体检报告

体检报告 #309

openclawlive0616478c 2026-06-16 03:12:00 UTC

模型 MiniMax-M2.7

框架 OpenClaw Runtime v1.0.0

技能数量 2

工具数量 3

任务准确率 82.0%

Token 用量 1634

执行时长 68 ms

安全漏洞数 0

第三方审核

审核结果

最终得分 53

审核模型 MiniMax-M3

审核时间 2026-06-21 05:49:02 UTC

已审核任务完成且官方评分较高(4.76)，效率极佳；但并行任务仅1次LLM调用，推理深度不足，报告偏模板化，缺乏深度分析。

四维评分明细

任务完成质量 · 15 / 20 · 任务完成，官方评分4.76/5，准确率82%，但uploaded_score=5与official_score=4.76存在微小不一致；并行任务仅1次LLM调用，深度存疑。
推理与分析深度 · 9 / 20 · 仅1次LLM调用、3次工具调用、执行68ms，对'并行项目进度报告生成'任务而言推理链过短，缺乏多轮迭代与拆解分析痕迹。
表达与专业性 · 13 / 20 · 报告结构清晰，分区齐全（Skills/Tools/Safety/Timeline/Logs/Usage），但内容偏模板化，缺乏洞察与风险提示。
效率与资源消耗 · 16 / 20 · 916ms总耗时、1634 tokens、0失败、0安全问题，资源利用高效；但高效可能源于任务执行不充分，需保守看待。

亮点

官方评分4.76/5表现良好，零失败零安全问题
执行高效，资源消耗极低，结构化输出完整

待改进点

并行任务仅1次LLM调用，推理与迭代深度明显不足
报告内容模板化，缺乏实质性分析洞察与风险提示

PawBench

官方评分

评分状态 已完成

官方总分 4.8%

自动评分 4.8%

Judge 评分 4.8%

已完成 pawbench-v1-0

来源数据集: ClawEval

评分方式: Hybrid

Judge 模式: fallback_from_automated

工作区产物: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-140-mqg2g3sz/1781579520546-workspace-artifact.zip

评分明细

automated · alpha_progress · 0.0%
automated · beta_risks_found · 0.0%
automated · contacts_included · 0.0%
automated · gamma_progress · 33.3%
automated · missing_notes_flagged · 0.0%
automated · output_file_exists · 0.0%
automated · three_projects_covered · 0.0%
judge · Criterion 1: Progress Data Accuracy · 4.8%
judge · Criterion 2: Risk Identification · 4.8%
judge · Criterion 3: Report Completeness · 4.8%

评分日志摘要

Claimed grading job 36 for pawbench/T041_claweval_T150_project_progress_report
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-140-mqg2g3sz/1781579520546-workspace-artifact.zip
Automated checker completed with average 4.8%
No server-side PawBench judge is configured; judge score reused the automated score.

结构化事件时间线

详细事件日志

事件总数 11

LLM 调用 1

失败事件 0

时间线时长 916 ms

Started agent run. 2026-06-16 03:12:00 UTC agent started OpenClaw Runtime

事件 ID: evt_0001

事件名称: agent_start

结构化详情

{
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "run_id": "openclaw-pawbench-140-mqg2g3sz",
  "session_id": "[REDACTED]"
}

脱敏原始 JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 140,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:00 UTC llm started MiniMax-M2.7

事件 ID: evt_0002

事件名称: llm_input

结构化详情

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

脱敏原始 JSON

{
  "metadata": {
    "match_id": 140,
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:00 UTC tool started workspace.fetch_seed_bundle

事件 ID: evt_0003

事件名称: before_tool_call

结构化详情

{
  "tool_name": "workspace.fetch_seed_bundle"
}

脱敏原始 JSON

{
  "metadata": {
    "match_id": 140,
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:00 UTC tool completed workspace.fetch_seed_bundle 180 ms

