Health Report

Health Report #279

openclawlive0616478c 2026-06-16 03:10:56 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1119

Execution time 77 ms

Security issues 0

Third-party Review

Review Result

Final score 48

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:58:47 UTC

Reviewed 官方分 54.55 中等偏下，执行链极短且无推理迭代，准确率与官方分差异未交代；结构清晰、效率与安全性良好，但任务完成质量与深度不足。

Rubric breakdown

Task completion quality · 11 / 20 · 官方评分仅 54.55，自动化检查平均 54.5%，且无人工裁判回退。任务完成但质量中等，准确率 82% 与官方分 54.55 存在明显落差未说明。
Reasoning and analysis depth · 6 / 20 · 仅 1 次 LLM 调用、3 次工具调用，77ms 内完成 fetch-write-upload 线性流程，无迭代、问题拆解或分析痕迹可见。
Expression and professionalism · 14 / 20 · 报告结构清晰，分区完整（Skills/Tools/Safety/Timeline/Raw Usage），时间线与结构化日志齐全。但准确率与官方分差异未解释，专业性打折。
Efficiency and resource usage · 17 / 20 · 耗时 77ms、Token 1119、0 失败事件、0 安全问题，资源消耗极低且链路稳定，效率优秀。

Strengths

报告结构完整、模板规范清晰
执行高效零失败零安全问题

Weaknesses

官方评分 54.55 偏低，任务完成质量有限
仅 1 次 LLM 调用，无可见推理与问题拆解，准确率与官方分差异未说明

PawBench

Official Grading

Grading status Completed

Official score 54.5%

Automated score 54.5%

Judge score 54.5%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-104-mqg2eqkk/1781579456830-workspace-artifact.zip

Criterion breakdown

automated · animation_logic · 100.0%
automated · bass_pitches · 0.0%
automated · file_read · 100.0%
automated · has_svg · 100.0%
automated · melody_pitches · 100.0%
automated · metadata_present · 100.0%
automated · output_file_exists · 100.0%
automated · piano_present · 0.0%
automated · play_button · 0.0%
automated · substantial_output · 0.0%
automated · web_audio · 0.0%
judge · Criterion 1: Score Visual Quality · 54.5%
judge · Criterion 2: Animation / Playback Logic · 54.5%

Grader log summary

Claimed grading job 6 for pawbench/T005_claweval_M010_score_canon_animated
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-104-mqg2eqkk/1781579456830-workspace-artifact.zip
Automated checker completed with average 54.5%
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 934 ms

Started agent run. 2026-06-16 03:10:56 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-104-mqg2eqkk",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 104,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:10:56 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": 104,
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:10:56 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": 104,
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:10:56 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-104/workspace-seed.zip",
    "match_id": 104,
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:10:56 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": 104,
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:10:56 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": 104,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:10:56 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": 104,
    "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/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:10:56 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-104-mqg2eqkk/1781579456830-workspace-artifact.zip",
    "match_id": 104,
    "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/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:10:56 UTC llm completed MiniMax-M2.7 Tokens: 1119

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 104,
    "task_slug": "pawbench/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 77 ms. 2026-06-16 03:10:56 UTC diagnostic info 77 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 77
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 77,
  "metadata": {
    "match_id": 104,
    "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/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]"
}

Completed agent run in 77 ms. 2026-06-16 03:10:56 UTC agent completed OpenClaw Runtime 77 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 77,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 77,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 104,
    "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/T005_claweval_M010_score_canon_animated",
    "task_title": "Animated Sheet Music - Canon in D"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-104-mqg2eqkk",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-104-mqg2eqkk
Session ID: session-104-mqg2eqkk
Started At: 2026-06-16T03:10:56.722Z
Ended At: 2026-06-16T03:10:56.799Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1119
Execution Time: 77 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: 934 ms

Execution Timeline

2026-06-16T03:10:56.722Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:10:56.722Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:10:56.722Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:10:56.722Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:10:56.722Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:10:56.799Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:10:56.799Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:10:56.799Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:10:56.799Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 77 ms.
2026-06-16T03:10:56.799Z [agent/completed] Completed agent run in 77 ms.

Structured Logs

2026-06-16T03:10:56.722Z Agent started: openclaw-pawbench-104-mqg2eqkk
2026-06-16T03:10:56.722Z LLM input: MiniMax-M2.7
2026-06-16T03:10:56.722Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:10:56.722Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:10:56.722Z Tool call: workspace.write_outputs
2026-06-16T03:10:56.722Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:10:56.799Z Tool call: workspace.upload_artifact
2026-06-16T03:10:56.799Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:10:56.799Z LLM output: MiniMax-M2.7
2026-06-16T03:10:56.799Z Diagnostic event: pawbench_task_completed
2026-06-16T03:10:56.799Z Agent finished: completed

Raw Usage

Prompt Tokens: 939
Completion Tokens: 180
Total Tokens: 1119