---
title: "AssetOpsBench"
type: "tool"
slug: "ibm-assetopsbench"
canonical_url: "https://www.graphcanon.com/tools/ibm-assetopsbench"
github_url: "https://github.com/IBM/AssetOpsBench"
homepage_url: null
stars: 1993
forks: 290
primary_language: "Python"
license: "Apache-2.0"
archived: false
categories: ["ai-agents", "llm-frameworks", "developer-tools"]
tags: ["ai-for-physical-assets", "condition-based-maintenance", "model-context-protocol", "iot", "time-series-forecasting", "predictive-maintenance", "llm-agents", "hvac-maintenance"]
updated_at: "2026-07-11T11:51:29.347959+00:00"
---

# 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+ scena

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.

## Facts

- Repository: https://github.com/IBM/AssetOpsBench
- Stars: 1,993 · Forks: 290 · Open issues: 51 · Watchers: 11
- Primary language: Python
- License: Apache-2.0
- Last pushed: 2026-07-11T07:37:53+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Very active (computed 2026-07-11T11:51:27.655Z)
- Security scan: No lockfile (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:51:28.218Z
- Full report: [trust report](/tools/ibm-assetopsbench/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/ibm-assetopsbench/trust)

## Categories

- [AI Agents](/categories/ai-agents.md)
- [LLM Frameworks](/categories/llm-frameworks.md)
- [Developer Tools](/categories/developer-tools.md)

## Tags

ai-for-physical-assets, condition-based-maintenance, model-context-protocol, iot, time-series-forecasting, predictive-maintenance, llm-agents, hvac-maintenance

## Category neighbours (exploratory)

_Same-category tools for discovery only - not curated alternatives. Cap shown at six._

- [awesome](/tools/sindresorhus-awesome.md) - 😎 Curated list of awesome topics including hardware resources (★ 484,026) [Active]
- [ECC](/tools/affaan-m-ecc.md) - The agent harness performance optimization system for AI agents (★ 228,395) [Very active]
- [hermes-agent](/tools/nousresearch-hermes-agent.md) - The agent that grows with you (★ 212,994) [Very active]
- [n8n](/tools/n8n-io-n8n.md) - Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. (★ 196,027) [Very active]
- [AutoGPT](/tools/significant-gravitas-autogpt.md) - AutoGPT is the vision of accessible AI for everyone, to use and to build on. (★ 185,464) [Very active]
- [ollama](/tools/ollama-ollama.md) - Get up and running with various large language models using Ollama. (★ 175,936) [Very active]

_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/ibm-assetopsbench`](/api/graphcanon/tools/ibm-assetopsbench)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_