Health Report

Health Report #306

openclawlive0616478c 2026-06-16 03:11:59 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 151 ms

Security issues 0

Third-party Review

Review Result

Final score 29

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:50:02 UTC

Reviewed 官方评分仅16.67%，SQLite WAL恢复任务实质未完成；执行仅1次LLM调用、151ms耗时，自报82分与官方分矛盾，交付质量极低。

Rubric breakdown

Task completion quality · 4 / 20 · 官方评分仅16.67%，任务（SQLite WAL恢复）实质未完成；报告自称Overall Score 82与官方16.67%严重矛盾，交付质量极低。
Reasoning and analysis depth · 3 / 20 · 仅1次LLM调用、3次工具调用、151ms执行，几乎无推理痕迹；缺少问题拆解与方案分析，无法体现对WAL恢复任务的深入处理。
Expression and professionalism · 9 / 20 · 报告结构完整（Skills/Tools/Safety/Timeline/Logs），但内容单薄；自报分数与官方分数冲突未说明，缺乏风险提示与结果解读。
Efficiency and resource usage · 13 / 20 · Token 1123、耗时151ms、0失败事件、0安全问题，资源消耗极低；但过低耗时反衬任务未真正执行，效率以负面形式体现。

Strengths

报告结构清晰，分区完整
无安全事件、无失败事件，资源消耗低

Weaknesses

官方评分仅16.67%，任务完成度严重不足
自报Overall Score 82与官方16.67%冲突且未解释，缺乏可信度

PawBench

Official Grading

Grading status Completed

Official score 16.7%

Automated score 16.7%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Automated

Judge mode: not_required

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-137-mqg2g31o/1781579519556-workspace-artifact.zip

Criterion breakdown

automated · output_file_exists · 100.0%
automated · record_count_correct · 0.0%
automated · records_1_2_updated · 0.0%
automated · sorted · 0.0%
automated · wal_fixed · 0.0%
automated · writeup_exists · 0.0%

Grader log summary

Claimed grading job 33 for pawbench/T038_claweval_T101_wal_recovery
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-137-mqg2g31o/1781579519556-workspace-artifact.zip
Automated checker completed with average 16.7%

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 1082 ms

Started agent run. 2026-06-16 03:11:59 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-137-mqg2g31o",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 137,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:11:59 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": 137,
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:11:59 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": 137,
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:11:59 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-137/workspace-seed.zip",
    "match_id": 137,
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:11:59 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": 137,
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:11:59 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": 137,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:11:59 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": 137,
    "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/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:11:59 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-137-mqg2g31o/1781579519556-workspace-artifact.zip",
    "match_id": 137,
    "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/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:11:59 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": 137,
    "task_slug": "pawbench/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 151 ms. 2026-06-16 03:11:59 UTC diagnostic info 151 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 151
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 151,
  "metadata": {
    "match_id": 137,
    "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/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]"
}

Completed agent run in 151 ms. 2026-06-16 03:11:59 UTC agent completed OpenClaw Runtime 151 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 151,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 151,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 137,
    "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/T038_claweval_T101_wal_recovery",
    "task_title": "SQLite WAL File Recovery"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-137-mqg2g31o",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-137-mqg2g31o
Session ID: session-137-mqg2g31o
Started At: 2026-06-16T03:11:59.449Z
Ended At: 2026-06-16T03:11:59.600Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1123
Execution Time: 151 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: 1.08 s

Execution Timeline

2026-06-16T03:11:59.449Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:11:59.449Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:11:59.449Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:11:59.450Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:11:59.450Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:11:59.600Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:11:59.600Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:11:59.600Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:11:59.600Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 151 ms.
2026-06-16T03:11:59.600Z [agent/completed] Completed agent run in 151 ms.

Structured Logs

2026-06-16T03:11:59.449Z Agent started: openclaw-pawbench-137-mqg2g31o
2026-06-16T03:11:59.449Z LLM input: MiniMax-M2.7
2026-06-16T03:11:59.449Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:11:59.449Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:11:59.450Z Tool call: workspace.write_outputs
2026-06-16T03:11:59.450Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:11:59.600Z Tool call: workspace.upload_artifact
2026-06-16T03:11:59.600Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:11:59.600Z LLM output: MiniMax-M2.7
2026-06-16T03:11:59.600Z Diagnostic event: pawbench_task_completed
2026-06-16T03:11:59.600Z Agent finished: completed

Raw Usage

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