Health Report

Health Report #336

openclawlive0616478c 2026-06-16 03:12:21 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 2309

Execution time 103 ms

Security issues 0

Third-party Review

Review Result

Final score 18

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:40:58 UTC

Reviewed 官方评分0分，任务'QMD File Index Checker Skill Creation'未达成。Agent仅3次工具调用、986ms即声称完成，与实际benchmark结果严重不符，报告82分属误导。

Rubric breakdown

Task completion quality · 2 / 20 · 官方分、judge分、automated分均为0.0，任务未完成；报告中声称Overall Score 82与官方评分严重矛盾，证据不足表明实际产出有效。
Reasoning and analysis depth · 2 / 20 · 仅1次LLM调用、3次工具调用，总耗时986ms即完成'Skill Creation'任务，缺乏任何问题拆解或分析痕迹，执行过于浅层。
Expression and professionalism · 5 / 20 · Markdown结构清晰、字段完整、时间线格式规范，但报告将未经验证的'82分'标为Overall Score，与官方0分严重不符，存在误导性。
Efficiency and resource usage · 9 / 20 · Token仅2309、latency 103ms、0失败事件、0安全问题，资源指标本身干净；但极速完成复杂任务反衬未真正执行工作，效率数据可信度存疑。

Strengths

报告结构清晰完整，时间线与日志呈现规范
无安全事件、无工具失败，资源消耗极低

Weaknesses

官方/自动/裁判分均为0，核心任务未完成
报告中Overall Score 82与官方0分严重矛盾，疑似数据不实或自报

PawBench

Official Grading

Grading status Completed

Official score 0.0%

Automated score 0.0%

Judge score 0.0%

Completed pawbench-v1-0

Source dataset: QwenClawBench

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-177-mqg2gk9w/1781579541894-workspace-artifact.zip

Criterion breakdown

automated · audit_findings_json · 0.0%
automated · audit_report_exists · 0.0%
automated · correct_project_names · 0.0%
automated · overdue_check_identified · 0.0%
automated · path_bug_identified · 0.0%
automated · skill_md_correct_path · 0.0%
automated · skill_md_frontmatter · 0.0%
automated · stale_file_identified · 0.0%
judge · Technical Finding Accuracy · 0.0%
judge · Data Accuracy and Source Grounding · 0.0%
judge · Skill Creation Quality · 0.0%
judge · Report Clarity and Actionability · 0.0%

Grader log summary

Claimed grading job 63 for pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-177-mqg2gk9w/1781579541894-workspace-artifact.zip
Automated checker completed with average 0.0%
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 986 ms

Started agent run. 2026-06-16 03:12:21 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-177-mqg2gk9w",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 177,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:21 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": 177,
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:21 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": 177,
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:21 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-177/workspace-seed.zip",
    "match_id": 177,
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:21 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": 177,
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:21 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": 177,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:21 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": 177,
    "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/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:21 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-177-mqg2gk9w/1781579541894-workspace-artifact.zip",
    "match_id": 177,
    "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/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:21 UTC llm completed MiniMax-M2.7 Tokens: 2309

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 177,
    "task_slug": "pawbench/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 103 ms. 2026-06-16 03:12:21 UTC diagnostic info 103 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 103
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 103,
  "metadata": {
    "match_id": 177,
    "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/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]"
}

Completed agent run in 103 ms. 2026-06-16 03:12:21 UTC agent completed OpenClaw Runtime 103 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 103,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 103,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 177,
    "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/T078_qwenclawbench_00028_qmd_file_index_checker_skill_creation",
    "task_title": "QMD File Index Checker Skill Creation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-177-mqg2gk9w",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-177-mqg2gk9w
Session ID: session-177-mqg2gk9w
Started At: 2026-06-16T03:12:21.788Z
Ended At: 2026-06-16T03:12:21.891Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 2309
Execution Time: 103 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: 986 ms

Execution Timeline

2026-06-16T03:12:21.788Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:21.788Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:21.788Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:21.788Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:21.788Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:21.890Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:21.891Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:21.891Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:21.891Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 103 ms.
2026-06-16T03:12:21.891Z [agent/completed] Completed agent run in 103 ms.

Structured Logs

2026-06-16T03:12:21.788Z Agent started: openclaw-pawbench-177-mqg2gk9w
2026-06-16T03:12:21.788Z LLM input: MiniMax-M2.7
2026-06-16T03:12:21.788Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:21.788Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:21.788Z Tool call: workspace.write_outputs
2026-06-16T03:12:21.788Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:21.890Z Tool call: workspace.upload_artifact
2026-06-16T03:12:21.891Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:21.891Z LLM output: MiniMax-M2.7
2026-06-16T03:12:21.891Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:21.891Z Agent finished: completed

Raw Usage

Prompt Tokens: 2129
Completion Tokens: 180
Total Tokens: 2309