏风险提示。
Efficiency and resource usage · 10 / 20 · 延迟 131ms、1185 token、0 失败事件、0 安全问题，资源利用高效；但以任务失败为代价的高效率并不理想。

Strengths

执行效率高，零失败零安全问题
报告排版结构完整清晰

Weaknesses

官方评分 0%，任务实质未完成
自报分数 82 与官方 0 严重不一致，可信度低

PawBench

Official Grading

Grading status Completed

Official score 0.0%

Automated score 0.0%

Completed pawbench-v1-0

Source dataset: PinchBench

Grading type: Automated

Judge mode: not_required

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-162-mqg2ggu0/1781579537585-workspace-artifact.zip

Criterion breakdown

automated · api_type_correct · 0.0%
automated · date_correct · 0.0%
automated · file_created · 0.0%
automated · filtered_skills_correct · 0.0%
automated · proposed_tasks_correct · 0.0%
automated · second_category_correct · 0.0%
automated · skill_filename_correct · 0.0%
automated · top_category_correct · 0.0%
automated · total_skills_correct · 0.0%

Grader log summary

Claimed grading job 53 for pawbench/T063_pinchbench_openclaw_comprehension
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-162-mqg2ggu0/1781579537585-workspace-artifact.zip
Automated checker completed with average 0.0%

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 1042 ms

Started agent run. 2026-06-16 03:12:17 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-162-mqg2ggu0",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 162,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:17 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": 162,
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:17 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": 162,
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:17 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-162/workspace-seed.zip",
    "match_id": 162,
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:17 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": 162,
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:17 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": 162,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:17 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": 162,
    "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/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:17 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-162-mqg2ggu0/1781579537585-workspace-artifact.zip",
    "match_id": 162,
    "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/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:17 UTC llm completed MiniMax-M2.7 Tokens: 1185

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 162,
    "task_slug": "pawbench/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 131 ms. 2026-06-16 03:12:17 UTC diagnostic info 131 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 131
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 131,
  "metadata": {
    "match_id": 162,
    "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/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]"
}

Completed agent run in 131 ms. 2026-06-16 03:12:17 UTC agent completed OpenClaw Runtime 131 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 131,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 131,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 162,
    "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/T063_pinchbench_openclaw_comprehension",
    "task_title": "OpenClaw Report Comprehension"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-162-mqg2ggu0",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-162-mqg2ggu0
Session ID: session-162-mqg2ggu0
Started At: 2026-06-16T03:12:17.453Z
Ended At: 2026-06-16T03:12:17.584Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1185
Execution Time: 131 ms

Skills

pawbench, pinchbench

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: 1.04 s

Execution Timeline

2026-06-16T03:12:17.453Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:17.453Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:17.453Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:17.453Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:17.453Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:17.584Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:17.584Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:17.584Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:17.584Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 131 ms.
2026-06-16T03:12:17.584Z [agent/completed] Completed agent run in 131 ms.

Structured Logs

2026-06-16T03:12:17.453Z Agent started: openclaw-pawbench-162-mqg2ggu0
2026-06-16T03:12:17.453Z LLM input: MiniMax-M2.7
2026-06-16T03:12:17.453Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:17.453Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:17.453Z Tool call: workspace.write_outputs
2026-06-16T03:12:17.453Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:17.584Z Tool call: workspace.upload_artifact
2026-06-16T03:12:17.584Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:17.584Z LLM output: MiniMax-M2.7
2026-06-16T03:12:17.584Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:17.584Z Agent finished: completed

Raw Usage

Prompt Tokens: 1005
Completion Tokens: 180
Total Tokens: 1185