Comparison
katib vs archai
Verdict
Pick katib if katib is an automated machine learning solution for Kubernetes environments, focused on hyperparameter tuning and neural architecture search; pick archai if archai expedites Neural Architecture Search (NAS) research by providing fast, reproducible, modular tools for automated machine learning and hyperparameter optimization with Python and PyTorch.
Markdown twin · katib alternatives · archai alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | katib | archai |
|---|---|---|
| Maintenance | Very active (0d since push) As of 2w · github_public_v1 | Slowing (252d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) 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
- katib
- Automated Machine Learning on Kubernetes
- archai
- Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
Stars
- katib
- 1.7k
- archai
- 485
Forks
- katib
- 534
- archai
- 93
Open issues
- katib
- 106
- archai
- 4
Language
- katib
- Python
- archai
- Python
Adopt for
- katib
- Katib is an automated machine learning solution for Kubernetes environments, focused on hyperparameter tuning and neural architecture search.
- archai
- Archai expedites Neural Architecture Search (NAS) research by providing fast, reproducible, modular tools for automated machine learning and hyperparameter optimization with Python and PyTorch.
Persona
- katib
- -
- archai
- -
Runtime
- katib
- -
- archai
- -
License
- katib
- Apache-2.0
- archai
- MIT
Last pushed
- katib
- Aug 4, 2026
- archai
- Nov 24, 2025
Categories
- katib
- Evaluation & Observability, Model Training
- archai
- Model Training
Trust and health
Maintenance
- katib
- Very active (96%)
- archai
- Slowing (36%)
Days since push
- katib
- 0d
- archai
- 252d
Open issues (now)
- katib
- 106
- archai
- 4
OSV dependency advisories
- katib
- Published findings
- archai
- No lockfile (source not queried)
Full report
- katib
- Trust report
- archai
- Trust report
Shared compatibility
- Python · katib: Python runtime · archai: Python runtime
Choose katib if…
- License: katib is Apache-2.0, archai is MIT.
- Tags unique to katib: ai, hyperparameter-tuning.
- Also covers Evaluation & Observability.
- When you need to perform comprehensive hyperparameter tuning tasks within a Kubernetes cluster setup.
When NOT to use katib
- Avoid using Katib if you do not have a Kubernetes cluster setup, as it heavily relies on this platform for operation.
- If your project's requirements do not extend beyond simple model training tasks and you lack the resources to support a complex CI/CD pipeline like Kubeflow with Katib.
- Not suitable when working in environments with strict constraints preventing the use of open-source tools under Apache-2.0 licenses.
Choose archai if…
- License: archai is MIT, katib is Apache-2.0.
- Tags unique to archai: automated-machine-learning, darts, deep-learning, hyperparameter-optimization.
- Need rapid iteration in NAS projects while ensuring reproducibility
When NOT to use archai
- Project requires specific GPU support not aligned with PyTorch 1.7.0+ versions
- Development occurs outside Python 3.8+, limiting the application of Archai tools
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (kubeflow/katib) · observed Aug 4, 2026
- GitHub forks (kubeflow/katib) · observed Aug 4, 2026
- Last push (kubeflow/katib) · observed Aug 4, 2026
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (microsoft/archai) · observed Aug 4, 2026
- GitHub forks (microsoft/archai) · observed Aug 4, 2026
- Last push (microsoft/archai) · observed Nov 24, 2025
- License file (MIT) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: katib 1.7k · archai 485 (synced Aug 4, 2026).
Common questions
- What is the difference between katib and archai?
- katib: Automated Machine Learning on Kubernetes. archai: Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.. See the comparison table for live GitHub stats and shared categories.
- When should I choose katib over archai?
- Choose katib over archai when License: katib is Apache-2.0, archai is MIT; Tags unique to katib: ai, hyperparameter-tuning; Also covers Evaluation & Observability; When you need to perform comprehensive hyperparameter tuning tasks within a Kubernetes cluster setup.
- When should I choose archai over katib?
- Choose archai over katib when License: archai is MIT, katib is Apache-2.0; Tags unique to archai: automated-machine-learning, darts, deep-learning, hyperparameter-optimization; Need rapid iteration in NAS projects while ensuring reproducibility.
- When should I avoid katib?
- Avoid using Katib if you do not have a Kubernetes cluster setup, as it heavily relies on this platform for operation. If your project's requirements do not extend beyond simple model training tasks and you lack the resources to support a complex CI/CD pipeline like Kubeflow with Katib. Not suitable when working in environments with strict constraints preventing the use of open-source tools under Apache-2.0 licenses.
- When should I avoid archai?
- Project requires specific GPU support not aligned with PyTorch 1.7.0+ versions Development occurs outside Python 3.8+, limiting the application of Archai tools
- Is katib or archai more popular on GitHub?
- katib has more GitHub stars (1,694 vs 485). Stars measure visibility, not whether either tool fits your constraints.
- Are katib and archai open source?
- Yes - both are open-source projects on GitHub (katib: Apache-2.0, archai: MIT).
- Where can I find alternatives to katib or archai?
- GraphCanon lists graph-backed alternatives at katib alternatives and archai alternatives (katib markdown twin, archai 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, katib or archai?
- katib: Very active. archai: 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 katib and archai?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: katib trust report; archai trust report.