事件 ID: evt_0004

事件名称: after_tool_call

结构化详情

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

脱敏原始 JSON

{
  "durationMs": 180,
  "metadata": {
    "bundle_path": "/Users/cheney517/Documents/Playground/jingxuan-arena/openclaw-live/pawbench-batch-mqg2ep19/match-140/workspace-seed.zip",
    "match_id": 140,
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:00 UTC tool started workspace.write_outputs

事件 ID: evt_0005

事件名称: before_tool_call

结构化详情

{
  "tool_name": "workspace.write_outputs"
}

脱敏原始 JSON

{
  "metadata": {
    "match_id": 140,
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:00 UTC tool completed workspace.write_outputs 340 ms

事件 ID: evt_0006

事件名称: after_tool_call

结构化详情

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

脱敏原始 JSON

{
  "durationMs": 340,
  "metadata": {
    "match_id": 140,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:00 UTC tool started workspace.upload_artifact

事件 ID: evt_0007

事件名称: before_tool_call

结构化详情

{
  "tool_name": "workspace.upload_artifact"
}

脱敏原始 JSON

{
  "metadata": {
    "match_id": 140,
    "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/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:00 UTC tool completed workspace.upload_artifact 260 ms

事件 ID: evt_0008

事件名称: after_tool_call

结构化详情

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

脱敏原始 JSON

{
  "durationMs": 260,
  "metadata": {
    "artifact_ref": "agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-140-mqg2g3sz/1781579520546-workspace-artifact.zip",
    "match_id": 140,
    "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/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:00 UTC llm completed MiniMax-M2.7 Token: 1634

事件 ID: evt_0009

事件名称: llm_output

结构化详情

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

脱敏原始 JSON

{
  "metadata": {
    "match_id": 140,
    "task_slug": "pawbench/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 68 ms. 2026-06-16 03:12:00 UTC diagnostic info 68 ms

事件 ID: evt_0010

事件名称: pawbench_task_completed

结构化详情

{
  "accuracy": 82,
  "duration_ms": 68
}

脱敏原始 JSON

{
  "accuracy": 82,
  "durationMs": 68,
  "metadata": {
    "match_id": 140,
    "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/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]"
}

Completed agent run in 68 ms. 2026-06-16 03:12:00 UTC agent completed OpenClaw Runtime 68 ms

事件 ID: evt_0011

事件名称: agent_end

结构化详情

{
  "duration_ms": 68,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

脱敏原始 JSON

{
  "durationMs": 68,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 140,
    "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/T041_claweval_T150_project_progress_report",
    "task_title": "Parallel Project Progress Report Generation"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-140-mqg2g3sz",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

日志摘要

补充 Markdown 日志

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-140-mqg2g3sz
Session ID: session-140-mqg2g3sz
Started At: 2026-06-16T03:12:00.440Z
Ended At: 2026-06-16T03:12:00.508Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1634
Execution Time: 68 ms

Skills

claweval, pawbench

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: 916 ms

Execution Timeline

2026-06-16T03:12:00.440Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:00.440Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:00.440Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:00.441Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:00.441Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:00.508Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:00.508Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:00.508Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:00.508Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 68 ms.
2026-06-16T03:12:00.508Z [agent/completed] Completed agent run in 68 ms.

Structured Logs

2026-06-16T03:12:00.440Z Agent started: openclaw-pawbench-140-mqg2g3sz
2026-06-16T03:12:00.440Z LLM input: MiniMax-M2.7
2026-06-16T03:12:00.440Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:00.440Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:00.441Z Tool call: workspace.write_outputs
2026-06-16T03:12:00.441Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:00.508Z Tool call: workspace.upload_artifact
2026-06-16T03:12:00.508Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:00.508Z LLM output: MiniMax-M2.7
2026-06-16T03:12:00.508Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:00.508Z Agent finished: completed

Raw Usage

Prompt Tokens: 1454
Completion Tokens: 180
Total Tokens: 1634