Comparison
nas-env vs autokeras
Verdict
Pick nas-env if nas-env offers an OpenAI Gym environment for Neural Architecture Search in Python under MIT license; pick autokeras if autoKeras simplifies deep learning model design through automated neural architecture search and is compatible with Python 3.7+ and TensorFlow 2.8.0+.
Markdown twin · nas-env alternatives · autokeras alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | nas-env | autokeras |
|---|---|---|
| Maintenance | Dormant (2282d since push) As of 2w · github_public_v1 | Slowing (251d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) 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
- nas-env
- Simple OpenAI Gym environment for Neural Architecture Search (NAS)
- autokeras
- AutoML library for deep learning
Stars
- nas-env
- 31
- autokeras
- 9.3k
Forks
- nas-env
- 3
- autokeras
- 1.4k
Open issues
- nas-env
- 0
- autokeras
- 161
Language
- nas-env
- Python
- autokeras
- Python
Adopt for
- nas-env
- nas-env offers an OpenAI Gym environment for Neural Architecture Search in Python under MIT license.
- autokeras
- AutoKeras simplifies deep learning model design through automated neural architecture search and is compatible with Python 3.7+ and TensorFlow 2.8.0+.
Persona
- nas-env
- -
- autokeras
- -
Runtime
- nas-env
- -
- autokeras
- -
License
- nas-env
- MIT
- autokeras
- Apache-2.0
Last pushed
- nas-env
- May 4, 2020
- autokeras
- Nov 25, 2025
Categories
- nas-env
- Model Training
- autokeras
- Developer Tools, Model Training
Trust and health
Maintenance
- nas-env
- Dormant (18%)
- autokeras
- Slowing (36%)
Days since push
- nas-env
- 2282d
- autokeras
- 251d
Open issues (now)
- nas-env
- 0
- autokeras
- 161
Owner type
- nas-env
- User
- autokeras
- Organization
Full report
- nas-env
- Trust report
- autokeras
- Trust report
Shared compatibility
- Python · nas-env: Python runtime · autokeras: Python runtime
Choose nas-env if…
- License: nas-env is MIT, autokeras is Apache-2.0.
- Tags unique to nas-env: openai-gym, python, reinforcement-learning.
- When you need to implement NAS algorithms using reinforcement learning with compatibility to OpenAI Gym
When NOT to use nas-env
- If you require a fully documented package as documentation for nas-env remains under development
- During production phases when stability is crucial because nas-env is still undergoing architectural changes
Choose autokeras if…
- License: autokeras is Apache-2.0, nas-env is MIT.
- Tags unique to autokeras: autodl, automl, deep-learning, keras.
- Also covers Developer Tools.
- When your project involves deep learning tasks requiring minimal manual intervention in designing models.
When NOT to use autokeras
- When working with Python versions older than 3.7 or TensorFlow versions older than 2.8.0, as AutoKeras is not compatible.
- If your project emphasizes transparent, understandable model architecture over automated generation without human oversight.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (gomerudo/nas-env) · observed Aug 4, 2026
- GitHub forks (gomerudo/nas-env) · observed Aug 4, 2026
- Last push (gomerudo/nas-env) · observed May 4, 2020
- License file (MIT) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (keras-team/autokeras) · observed Aug 4, 2026
- GitHub forks (keras-team/autokeras) · observed Aug 4, 2026
- Last push (keras-team/autokeras) · observed Nov 25, 2025
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: nas-env 31 · autokeras 9.3k (synced Aug 4, 2026).
Common questions
- What is the difference between nas-env and autokeras?
- nas-env: Simple OpenAI Gym environment for Neural Architecture Search (NAS). autokeras: AutoML library for deep learning. See the comparison table for live GitHub stats and shared categories.
- When should I choose nas-env over autokeras?
- Choose nas-env over autokeras when License: nas-env is MIT, autokeras is Apache-2.0; Tags unique to nas-env: openai-gym, python, reinforcement-learning; When you need to implement NAS algorithms using reinforcement learning with compatibility to OpenAI Gym.
- When should I choose autokeras over nas-env?
- Choose autokeras over nas-env when License: autokeras is Apache-2.0, nas-env is MIT; Tags unique to autokeras: autodl, automl, deep-learning, keras; Also covers Developer Tools; When your project involves deep learning tasks requiring minimal manual intervention in designing models.
- When should I avoid nas-env?
- If you require a fully documented package as documentation for nas-env remains under development During production phases when stability is crucial because nas-env is still undergoing architectural changes
- When should I avoid autokeras?
- When working with Python versions older than 3.7 or TensorFlow versions older than 2.8.0, as AutoKeras is not compatible. If your project emphasizes transparent, understandable model architecture over automated generation without human oversight.
- Is nas-env or autokeras more popular on GitHub?
- autokeras has more GitHub stars (9,328 vs 31). Stars measure visibility, not whether either tool fits your constraints.
- Are nas-env and autokeras open source?
- Yes - both are open-source projects on GitHub (nas-env: MIT, autokeras: Apache-2.0).
- Where can I find alternatives to nas-env or autokeras?
- GraphCanon lists graph-backed alternatives at nas-env alternatives and autokeras alternatives (nas-env markdown twin, autokeras 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, nas-env or autokeras?
- nas-env: Dormant. autokeras: 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 nas-env and autokeras?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: nas-env trust report; autokeras trust report.