Comparison
AssetOpsBench vs RagaAI-Catalyst
Verdict
Pick AssetOpsBench if assetOpsBench is a specialized framework for developing and evaluating AI agents in Industry 4.0 contexts, with an emphasis on operations and maintenance scenarios including HVAC systems and IoT management; pick RagaAI-Catalyst if ragaAI-Catalyst emerges as a specialized Python framework designed for monitoring and evaluating AI agents, with unique features around self-hosted dashboards, advanced analytics, and support for.
Markdown twin · AssetOpsBench alternatives · RagaAI-Catalyst alternatives
GraphCanon updated 5d
vs
Trust & integrity
| Signal | AssetOpsBench | RagaAI-Catalyst |
|---|---|---|
| Maintenance | Very active (0d since push) As of 4w · github_public_v1 | Slowing (189d since push) As of 5d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Organization account As of 5d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | Published findings As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- AssetOpsBench
- Framework for building and evaluating AI agents targeting Industry 4.0 asset operations
- RagaAI-Catalyst
- Python SDK for AI agent observability and evaluation
Stars
- AssetOpsBench
- 2.1k
- RagaAI-Catalyst
- 16k
Forks
- AssetOpsBench
- 294
- RagaAI-Catalyst
- 3.6k
Open issues
- AssetOpsBench
- 45
- RagaAI-Catalyst
- 34
Language
- AssetOpsBench
- Python
- RagaAI-Catalyst
- Python
Adopt for
- AssetOpsBench
- AssetOpsBench is a specialized framework for developing and evaluating AI agents in Industry 4.0 contexts, with an emphasis on operations and maintenance scenarios including HVAC systems and IoT management.
- RagaAI-Catalyst
- RagaAI-Catalyst emerges as a specialized Python framework designed for monitoring and evaluating AI agents, with unique features around self-hosted dashboards, advanced analytics, and support for tracing and debugging LL
Persona
- AssetOpsBench
- -
- RagaAI-Catalyst
- -
Runtime
- AssetOpsBench
- -
- RagaAI-Catalyst
- -
License
- AssetOpsBench
- Apache-2.0
- RagaAI-Catalyst
- Apache-2.0
Last pushed
- AssetOpsBench
- Jul 26, 2026
- RagaAI-Catalyst
- Feb 11, 2026
Categories
- AssetOpsBench
- AI Agents, Evaluation & Observability
- RagaAI-Catalyst
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- AssetOpsBench
- Very active (96%)
- RagaAI-Catalyst
- Slowing (36%)
Days since push
- AssetOpsBench
- 0d
- RagaAI-Catalyst
- 189d
Open issues (now)
- AssetOpsBench
- 45
- RagaAI-Catalyst
- 34
Stars delta
- AssetOpsBench
- Unknown
- RagaAI-Catalyst
- +5 (30d)
Open issues delta
- AssetOpsBench
- Unknown
- RagaAI-Catalyst
- 0 (30d)
OSV dependency advisories
- AssetOpsBench
- No lockfile (source not queried)
- RagaAI-Catalyst
- Published findings
Full report
- AssetOpsBench
- Trust report
- RagaAI-Catalyst
- Trust report
Shared compatibility
- Python · AssetOpsBench: Python runtime · RagaAI-Catalyst: Python runtime
Choose AssetOpsBench if…
- Tags unique to AssetOpsBench: ai-for-physical-assets, condition-based-maintenance, hvac-maintenance, iot.
- When you need detailed evaluation frameworks for multiple types of AI agents operating in industry environments
- More recently updated (last pushed Jul 26, 2026).
When NOT to use AssetOpsBench
- If your project focus is on general-purpose AI outside the domain-specific context of industrial operations
- Do not use if you require real-time agent orchestration without any emphasis on condition-based or predictive maintenance in asset management
Choose RagaAI-Catalyst if…
- Tags unique to RagaAI-Catalyst: agentic-ai, agentic-ai-development, agentneo, agents.
