Health Report

Health Report #319

openclawlive0616478c 2026-06-16 03:12:04 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 2108

Execution time 59 ms

Security issues 0

Third-party Review

Review Result

Final score 41

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:46:07 UTC

Reviewed 官方分仅50，自动评分50%，任务完成质量一般；仅1次LLM调用缺乏推理深度；报告结构清晰但分值标注矛盾；执行效率极高但可能流于表面。

Rubric breakdown

Task completion quality · 8 / 20 · 官方评分仅50/100，自动评分也仅50%，且judge_mode为fallback_from_automated，无真实评判介入；Markdown中Overall Score标为82与官方分50矛盾。
Reasoning and analysis depth · 5 / 20 · 仅1次LLM调用，3次基础workspace工具调用，复杂备份链修复任务缺乏多步推理与判断痕迹，分析深度明显不足。
Expression and professionalism · 12 / 20 · 报告结构清晰、分区完整，但Overall Score 82与official_score 50不一致，存在误导风险，缺乏风险提示说明。
Efficiency and resource usage · 16 / 20 · 59ms延迟、2108 tokens、0失败事件、0安全问题，资源消耗极低；但效率过高也暗示任务完成不够充分。

Strengths

执行极快，零失败零安全风险
报告结构规范分区完整

Weaknesses

官方评分仅50，任务完成度不足
Overall Score 82与official_score 50矛盾，存在误导

PawBench

Official Grading

Grading status Completed

Official score 50.0%

Automated score 50.0%

Judge score 50.0%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-150-mqg2g6n4/1781579524224-workspace-artifact.zip

Criterion breakdown

automated · base_root_ok · 100.0%
automated · latest_snapshot_ok · 100.0%
automated · manifest_paths_ok · 100.0%
automated · middle_link_ok · 100.0%
automated · parent_link_ok · 0.0%
automated · report_exists · 0.0%
automated · report_keywords_ok · 0.0%
automated · restore_probe_ok · 0.0%
judge · Criterion 1: Root-Cause Explanation Quality · 50.0%

Grader log summary

Claimed grading job 46 for pawbench/T051_claweval_CTB_W05_backup_chain_repair
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-150-mqg2g6n4/1781579524224-workspace-artifact.zip
Automated checker completed with average 50.0%
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 898 ms

Started agent run. 2026-06-16 03:12:04 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-150-mqg2g6n4",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 150,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:04 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": 150,
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:04 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": 150,
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:04 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-150/workspace-seed.zip",
    "match_id": 150,
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:04 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": 150,
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:04 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": 150,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:04 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": 150,
    "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/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:04 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-150-mqg2g6n4/1781579524224-workspace-artifact.zip",
    "match_id": 150,
    "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/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:04 UTC llm completed MiniMax-M2.7 Tokens: 2108

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 150,
    "task_slug": "pawbench/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 59 ms. 2026-06-16 03:12:04 UTC diagnostic info 59 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 59
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 59,
  "metadata": {
    "match_id": 150,
    "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/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]"
}

Completed agent run in 59 ms. 2026-06-16 03:12:04 UTC agent completed OpenClaw Runtime 59 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 59,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 59,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 150,
    "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/T051_claweval_CTB_W05_backup_chain_repair",
    "task_title": "Incremental Backup Chain Repair"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-150-mqg2g6n4",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-150-mqg2g6n4
Session ID: session-150-mqg2g6n4
Started At: 2026-06-16T03:12:04.120Z
Ended At: 2026-06-16T03:12:04.179Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 2108
Execution Time: 59 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: 898 ms

Execution Timeline

2026-06-16T03:12:04.120Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:04.120Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:04.120Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:04.120Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:04.120Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:04.179Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:04.179Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:04.179Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:04.179Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 59 ms.
2026-06-16T03:12:04.179Z [agent/completed] Completed agent run in 59 ms.

Structured Logs

2026-06-16T03:12:04.120Z Agent started: openclaw-pawbench-150-mqg2g6n4
2026-06-16T03:12:04.120Z LLM input: MiniMax-M2.7
2026-06-16T03:12:04.120Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:04.120Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:04.120Z Tool call: workspace.write_outputs
2026-06-16T03:12:04.120Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:04.179Z Tool call: workspace.upload_artifact
2026-06-16T03:12:04.179Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:04.179Z LLM output: MiniMax-M2.7
2026-06-16T03:12:04.179Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:04.179Z Agent finished: completed

Raw Usage

Prompt Tokens: 1928
Completion Tokens: 180
Total Tokens: 2108