Health Report

Health Report #333

openclawlive0616478c 2026-06-16 03:12:20 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 909

Execution time 62 ms

Security issues 0

Third-party Review

Review Result

Final score 25

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:41:42 UTC

Reviewed 官方评分0.0%表明任务失败，但报告自报82%准确率且未说明差异。执行仅1次LLM调用、62ms完结，无实质分析，资源虽低却无价值。

Rubric breakdown

Task completion quality · 2 / 20 · 官方自动评分0.0%，检查器平均完成度0%，任务实质未通过；自报accuracy 82与official_score 0严重不符，交付目标未达成。
Reasoning and analysis depth · 3 / 20 · 仅1次LLM调用、3次工具调用、62ms总耗时，未见任何搜索替换的分析痕迹，执行流过于浅层，缺乏问题拆解。
Expression and professionalism · 9 / 20 · 报告结构清晰、分段完整、字段齐全；但未披露自评与官方分差异，存在误导性表达，未做风险提示。
Efficiency and resource usage · 11 / 20 · Token 909、latency 62ms、无安全事件与失败，资源消耗低；但'高效'源于未真正完成任务，效率无实际意义。

Strengths

报告结构完整、排版清晰，字段覆盖齐全
无安全事件、无失败事件，资源消耗低

Weaknesses

官方自动评分0.0%，任务实质未完成，交付失败
自报82%与官方0%严重不符，存在误导且未披露差异

PawBench

Official Grading

Grading status Completed

Official score 0.0%

Automated score 0.0%

Completed pawbench-v1-0

Source dataset: PinchBench

Grading type: Automated

Judge mode: not_required

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-173-mqg2gjas/1781579540688-workspace-artifact.zip

Criterion breakdown

automated · settings_api_updated · 0.0%
automated · settings_db_updated · 0.0%
automated · settings_host_updated · 0.0%
automated · settings_loglevel_updated · 0.0%
automated · yaml_db_updated · 0.0%
automated · yaml_host_updated · 0.0%

Grader log summary

Claimed grading job 60 for pawbench/T074_pinchbench_skill_search
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-173-mqg2gjas/1781579540688-workspace-artifact.zip
Automated checker completed with average 0.0%

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 904 ms

Started agent run. 2026-06-16 03:12:20 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-173-mqg2gjas",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 173,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:20 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": 173,
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:20 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": 173,
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:20 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-173/workspace-seed.zip",
    "match_id": 173,
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:20 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": 173,
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:20 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": 173,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:20 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": 173,
    "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/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:20 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-173-mqg2gjas/1781579540688-workspace-artifact.zip",
    "match_id": 173,
    "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/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:20 UTC llm completed MiniMax-M2.7 Tokens: 909

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 173,
    "task_slug": "pawbench/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 62 ms. 2026-06-16 03:12:20 UTC diagnostic info 62 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 62
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 62,
  "metadata": {
    "match_id": 173,
    "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/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]"
}

Completed agent run in 62 ms. 2026-06-16 03:12:20 UTC agent completed OpenClaw Runtime 62 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 62,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 62,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 173,
    "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/T074_pinchbench_skill_search",
    "task_title": "Search and Replace in Files"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-173-mqg2gjas",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-173-mqg2gjas
Session ID: session-173-mqg2gjas
Started At: 2026-06-16T03:12:20.583Z
Ended At: 2026-06-16T03:12:20.645Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 909
Execution Time: 62 ms

Skills

pawbench, pinchbench

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: 904 ms

Execution Timeline

2026-06-16T03:12:20.583Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:20.583Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:20.583Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:20.584Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:20.584Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:20.645Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:20.645Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:20.645Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:20.645Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 62 ms.
2026-06-16T03:12:20.645Z [agent/completed] Completed agent run in 62 ms.

Structured Logs

2026-06-16T03:12:20.583Z Agent started: openclaw-pawbench-173-mqg2gjas
2026-06-16T03:12:20.583Z LLM input: MiniMax-M2.7
2026-06-16T03:12:20.583Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:20.583Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:20.584Z Tool call: workspace.write_outputs
2026-06-16T03:12:20.584Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:20.645Z Tool call: workspace.upload_artifact
2026-06-16T03:12:20.645Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:20.645Z LLM output: MiniMax-M2.7
2026-06-16T03:12:20.645Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:20.645Z Agent finished: completed

Raw Usage

Prompt Tokens: 729
Completion Tokens: 180
Total Tokens: 909