- When you need comprehensive tools for the observability of complex multi-agentic systems.
- More GitHub stars (16k vs 2.1k) - visibility, not fit.
When NOT to use RagaAI-Catalyst
- When you prefer a language-agnostic solution or require support outside of the Python ecosystem.
- If your primary need is focused solely on basic monitoring without advanced debugging and evaluation features.
- For projects that do not utilize multi-agentic systems or do not benefit from timeline and execution graph visualizations.
- In scenarios where a fully managed service with no self-hosting requirements is preferred.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (IBM/AssetOpsBench) · observed Jul 27, 2026
- GitHub forks (IBM/AssetOpsBench) · observed Jul 27, 2026
- Last push (IBM/AssetOpsBench) · observed Jul 26, 2026
- License file (Apache-2.0) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (raga-ai-hub/RagaAI-Catalyst) · observed Aug 20, 2026
- GitHub forks (raga-ai-hub/RagaAI-Catalyst) · observed Aug 20, 2026
- Last push (raga-ai-hub/RagaAI-Catalyst) · observed Feb 11, 2026
- License file (Apache-2.0) · observed Aug 20, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: AssetOpsBench 2.1k · RagaAI-Catalyst 16k (synced Jul 27, 2026).
Common questions
- What is the difference between AssetOpsBench and RagaAI-Catalyst?
- AssetOpsBench: Framework for building and evaluating AI agents targeting Industry 4.0 asset operations. RagaAI-Catalyst: Python SDK for AI agent observability and evaluation. See the comparison table for live GitHub stats and shared categories.
- When should I choose AssetOpsBench over RagaAI-Catalyst?
- Choose AssetOpsBench over RagaAI-Catalyst when Tags unique to AssetOpsBench: ai-for-physical-assets, condition-based-maintenance, hvac-maintenance, iot; When you need detailed evaluation frameworks for multiple types of AI agents operating in industry environments; More recently updated (last pushed Jul 26, 2026).
- When should I choose RagaAI-Catalyst over AssetOpsBench?
- Choose RagaAI-Catalyst over AssetOpsBench when Tags unique to RagaAI-Catalyst: agentic-ai, agentic-ai-development, agentneo, agents; When you need comprehensive tools for the observability of complex multi-agentic systems; More GitHub stars (16k vs 2.1k) - visibility, not fit.
- When should I avoid AssetOpsBench?
- If your project focus is on general-purpose AI outside the domain-specific context of industrial operations Do not use if you require real-time agent orchestration without any emphasis on condition-based or predictive maintenance in asset management
- When should I avoid RagaAI-Catalyst?
- When you prefer a language-agnostic solution or require support outside of the Python ecosystem. If your primary need is focused solely on basic monitoring without advanced debugging and evaluation features. For projects that do not utilize multi-agentic systems or do not benefit from timeline and execution graph visualizations. In scenarios where a fully managed service with no self-hosting requirements is preferred.
- Is AssetOpsBench or RagaAI-Catalyst more popular on GitHub?
- RagaAI-Catalyst has more GitHub stars (16,148 vs 2,069). Stars measure visibility, not whether either tool fits your constraints.
- Are AssetOpsBench and RagaAI-Catalyst open source?
- Yes - both are open-source projects on GitHub (AssetOpsBench: Apache-2.0, RagaAI-Catalyst: Apache-2.0).
- Where can I find alternatives to AssetOpsBench or RagaAI-Catalyst?
- GraphCanon lists graph-backed alternatives at AssetOpsBench alternatives and RagaAI-Catalyst alternatives (AssetOpsBench markdown twin, RagaAI-Catalyst markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, AssetOpsBench or RagaAI-Catalyst?
- AssetOpsBench: Very active. RagaAI-Catalyst: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for AssetOpsBench and RagaAI-Catalyst?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: AssetOpsBench trust report; RagaAI-Catalyst trust report.