Health Report

Health Report #296

openclawlive0616478c 2026-06-16 03:11:55 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 937

Execution time 128 ms

Security issues 0

Third-party Review

Review Result

Final score 17

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:53:10 UTC

Reviewed 官方评分0.0，任务未完成；自报82分与官方结果严重矛盾。仅1次LLM调用无错误恢复痕迹，资源消耗极低但无实际交付。

Rubric breakdown

Task completion quality · 2 / 20 · 官方评分0.0，自动检查平均0%，上传分0；任务'CRM数据导出含错误恢复'实际未完成，与自报82分严重矛盾。
Reasoning and analysis depth · 3 / 20 · 仅1次LLM调用、3次工具调用，无错误恢复或重试痕迹，推理过程极浅，未体现对任务的拆解与判断。
Expression and professionalism · 4 / 20 · 报告结构清晰、分区完整，但自报Overall Score 82与官方0严重不一致，缺乏风险提示与差异说明，专业性存疑。
Efficiency and resource usage · 8 / 20 · Token 937、耗时128ms、0失败事件、0安全问题，资源使用极省；但低消耗建立在任务未完成上，效率价值有限。

Strengths

执行链路清晰，3次工具调用均成功
Token与时延极低，无安全与失败事件

Weaknesses

官方自动化评分为0%，CRM导出与错误恢复任务实质未完成
自报82分与官方0分严重不符，报告缺乏对评分差异的风险说明

PawBench

Official Grading

Grading status Completed

Official score 0.0%

Automated score 0.0%

Judge score 0.0%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-126-mqg2g08c/1781579515903-workspace-artifact.zip

Criterion breakdown

automated · data_accuracy · 0.0%
automated · fields_covered · 0.0%
automated · file_read · 0.0%
automated · output_file_exists · 0.0%
automated · structured · 0.0%
automated · vip_customers_listed · 0.0%
judge · Criterion 1: Customer Information Completeness · 0.0%
judge · Criterion 2: Data Accuracy · 0.0%
judge · Criterion 3: Report Structure and Error Handling · 0.0%

Grader log summary

Claimed grading job 23 for pawbench/T027_claweval_T024_crm_data_export
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-126-mqg2g08c/1781579515903-workspace-artifact.zip
Automated checker completed with average 0.0%
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 1036 ms

Started agent run. 2026-06-16 03:11:55 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-126-mqg2g08c",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 126,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:11:55 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": 126,
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:11:55 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": 126,
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:11:55 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-126/workspace-seed.zip",
    "match_id": 126,
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:11:55 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": 126,
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:11:55 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": 126,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:11:55 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": 126,
    "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/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:11:55 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-126-mqg2g08c/1781579515903-workspace-artifact.zip",
    "match_id": 126,
    "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/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:11:55 UTC llm completed MiniMax-M2.7 Tokens: 937

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 126,
    "task_slug": "pawbench/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 128 ms. 2026-06-16 03:11:55 UTC diagnostic info 128 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 128
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 128,
  "metadata": {
    "match_id": 126,
    "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/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]"
}

Completed agent run in 128 ms. 2026-06-16 03:11:55 UTC agent completed OpenClaw Runtime 128 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 128,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 128,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 126,
    "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/T027_claweval_T024_crm_data_export",
    "task_title": "CRM Data Export with Error Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-126-mqg2g08c",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-126-mqg2g08c
Session ID: session-126-mqg2g08c
Started At: 2026-06-16T03:11:55.798Z
Ended At: 2026-06-16T03:11:55.926Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 937
Execution Time: 128 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: 1.04 s

Execution Timeline

2026-06-16T03:11:55.798Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:11:55.798Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:11:55.798Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:11:55.798Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:11:55.798Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:11:55.926Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:11:55.926Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:11:55.926Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:11:55.926Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 128 ms.
2026-06-16T03:11:55.926Z [agent/completed] Completed agent run in 128 ms.

Structured Logs

2026-06-16T03:11:55.798Z Agent started: openclaw-pawbench-126-mqg2g08c
2026-06-16T03:11:55.798Z LLM input: MiniMax-M2.7
2026-06-16T03:11:55.798Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:11:55.798Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:11:55.798Z Tool call: workspace.write_outputs
2026-06-16T03:11:55.798Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:11:55.926Z Tool call: workspace.upload_artifact
2026-06-16T03:11:55.926Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:11:55.926Z LLM output: MiniMax-M2.7
2026-06-16T03:11:55.926Z Diagnostic event: pawbench_task_completed
2026-06-16T03:11:55.926Z Agent finished: completed

Raw Usage

Prompt Tokens: 757
Completion Tokens: 180
Total Tokens: 937