Health Report

Health Report #353

openclawlive0616478c 2026-06-16 03:12:28 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 2113

Execution time 91 ms

Security issues 0

Third-party Review

Review Result

Final score 33

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:36:39 UTC

Reviewed 官方评分仅 32.14，任务完成质量低；仅 1 次 LLM 调用推理极浅；报告结构清晰但分值自相矛盾；执行高效但牺牲了正确率。

Rubric breakdown

Task completion quality · 5 / 20 · 官方评分仅 32.14，裁判为 fallback_from_automated，任务实际完成质量差；与 markdown 中宣称的 Overall Score 82 存在严重不一致。
Reasoning and analysis depth · 4 / 20 · 仅 1 次 LLM 调用、3 次工具调用、总耗时 91ms，对创建受保护目录及访问规则这类任务而言推理深度极浅，问题拆解痕迹缺失。
Expression and professionalism · 10 / 20 · 报告结构清晰，含时间线与结构化日志，但 markdown 中 Overall Score 82 与官方 32.14 不一致，存在误导风险。
Efficiency and resource usage · 14 / 20 · Token 仅 2113、耗时 91ms、0 失败事件、0 安全问题，资源消耗低且执行稳定，但效率换来了低准确率。

Strengths

报告结构完整、字段齐全
零失败事件、零安全问题，资源利用高效

Weaknesses

官方评分仅 32.14，任务完成度差
markdown 宣称 82 分与官方 32.14 严重不一致，存在数据可靠性问题

PawBench

Official Grading

Grading status Completed

Official score 32.1%

Automated score 32.1%

Judge score 32.1%

Completed pawbench-v1-0

Source dataset: QwenClawBench

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-194-mqg2gpi2/1781579548658-workspace-artifact.zip

Criterion breakdown

automated · config_json_flagged · 25.0%
automated · credentials_template_complete · 0.0%
automated · directory_permissions_restrictive · 0.0%
automated · gitignore_excludes_secrets · 0.0%
automated · rotation_schedule_cited · 100.0%
automated · secrets_directory_exists · 100.0%
automated · security_md_updated · 0.0%
judge · Secrets Directory and Credentials Template · 32.1%
judge · README Documentation Quality · 32.1%
judge · SECURITY.md Update and config.json Issue · 32.1%
judge · Version Control Exclusion and Overall Integration · 32.1%

Grader log summary

Claimed grading job 80 for pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-194-mqg2gpi2/1781579548658-workspace-artifact.zip
Automated checker completed with average 32.1%
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 962 ms

Started agent run. 2026-06-16 03:12:28 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-194-mqg2gpi2",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 194,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:28 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": 194,
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:28 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": 194,
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:28 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-194/workspace-seed.zip",
    "match_id": 194,
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:28 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": 194,
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:28 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": 194,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:28 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": 194,
    "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/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:28 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-194-mqg2gpi2/1781579548658-workspace-artifact.zip",
    "match_id": 194,
    "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/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:28 UTC llm completed MiniMax-M2.7 Tokens: 2113

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 194,
    "task_slug": "pawbench/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 91 ms. 2026-06-16 03:12:28 UTC diagnostic info 91 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 91
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 91,
  "metadata": {
    "match_id": 194,
    "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/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]"
}

Completed agent run in 91 ms. 2026-06-16 03:12:28 UTC agent completed OpenClaw Runtime 91 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 91,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 91,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 194,
    "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/T095_qwenclawbench_00096_create_protected_secrets_directory_with_access_rules",
    "task_title": "Create Protected Secrets Directory with Access Rules"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-194-mqg2gpi2",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-194-mqg2gpi2
Session ID: session-194-mqg2gpi2
Started At: 2026-06-16T03:12:28.554Z
Ended At: 2026-06-16T03:12:28.646Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 2113
Execution Time: 91 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: 962 ms

Execution Timeline

2026-06-16T03:12:28.554Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:28.554Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:28.554Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:28.555Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:28.555Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:28.645Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:28.645Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:28.645Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:28.645Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 91 ms.
2026-06-16T03:12:28.646Z [agent/completed] Completed agent run in 91 ms.

Structured Logs

2026-06-16T03:12:28.554Z Agent started: openclaw-pawbench-194-mqg2gpi2
2026-06-16T03:12:28.554Z LLM input: MiniMax-M2.7
2026-06-16T03:12:28.554Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:28.554Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:28.555Z Tool call: workspace.write_outputs
2026-06-16T03:12:28.555Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:28.645Z Tool call: workspace.upload_artifact
2026-06-16T03:12:28.645Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:28.645Z LLM output: MiniMax-M2.7
2026-06-16T03:12:28.645Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:28.646Z Agent finished: completed

Raw Usage

Prompt Tokens: 1933
Completion Tokens: 180
Total Tokens: 2113