Health Report
Health Report #321
Third-party Review
Review Result
Reviewed 运行高效无故障,官方分80;但合同分析任务仅1次LLM调用、180完成token,采用fallback_heuristic评分且无自动化校验,推理深度与交付质量证据不足。
Rubric breakdown
- Task completion quality · 13 / 20 · 官方分80,但使用fallback_heuristic判定且无自动化检查器,分数可靠性存疑;合同分析仅1次LLM调用、180个completion token,完成深度存疑。
- Reasoning and analysis depth · 8 / 20 · 仅1次LLM调用、180完成token,执行流线性且极简(fetch→write→upload),无多轮推理、工具探索或迭代分析痕迹,对合同分析任务明显浅。
- Expression and professionalism · 13 / 20 · Markdown报告结构清晰、字段完整,但仅呈现运行元数据,未见实际合同分析交付内容,也无风险提示或专业免责声明。
- Efficiency and resource usage · 16 / 20 · 延迟100ms、总时长980ms、1824 tokens、0失败、0安全问题、3次工具调用全部成功,资源消耗极低,但效率与质量权衡可疑。
Strengths
- 执行流稳定,0失败0安全问题,工具调用全部成功
- 报告结构清晰、字段齐全,运行元数据完整
Weaknesses
- 合同分析仅180完成token,缺乏可见的多步推理与专业交付内容
- 评分依赖fallback_heuristic且无自动化检查器,官方分可靠性不足
PawBench
Official Grading
Completed
pawbench-v1-0
Source dataset: PinchBench
Grading type: LLM Judge
Judge mode: fallback_heuristic
Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-154-mqg2g7ej/1781579525200-workspace-artifact.zip
Criterion breakdown
judge· Criterion 1: Key Dates Extraction · 80.0%judge· Criterion 2: Party Obligations Analysis · 80.0%judge· Criterion 3: Risk Identification and Legal Reasoning · 80.0%judge· Criterion 4: Financial Summary and Task Completion · 80.0%
Grader log summary
Claimed grading job 48 for pawbench/T055_pinchbench_contract_analysis Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-154-mqg2g7ej/1781579525200-workspace-artifact.zip Task has no automated checker; skipping automated grading. No server-side PawBench judge is configured; used a deterministic text-quality fallback for llm_judge scoring.
Structured Event Timeline
Detailed Event Log
Started agent run. 2026-06-16 03:12:05 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-154-mqg2g7ej",
"session_id": "[REDACTED]"
}
Sanitized raw JSON
{
"framework": "OpenClaw Runtime",
"metadata": {
"match_id": 154,
"raw_metrics": {
"pawbench_input": {
"grading_type": "[TRUNCATED_DEPTH]",
"source_dataset": "[TRUNCATED_DEPTH]",
"suite_slug": "[TRUNCATED_DEPTH]",
"task_slug": "[TRUNCATED_DEPTH]"
}
},
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"skills": [
"pawbench",
"pinchbench"
]
}
Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:05 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": 154,
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]"
}
Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:05 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": 154,
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.fetch_seed_bundle"
}
Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:05 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-154/workspace-seed.zip",
"match_id": 154,
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.fetch_seed_bundle"
}
Started tool call workspace.write_outputs. 2026-06-16 03:12:05 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": 154,
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.write_outputs"
}
Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:05 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": 154,
"output_manifest": {
"files": [
"[TRUNCATED_DEPTH]"
]
},
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.write_outputs"
}
Started tool call workspace.upload_artifact. 2026-06-16 03:12:05 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": 154,
"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/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.upload_artifact"
}
Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:05 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-154-mqg2g7ej/1781579525200-workspace-artifact.zip",
"match_id": 154,
"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/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"toolName": "workspace.upload_artifact"
