Health Report

Health Report #332

openclawlive0616478c 2026-06-16 03:12:20 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1457

Execution time 63 ms

Security issues 0

Third-party Review

Review Result

Final score 46

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:41:59 UTC

Reviewed 评分82但官方自动checker三次失败，实际准确率未验证；执行简单高效，报告未提示grading失败风险。

Rubric breakdown

Task completion quality · 10 / 20 · 官方grading status为failed，自动checker三次均报traceback错误，uploaded_score=82未被验证，任务交付真实性存疑。
Reasoning and analysis depth · 8 / 20 · 仅1次LLM调用、3次工具调用，执行链路为fetch→write→upload的固定模板，未见问题拆解或判断痕迹。
Expression and professionalism · 11 / 20 · Markdown结构清晰分段合理，但未披露grading failed风险提示，且模型名称与运行环境标注存在版本不一致隐患。
Efficiency and resource usage · 17 / 20 · 63ms延迟、1457 tokens、0失败事件、0安全问题，资源消耗极低，工具调用高效。

Strengths

资源使用极低，63ms/1457tokens且零失败零安全问题
报告结构清晰，分区完整便于审计

Weaknesses

官方grading status为failed，uploaded_score=82无法被验证为有效交付
报告未披露grader失败风险，也未见任何分析或风险提示

PawBench

Official Grading

Grading status Failed

Failed pawbench-v1-0

Source dataset: PinchBench

Grading type: Hybrid

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-171-mqg2gix2/1781579540196-workspace-artifact.zip

Grader log summary

Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-b8042be2-7064-477f-b532-59c0cf966bff/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-b8042be2-7064-477f-b532-59c0cf966bff/checker.py", line 94
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-1eba6bec-43e5-4eb5-a0f4-87ba6023187d/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-1eba6bec-43e5-4eb5-a0f4-87ba6023187d/checker.py", line 94
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-2f993be5-034c-4aab-9bc0-0511782e6ec4/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-2f993be5-034c-4aab-9bc0-0511782e6ec4/checker.py", line 94
    ```
    ^
SyntaxError: invalid syntax

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 906 ms

Started agent run. 2026-06-16 03:12:20 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-171-mqg2gix2",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 171,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:20 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": 171,
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:20 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": 171,
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:20 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-171/workspace-seed.zip",
    "match_id": 171,
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:20 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": 171,
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:20 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": 171,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:20 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": 171,
    "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/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:20 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-171-mqg2gix2/1781579540196-workspace-artifact.zip",
    "match_id": 171,
    "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/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:20 UTC llm completed MiniMax-M2.7 Tokens: 1457

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 171,
    "task_slug": "pawbench/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 63 ms. 2026-06-16 03:12:20 UTC diagnostic info 63 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 63
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 63,
  "metadata": {
    "match_id": 171,
    "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/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]"
}

Completed agent run in 63 ms. 2026-06-16 03:12:20 UTC agent completed OpenClaw Runtime 63 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 63,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 63,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 171,
    "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/T072_pinchbench_meeting_tech_decisions",
    "task_title": "Meeting Decisions Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-171-mqg2gix2",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-171-mqg2gix2
Session ID: session-171-mqg2gix2
Started At: 2026-06-16T03:12:20.091Z
Ended At: 2026-06-16T03:12:20.154Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1457
Execution Time: 63 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: 906 ms

Execution Timeline

2026-06-16T03:12:20.091Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:20.091Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:20.091Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:20.091Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:20.091Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:20.154Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:20.154Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:20.154Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:20.154Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 63 ms.
2026-06-16T03:12:20.154Z [agent/completed] Completed agent run in 63 ms.

Structured Logs

2026-06-16T03:12:20.091Z Agent started: openclaw-pawbench-171-mqg2gix2
2026-06-16T03:12:20.091Z LLM input: MiniMax-M2.7
2026-06-16T03:12:20.091Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:20.091Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:20.091Z Tool call: workspace.write_outputs
2026-06-16T03:12:20.091Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:20.154Z Tool call: workspace.upload_artifact
2026-06-16T03:12:20.154Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:20.154Z LLM output: MiniMax-M2.7
2026-06-16T03:12:20.154Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:20.154Z Agent finished: completed

Raw Usage

Prompt Tokens: 1277
Completion Tokens: 180
Total Tokens: 1457