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.
IBM/AssetOpsBench is an MCP server distributed on github, maintained by IBM, tracked here since May 2026. It has shipped 0 releases and exposes 70 tools. Tools include add_failure_modes, assess_vibration_severity, asset_detail, asset_ids, assets, calculate_bearing_frequencies, and 64 more. Its composite risk grade is B — an inferred review prompt computed from observed signals, not a verdict.
what we found
Reading the source raised one review prompt — dangerous code — each a pattern worth a human look rather than a finding of fault.
full security breakdown →tools
-
add_failure_modes -
assess_vibration_severity -
asset_detail -
asset_ids -
assets -
calculate_bearing_frequencies -
characterize_series -
compute_envelope_spectrum -
compute_fft_spectrum -
count_features -
count_models -
current_date_time -
current_time_english -
data_quality -
deprecate_feature -
deprecate_model -
describe_candidates -
describe_features -
describe_models -
diagnose_vibration
release cadence · 90d
No releases yet.
recent releases
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