Comparison
aim vs Spearmint
Verdict
Pick aim if aim is an easy-to-use experiment tracker for Python ML projects with robust features like metadata tracking and compatibility with various frameworks; pick Spearmint if a specialized package for performing Bayesian optimization, Spearmint automates experiment running and parameter tuning to minimize objectives efficiently.
Markdown twin · aim alternatives · Spearmint alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | aim | Spearmint |
|---|---|---|
| Maintenance | Very active (0d since push) As of 4w · github_public_v1 | Dormant (2411d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · 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
- aim
- An easy-to-use & supercharged open-source experiment tracker
- Spearmint
- Bayesian optimization codebase
Stars
- aim
- 6.2k
- Spearmint
- 1.6k
Forks
- aim
- 401
- Spearmint
- 327
Open issues
- aim
- 465
- Spearmint
- 77
Language
- aim
- Python
- Spearmint
- Python
Adopt for
- aim
- Aim is an easy-to-use experiment tracker for Python ML projects with robust features like metadata tracking and compatibility with various frameworks.
- Spearmint
- A specialized package for performing Bayesian optimization, Spearmint automates experiment running and parameter tuning to minimize objectives efficiently.
Persona
- aim
- -
- Spearmint
- -
Runtime
- aim
- -
- Spearmint
- -
License
- aim
- Apache-2.0
- Spearmint
- Other
Last pushed
- aim
- Jul 27, 2026
- Spearmint
- Dec 27, 2019
Categories
- aim
- Evaluation & Observability, Model Training
- Spearmint
- Model Training
Trust and health
Maintenance
- aim
- Very active (96%)
- Spearmint
- Dormant (18%)
Days since push
- aim
- 0d
- Spearmint
- 2411d
Open issues (now)
- aim
- 465
- Spearmint
- 77
Full report
- aim
- Trust report
- Spearmint
- Trust report
Choose aim if…
- License: aim is Apache-2.0, Spearmint is Other.
- Tags unique to aim: ai, data-science, experiment tracking, mlflow.
- Also covers Evaluation & Observability.
- You are working on Python-based machine learning projects and need detailed experiment tracking to manage metadata effectively.
When NOT to use aim
- You prefer comprehensive pre-built integrations with cloud services for MLOps processes that are not natively extensive in Aim.
- Your project is primarily coded in languages other than Python; while language versatility might be desired, Aim specifically excels within the Python ecosystem.
Choose Spearmint if…
- License: Spearmint is Other, aim is Apache-2.0.
- Tags unique to Spearmint: automated-experimentation, bayesian-optimization, hyperparameter-tuning.
- - When you require automated experimentation with parameters that can be iteratively adjusted
When NOT to use Spearmint
- - If your project requires a permissive license as Spearmint operates under an Academic and Non-Commercial Research Use License
- - If you need real-time or continuous parameter tuning outside of batch experimentation contexts as Spearmint is suited for controlled experiment setups
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (aimhubio/aim) · observed Jul 28, 2026
- GitHub forks (aimhubio/aim) · observed Jul 28, 2026
- Last push (aimhubio/aim) · observed Jul 27, 2026
- License file (Apache-2.0) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (HIPS/Spearmint) · observed Aug 4, 2026
- GitHub forks (HIPS/Spearmint) · observed Aug 4, 2026
- Last push (HIPS/Spearmint) · observed Dec 27, 2019
- License file (Other) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: aim 6.2k · Spearmint 1.6k (synced Jul 28, 2026).
Common questions
- What is the difference between aim and Spearmint?
- aim: An easy-to-use & supercharged open-source experiment tracker. Spearmint: Bayesian optimization codebase. See the comparison table for live GitHub stats and shared categories.
- When should I choose aim over Spearmint?
- Choose aim over Spearmint when License: aim is Apache-2.0, Spearmint is Other; Tags unique to aim: ai, data-science, experiment tracking, mlflow; Also covers Evaluation & Observability; You are working on Python-based machine learning projects and need detailed experiment tracking to manage metadata effectively.
- When should I choose Spearmint over aim?
- Choose Spearmint over aim when License: Spearmint is Other, aim is Apache-2.0; Tags unique to Spearmint: automated-experimentation, bayesian-optimization, hyperparameter-tuning; - When you require automated experimentation with parameters that can be iteratively adjusted.
- When should I avoid aim?
- You prefer comprehensive pre-built integrations with cloud services for MLOps processes that are not natively extensive in Aim. Your project is primarily coded in languages other than Python; while language versatility might be desired, Aim specifically excels within the Python ecosystem.
- When should I avoid Spearmint?
- - If your project requires a permissive license as Spearmint operates under an Academic and Non-Commercial Research Use License - If you need real-time or continuous parameter tuning outside of batch experimentation contexts as Spearmint is suited for controlled experiment setups
- Is aim or Spearmint more popular on GitHub?
- aim has more GitHub stars (6,210 vs 1,573). Stars measure visibility, not whether either tool fits your constraints.
- Are aim and Spearmint open source?
- Yes - both are open-source projects on GitHub (aim: Apache-2.0, Spearmint: Other).
- Where can I find alternatives to aim or Spearmint?
- GraphCanon lists graph-backed alternatives at aim alternatives and Spearmint alternatives (aim markdown twin, Spearmint 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, aim or Spearmint?
- aim: Very active. Spearmint: 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 aim and Spearmint?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: aim trust report; Spearmint trust report.