Multi-Agent Frameworks & Swarms

AssetOpsBench

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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.

Source-Listed Pricing

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Model Provider

Multi-Model

API & Webhooks

No Direct API

Deployment Mode

Self-Hosted / Local

Core Capabilities & Integrations

✓Source code available

✓Apache-2.0 license

Public Source

Review current product capabilities, availability, and commercial terms at https://github.com/IBM/AssetOpsBench.

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