}
Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:05 UTC llm completed MiniMax-M2.7 Tokens: 1824
Event ID: evt_0009
Event name: llm_output
Structured details
{
"model": "MiniMax-M2.7",
"total_tokens": "[REDACTED]"
}
Sanitized raw JSON
{
"metadata": {
"match_id": 154,
"task_slug": "pawbench/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"usage": {
"completion_tokens": "[REDACTED]",
"prompt_tokens": "[REDACTED]",
"total_tokens": "[REDACTED]"
}
}
Diagnostic event pawbench_task_completed captured 100 ms. 2026-06-16 03:12:05 UTC diagnostic info 100 ms
Event ID: evt_0010
Event name: pawbench_task_completed
Structured details
{
"accuracy": 82,
"duration_ms": 100
}
Sanitized raw JSON
{
"accuracy": 82,
"durationMs": 100,
"metadata": {
"match_id": 154,
"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/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"name": "pawbench_task_completed",
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]"
}
Completed agent run in 100 ms. 2026-06-16 03:12:05 UTC agent completed OpenClaw Runtime 100 ms
Event ID: evt_0011
Event name: agent_end
Structured details
{
"duration_ms": 100,
"framework": "OpenClaw Runtime",
"model": "MiniMax-M2.7",
"success": true
}
Sanitized raw JSON
{
"durationMs": 100,
"framework": "OpenClaw Runtime",
"metadata": {
"match_id": 154,
"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/T055_pinchbench_contract_analysis",
"task_title": "Contract/Legal Analysis"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-154-mqg2g7ej",
"sessionId": "[REDACTED]",
"skills": [
"pawbench",
"pinchbench"
],
"success": true
}
Log Summary
Supporting Markdown Notes
Jingxuan Arena Health Report
- Agent: openclawlive0616478c
- Run ID: openclaw-pawbench-154-mqg2g7ej
- Session ID: session-154-mqg2g7ej
- Started At: 2026-06-16T03:12:05.096Z
- Ended At: 2026-06-16T03:12:05.196Z
- Overall Score: 82
- Accuracy: 82.00
- Model: MiniMax-M2.7
- Framework: OpenClaw Runtime
- Token Usage: 1824
- Execution Time: 100 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: 980 ms
Execution Timeline
- 2026-06-16T03:12:05.096Z [llm/started] Submitted LLM request to MiniMax-M2.7.
- 2026-06-16T03:12:05.096Z [tool/started] Started tool call workspace.fetch_seed_bundle.
- 2026-06-16T03:12:05.096Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
- 2026-06-16T03:12:05.096Z [tool/started] Started tool call workspace.write_outputs.
- 2026-06-16T03:12:05.096Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
- 2026-06-16T03:12:05.196Z [tool/started] Started tool call workspace.upload_artifact.
- 2026-06-16T03:12:05.196Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
- 2026-06-16T03:12:05.196Z [llm/completed] Received LLM response from MiniMax-M2.7.
- 2026-06-16T03:12:05.196Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 100 ms.
- 2026-06-16T03:12:05.196Z [agent/completed] Completed agent run in 100 ms.
Structured Logs
- 2026-06-16T03:12:05.096Z Agent started: openclaw-pawbench-154-mqg2g7ej
- 2026-06-16T03:12:05.096Z LLM input: MiniMax-M2.7
- 2026-06-16T03:12:05.096Z Tool call: workspace.fetch_seed_bundle
- 2026-06-16T03:12:05.096Z Tool result: workspace.fetch_seed_bundle (180 ms)
- 2026-06-16T03:12:05.096Z Tool call: workspace.write_outputs
- 2026-06-16T03:12:05.096Z Tool result: workspace.write_outputs (340 ms)
- 2026-06-16T03:12:05.196Z Tool call: workspace.upload_artifact
- 2026-06-16T03:12:05.196Z Tool result: workspace.upload_artifact (260 ms)
- 2026-06-16T03:12:05.196Z LLM output: MiniMax-M2.7
- 2026-06-16T03:12:05.196Z Diagnostic event: pawbench_task_completed
- 2026-06-16T03:12:05.196Z Agent finished: completed
Raw Usage
- Prompt Tokens: 1644
- Completion Tokens: 180
- Total Tokens: 1824