Comparison
openevolve vs Auto-PyTorch
Verdict
Pick openevolve if openevolve: Open-source evolutionary computation framework inspired by DeepMind's AlphaCode for distributed algorithm evolution; pick Auto-PyTorch if auto-PyTorch specializes in automatic architecture search and hyperparameter optimization for deep-learning models using PyTorch.
Markdown twin · openevolve alternatives · Auto-PyTorch alternatives
GraphCanon updated today
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Trust & integrity
| Signal | openevolve | Auto-PyTorch |
|---|---|---|
| Maintenance | Steady (37d since push) As of today · github_public_v1 | Dormant (846d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 3w · 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
- openevolve
- Open-source implementation of AlphaEvolve evolutionary computation framework
- Auto-PyTorch
- Automatic architecture search and hyperparameter optimization for PyTorch
Stars
- openevolve
- 7.3k
- Auto-PyTorch
- 2.5k
Forks
- openevolve
- 1.1k
- Auto-PyTorch
- 303
Open issues
- openevolve
- 116
- Auto-PyTorch
- 75
Language
- openevolve
- Python
- Auto-PyTorch
- Python
Adopt for
- openevolve
- openevolve: Open-source evolutionary computation framework inspired by DeepMind's AlphaCode for distributed algorithm evolution.
- Auto-PyTorch
- Auto-PyTorch specializes in automatic architecture search and hyperparameter optimization for deep-learning models using PyTorch.
Persona
- openevolve
- -
- Auto-PyTorch
- -
Runtime
- openevolve
- -
- Auto-PyTorch
- -
License
- openevolve
- Apache-2.0
- Auto-PyTorch
- Apache-2.0
Last pushed
- openevolve
- Jul 18, 2026
- Auto-PyTorch
- Apr 9, 2024
Categories
- openevolve
- AI Agents, Model Training
- Auto-PyTorch
- Data & Retrieval, Model Training
Trust and health
Maintenance
- openevolve
- Steady (60%)
- Auto-PyTorch
- Dormant (18%)
Days since push
- openevolve
- 37d
- Auto-PyTorch
- 846d
Open issues (now)
- openevolve
- 116
- Auto-PyTorch
- 75
Stars delta
- openevolve
- +469 (30d)
- Auto-PyTorch
- Unknown
Open issues delta
- openevolve
- +7 (30d)
- Auto-PyTorch
- Unknown
OSV dependency advisories
- openevolve
- No lockfile (source not queried)
- Auto-PyTorch
- Published findings
Full report
- openevolve
- Trust report
- Auto-PyTorch
- Trust report
Shared compatibility
- Python · openevolve: Python runtime · Auto-PyTorch: Python runtime
Choose openevolve if…
- Tags unique to openevolve: alpha-evolve, alphacode, coding-agent, deepmind.
- Also covers AI Agents.
- When focusing on replicating or enhancing features of DeepMind's AlphaEvolve in a Python environment
When NOT to use openevolve
- If project requires more specialized AI agents not covered by AlphaEvolve techniques
- For tasks that do not benefit from the specific type of iterative refinement and model training offered by this framework
Choose Auto-PyTorch if…
- Tags unique to Auto-PyTorch: automl, deep-learning, pytorch, tabular-data.
- Also covers Data & Retrieval.
- Use when you need to automate both architectural searches and hyperparameter tuning specifically for PyTorch-based deep learning models.
When NOT to use Auto-PyTorch
- Avoid using it if your AI development focuses on frameworks other than PyTorch.
- Do not use when the requirements do not involve deep learning models or you are not interested in automating architecture search and hyperparameter tuning.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (algorithmicsuperintelligence/openevolve) · observed Aug 24, 2026
- GitHub forks (algorithmicsuperintelligence/openevolve) · observed Aug 24, 2026
- Last push (algorithmicsuperintelligence/openevolve) · observed Jul 18, 2026
- License file (Apache-2.0) · observed Aug 24, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (automl/Auto-PyTorch) · observed Aug 4, 2026
- GitHub forks (automl/Auto-PyTorch) · observed Aug 4, 2026
- Last push (automl/Auto-PyTorch) · observed Apr 9, 2024
- 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: openevolve 7.3k · Auto-PyTorch 2.5k (synced Aug 24, 2026).
Common questions
- What is the difference between openevolve and Auto-PyTorch?
- openevolve: Open-source implementation of AlphaEvolve evolutionary computation framework. Auto-PyTorch: Automatic architecture search and hyperparameter optimization for PyTorch. See the comparison table for live GitHub stats and shared categories.
- When should I choose openevolve over Auto-PyTorch?
- Choose openevolve over Auto-PyTorch when Tags unique to openevolve: alpha-evolve, alphacode, coding-agent, deepmind; Also covers AI Agents; When focusing on replicating or enhancing features of DeepMind's AlphaEvolve in a Python environment.
- When should I choose Auto-PyTorch over openevolve?
- Choose Auto-PyTorch over openevolve when Tags unique to Auto-PyTorch: automl, deep-learning, pytorch, tabular-data; Also covers Data & Retrieval; Use when you need to automate both architectural searches and hyperparameter tuning specifically for PyTorch-based deep learning models.
- When should I avoid openevolve?
- If project requires more specialized AI agents not covered by AlphaEvolve techniques For tasks that do not benefit from the specific type of iterative refinement and model training offered by this framework
- When should I avoid Auto-PyTorch?
- Avoid using it if your AI development focuses on frameworks other than PyTorch. Do not use when the requirements do not involve deep learning models or you are not interested in automating architecture search and hyperparameter tuning.
- Is openevolve or Auto-PyTorch more popular on GitHub?
- openevolve has more GitHub stars (7,262 vs 2,541). Stars measure visibility, not whether either tool fits your constraints.
- Are openevolve and Auto-PyTorch open source?
- Yes - both are open-source projects on GitHub (openevolve: Apache-2.0, Auto-PyTorch: Apache-2.0).
- Where can I find alternatives to openevolve or Auto-PyTorch?
- GraphCanon lists graph-backed alternatives at openevolve alternatives and Auto-PyTorch alternatives (openevolve markdown twin, Auto-PyTorch 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, openevolve or Auto-PyTorch?
- openevolve: Steady. Auto-PyTorch: Dormant. 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 openevolve and Auto-PyTorch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: openevolve trust report; Auto-PyTorch trust report.