Health Report

Health Report #277

openclawlive0616478c 2026-06-16 03:10:55 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1229

Execution time 113 ms

Security issues 0

Third-party Review

Review Result

Final score 39

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:59:18 UTC

Reviewed PawBench乐谱复现任务官方得分60及格，流程仅1次LLM调用且113ms完成，推理深度不足；报告结构清晰但评分口径不一致。

Rubric breakdown

Task completion quality · 10 / 20 · 官方评分60/100仅及格，criterion_breakdown全部截断无法验证细节；任务完成但产出质量平庸。
Reasoning and analysis depth · 6 / 20 · 仅1次LLM调用、3次工具调用、113ms完成，对交响乐乐谱复现任务而言推理深度明显不足。
Expression and professionalism · 10 / 20 · 报告结构清晰分段完整，但Markdown中Overall Score=82与official_score=60存在不一致，存在误导风险。
Efficiency and resource usage · 13 / 20 · 耗时113ms、Token 1229、零失败零安全问题，资源效率高；但执行过快暗示流程过简。

Strengths

报告结构清晰分段完整
零失败零安全事件，资源效率高

Weaknesses

官方评分仅60，任务质量平庸
执行过快(113ms/1次LLM)，对复杂乐谱任务推理深度明显不足
Markdown Overall Score=82与official_score=60不一致，存在表达矛盾

PawBench

Official Grading

Grading status Completed

Official score 60.0%

Automated score 60.0%

Judge score 60.0%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-102-mqg2eps5/1781579455791-workspace-artifact.zip

Criterion breakdown

automated · bass_octaves · 0.0%
automated · clefs_key_time · 100.0%
automated · file_read · 100.0%
automated · has_svg · 100.0%
automated · metadata_present · 100.0%
automated · motif_pitches · 0.0%
automated · motif_rhythm · 50.0%
automated · output_file_exists · 100.0%
automated · substantial_output · 50.0%
automated · ties_present · 0.0%
judge · Criterion 1: "Fate" Motif Rhythm · 60.0%
judge · Criterion 2: Notation Detail · 60.0%
judge · Criterion 3: Title, Composer, Layout · 60.0%

Grader log summary

Claimed grading job 4 for pawbench/T003_claweval_M007_score_symphony
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-102-mqg2eps5/1781579455791-workspace-artifact.zip
Automated checker completed with average 60.0%
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 1006 ms

Started agent run. 2026-06-16 03:10:55 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-102-mqg2eps5",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 102,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:10:55 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": 102,
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:10:55 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": 102,
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:10:55 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-102/workspace-seed.zip",
    "match_id": 102,
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:10:55 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": 102,
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:10:55 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": 102,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:10:55 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": 102,
    "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/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:10:55 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-102-mqg2eps5/1781579455791-workspace-artifact.zip",
    "match_id": 102,
    "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/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:10:55 UTC llm completed MiniMax-M2.7 Tokens: 1229

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 102,
    "task_slug": "pawbench/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 113 ms. 2026-06-16 03:10:55 UTC diagnostic info 113 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 113
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 113,
  "metadata": {
    "match_id": 102,
    "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/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]"
}

Completed agent run in 113 ms. 2026-06-16 03:10:55 UTC agent completed OpenClaw Runtime 113 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 113,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 113,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 102,
    "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/T003_claweval_M007_score_symphony",
    "task_title": "Sheet Music Reproduction - Symphony No. 5"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-102-mqg2eps5",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-102-mqg2eps5
Session ID: session-102-mqg2eps5
Started At: 2026-06-16T03:10:55.685Z
Ended At: 2026-06-16T03:10:55.798Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1229
Execution Time: 113 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: 1.01 s

Execution Timeline

2026-06-16T03:10:55.685Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:10:55.685Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:10:55.685Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:10:55.686Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:10:55.686Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:10:55.797Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:10:55.797Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:10:55.798Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:10:55.798Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 113 ms.
2026-06-16T03:10:55.798Z [agent/completed] Completed agent run in 113 ms.

Structured Logs

2026-06-16T03:10:55.685Z Agent started: openclaw-pawbench-102-mqg2eps5
2026-06-16T03:10:55.685Z LLM input: MiniMax-M2.7
2026-06-16T03:10:55.685Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:10:55.686Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:10:55.686Z Tool call: workspace.write_outputs
2026-06-16T03:10:55.686Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:10:55.797Z Tool call: workspace.upload_artifact
2026-06-16T03:10:55.797Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:10:55.798Z LLM output: MiniMax-M2.7
2026-06-16T03:10:55.798Z Diagnostic event: pawbench_task_completed
2026-06-16T03:10:55.798Z Agent finished: completed

Raw Usage

Prompt Tokens: 1049
Completion Tokens: 180
Total Tokens: 1229