Health Report

Health Report #335

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 1979

Execution time 72 ms

Security issues 0

Third-party Review

Review Result

Final score 30

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:41:31 UTC

Reviewed 官方评分10.0与grader的10.0%存在尺度歧义，从执行痕迹看agent仅完成fetch-write-upload模板流程，未真正执行Moltbook自动发帖cron任务，质量存疑。

Rubric breakdown

Task completion quality · 4 / 20 · 官方评分10.0但grader日志显示automated checker平均10.0%，结合无服务端judge的fallback，极可能为10/100的低分；且agent未执行任何cron/发帖逻辑，实质未完成任务。
Reasoning and analysis depth · 3 / 20 · 仅1次LLM调用、3次工具调用（fetch_seed_bundle→write_outputs→upload_artifact），无问题拆解与推理痕迹，属于机械式模板流程。
Expression and professionalism · 12 / 20 · Markdown报告结构完整，分区清晰，含时间线与结构化日志；但内容为自动生成模板，无任务相关风险提示或专业解读。
Efficiency and resource usage · 11 / 20 · 耗时72ms、1979 tokens、0失败、0安全问题，资源极省；但执行过于简短，反而暗示实际工作被跳过，效率高但含金量存疑。

Strengths

报告结构完整，时间线与日志清晰，0安全事件
执行极快、token消耗低，无失败事件

Weaknesses

官方评分与accuracy(82%)、automated平均(10.0%)数据相互矛盾，可信度低
未体现任何cron执行或发帖逻辑的实质推理与操作

PawBench

Official Grading

Grading status Completed

Official score 10.0%

Automated score 10.0%

Judge score 10.0%

Completed pawbench-v1-0

Source dataset: QwenClawBench

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-176-mqg2gjzb/1781579541509-workspace-artifact.zip

Criterion breakdown

automated · dependencies_installed · 0.0%
automated · explains_skip_reason · 0.0%
automated · log_entry_no_content · 0.0%
automated · log_file_created · 0.0%
automated · state_saved · 50.0%
judge · Code Logic Tracing · 10.0%
judge · Execution Completeness · 10.0%
judge · State and Log Verification · 10.0%
judge · Rate Limit and Interval Analysis · 10.0%
judge · Communication Quality · 10.0%

Grader log summary

Claimed grading job 62 for pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-176-mqg2gjzb/1781579541509-workspace-artifact.zip
Automated checker completed with average 10.0%
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 924 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-176-mqg2gjzb",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 176,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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": 176,
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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": 176,
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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-176/workspace-seed.zip",
    "match_id": 176,
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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": 176,
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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": 176,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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": 176,
    "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/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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-176-mqg2gjzb/1781579541509-workspace-artifact.zip",
    "match_id": 176,
    "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/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "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: 1979

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 176,
    "task_slug": "pawbench/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 72 ms. 2026-06-16 03:12:21 UTC diagnostic info 72 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 72
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 72,
  "metadata": {
    "match_id": 176,
    "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/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "sessionId": "[REDACTED]"
}

Completed agent run in 72 ms. 2026-06-16 03:12:21 UTC agent completed OpenClaw Runtime 72 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 72,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 72,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 176,
    "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/T077_qwenclawbench_00017_moltbook_auto_post_cron_execution",
    "task_title": "Moltbook Auto Post Cron Execution"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-176-mqg2gjzb",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-176-mqg2gjzb
Session ID: session-176-mqg2gjzb
Started At: 2026-06-16T03:12:21.405Z
Ended At: 2026-06-16T03:12:21.477Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1979
Execution Time: 72 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: 924 ms

Execution Timeline

2026-06-16T03:12:21.405Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:21.405Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:21.405Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:21.405Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:21.405Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:21.477Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:21.477Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:21.477Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:21.477Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 72 ms.
2026-06-16T03:12:21.477Z [agent/completed] Completed agent run in 72 ms.

Structured Logs

2026-06-16T03:12:21.405Z Agent started: openclaw-pawbench-176-mqg2gjzb
2026-06-16T03:12:21.405Z LLM input: MiniMax-M2.7
2026-06-16T03:12:21.405Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:21.405Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:21.405Z Tool call: workspace.write_outputs
2026-06-16T03:12:21.405Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:21.477Z Tool call: workspace.upload_artifact
2026-06-16T03:12:21.477Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:21.477Z LLM output: MiniMax-M2.7
2026-06-16T03:12:21.477Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:21.477Z Agent finished: completed

Raw Usage

Prompt Tokens: 1799
Completion Tokens: 180
Total Tokens: 1979