IBM/AssetOpsBench

AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.

1,993 starsPythonApache-2.0llm-agentsmodel-context-protocoltime-series-forecastingcondition-based-maintenance

REVIEWED75/100

Scanned 2026-07-11 · deepseek v1

Dimension breakdown

Security

85/100

6 findings

Quality

72/100

No findings

License

95/100

No findings

Completeness

45/100

No findings

Findings (6)

MEDIUM: 3LOW: 2INFO: 1

MEDIUMsecurityUse of ast.literal_eval for parsing untrusted input
MEDIUMsecurityPotential SSRF via requests library without URL validation
MEDIUMsecurityAPI keys loaded from environment without validation
LOWsecurityBroad dependency version ranges
LOWsecurityNo input sanitization in evaluation scorer

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