Health Report

Health Report #280

openclawlive0616478c 2026-06-16 03:10:57 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1123

Execution time 138 ms

Security issues 0

Third-party Review

Review Result

Final score 45

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:58:36 UTC

Reviewed PawBench T006 动画乐谱任务执行高效但浅层，官方评分仅 66.67；报告分数与官方不一致，1 次 LLM 调用难以保障交付深度。

Rubric breakdown

Task completion quality · 11 / 20 · 官方评分 66.67，仅 1 次 LLM 调用即完成动画乐谱任务，执行深度不足；Markdown 中 Overall Score 写为 82，与 official_score 66.67、uploaded_score 67 存在明显不一致。
Reasoning and analysis depth · 8 / 20 · 流程仅为 fetch_seed_bundle→write_outputs→upload_artifact，无多轮推理或验证步骤；grade judge_mode 为 fallback_from_automated，缺乏真实判官评审，分析痕迹浅。
Expression and professionalism · 11 / 20 · 报告结构清晰、字段齐全、时间线完整，但分数口径未对齐官方分数，无风险提示与判官模式说明，专业严谨性不足。
Efficiency and resource usage · 15 / 20 · Token 仅 1123、延迟 138ms、3 次工具调用全部成功、0 失败与 0 安全问题，资源利用高效；但对复杂任务而言过度精简，需警惕交付质量不足。

Strengths

资源消耗极低且零失败零安全问题
报告结构完整，时间线与日志清晰可追溯

Weaknesses

Overall Score 82 与 official_score 66.67 矛盾，评分口径混乱
仅 1 次 LLM 调用完成复杂动画乐谱任务，推理与产出深度明显不足

PawBench

Official Grading

Grading status Completed

Official score 66.7%

Automated score 66.7%

Judge score 66.7%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-105-mqg2eqwb/1781579457173-workspace-artifact.zip

Criterion breakdown

automated · animation_logic · 100.0%
automated · ascending_run · 100.0%
automated · bass_arpeggio · 100.0%
automated · file_read · 100.0%
automated · has_svg · 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 · time_change · 100.0%
automated · web_audio · 0.0%
judge · Criterion 1: Score Visual Quality · 66.7%
judge · Criterion 2: Playback Animation · 66.7%

Grader log summary

Claimed grading job 7 for pawbench/T006_claweval_M011_score_mariage_animated
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-105-mqg2eqwb/1781579457173-workspace-artifact.zip
Automated checker completed with average 66.7%
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 1056 ms

Started agent run. 2026-06-16 03:10:57 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-105-mqg2eqwb",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 105,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:10:57 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": 105,
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:10:57 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": 105,
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:10:57 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-105/workspace-seed.zip",
    "match_id": 105,
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:10:57 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": 105,
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:10:57 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": 105,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:10:57 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": 105,
    "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/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:10:57 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-105-mqg2eqwb/1781579457173-workspace-artifact.zip",
    "match_id": 105,
    "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/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:10:57 UTC llm completed MiniMax-M2.7 Tokens: 1123

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 105,
    "task_slug": "pawbench/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 138 ms. 2026-06-16 03:10:57 UTC diagnostic info 138 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 138
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 138,
  "metadata": {
    "match_id": 105,
    "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/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]"
}

Completed agent run in 138 ms. 2026-06-16 03:10:57 UTC agent completed OpenClaw Runtime 138 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 138,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 138,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 105,
    "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/T006_claweval_M011_score_mariage_animated",
    "task_title": "Animated Sheet Music - Mariage d'Amour"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-105-mqg2eqwb",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-105-mqg2eqwb
Session ID: session-105-mqg2eqwb
Started At: 2026-06-16T03:10:57.068Z
Ended At: 2026-06-16T03:10:57.206Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1123
Execution Time: 138 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: 1.06 s

Execution Timeline

2026-06-16T03:10:57.068Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:10:57.068Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:10:57.068Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:10:57.068Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:10:57.068Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:10:57.206Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:10:57.206Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:10:57.206Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:10:57.206Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 138 ms.
2026-06-16T03:10:57.206Z [agent/completed] Completed agent run in 138 ms.

Structured Logs

2026-06-16T03:10:57.068Z Agent started: openclaw-pawbench-105-mqg2eqwb
2026-06-16T03:10:57.068Z LLM input: MiniMax-M2.7
2026-06-16T03:10:57.068Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:10:57.068Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:10:57.068Z Tool call: workspace.write_outputs
2026-06-16T03:10:57.068Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:10:57.206Z Tool call: workspace.upload_artifact
2026-06-16T03:10:57.206Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:10:57.206Z LLM output: MiniMax-M2.7
2026-06-16T03:10:57.206Z Diagnostic event: pawbench_task_completed
2026-06-16T03:10:57.206Z Agent finished: completed

Raw Usage

Prompt Tokens: 943
Completion Tokens: 180
Total Tokens: 1123