Comparison
guildai vs primehub
Verdict
Pick guildai if guild AI is geared towards Python developers who need to manage various types of experiments and utilize optimization methods like grid search, random search, and Bayesian optimization; pick primehub if suitable for teams needing an open-source MLOps platform with robust support for distributed systems and Docker environments.
Markdown twin · guildai alternatives · primehub alternatives
GraphCanon updated Sep 29, 2026
12views this month
Trust & integrity
| Signal | guildai | primehub |
|---|---|---|
| Maintenance | Dormant (515d since push) As of Sep 27, 2026 · github_public_v1 | Slowing (258d since push) As of Sep 29, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 27, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 29, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 11, 2026 · osv@v1 | No published findings from this source as of 2026-07-11 As of Jul 11, 2026 · 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
- guildai
- Experiment tracking, ML developer tools
- primehub
- open-source MLOps platform
Stars
- guildai
- 907
- primehub
- 409
Forks
- guildai
- 93
- primehub
- 40
Open issues
- guildai
- 241
- primehub
- 28
Language
- guildai
- Python
- primehub
- Shell
Adopt for
- guildai
- Guild AI is geared towards Python developers who need to manage various types of experiments and utilize optimization methods like grid search, random search, and Bayesian optimization.
- primehub
- Suitable for teams needing an open-source MLOps platform with robust support for distributed systems and Docker environments.
Persona
- guildai
- -
- primehub
- -
Runtime
- guildai
- -
- primehub
- -
License
- guildai
- Apache-2.0
- primehub
- Apache-2.0
Last pushed
- guildai
- Apr 29, 2025
- primehub
- Jan 13, 2026
Categories
- guildai
- Developer Tools, Model Training
- primehub
- Developer Tools, Model Training
Trust and health
Maintenance
- guildai
- Dormant (18%)
- primehub
- Slowing (36%)
Days since push
- guildai
- 515d
- primehub
- 258d
Open issues (now)
- guildai
- 241
- primehub
- 28
Stars delta
- guildai
- +3 (30d)
- primehub
- -1 (30d)
Open issues delta
- guildai
- +4 (30d)
- primehub
- 0 (30d)
OSV dependency advisories
- guildai
- Published findings
- primehub
- No published findings from this source as of 2026-07-11
Full report
- guildai
- Trust report
- primehub
- Trust report
Choose guildai if…
- guildai is primarily Python; primehub is Shell.
- Tags unique to guildai: automation, bayesian-optimization, experiment tracking, grid search.
- You require automation for running multiple experiment configurations to compare different models effectively.
When NOT to use guildai
- If your project exclusively uses languages other than Python for machine learning tasks, Guild AI's capabilities may not be fully leveraged due to language-specific functionalities.
- Your model development does not require intricate optimization methods or trial automation provided by this toolkit.
- The need for experimentation tracking and archiving on cloud solutions is limited or you prefer manual handling of experiment data.
Choose primehub if…
- primehub is primarily Shell; guildai is Python.
- Tags unique to primehub: data-science, distributed-systems, docker, jupyter.
- Utilize PrimeHub if your project requires integration of Kubernetes, as it supports orchestration within this framework.
When NOT to use primehub
- Avoid if your project strictly mandates proprietary MLOps solutions over open-source alternatives.
- Not appropriate for teams that do not operate within Docker environments, as significant customization might be required.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (guildai/guildai) · observed Sep 27, 2026
- GitHub forks (guildai/guildai) · observed Sep 27, 2026
- Last push (guildai/guildai) · observed Apr 29, 2025
- License file (Apache-2.0) · observed Sep 27, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (myelintek/primehub) · observed Sep 29, 2026
- GitHub forks (myelintek/primehub) · observed Sep 29, 2026
- Last push (myelintek/primehub) · observed Jan 13, 2026
- License file (Apache-2.0) · observed Sep 29, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: guildai 907 · primehub 409 (synced Sep 27, 2026).
Common questions
- What is the difference between guildai and primehub?
- guildai: Experiment tracking, ML developer tools. primehub: open-source MLOps platform. See the comparison table for live GitHub stats and shared categories.
- When should I choose guildai over primehub?
- Choose guildai over primehub when guildai is primarily Python; primehub is Shell; Tags unique to guildai: automation, bayesian-optimization, experiment tracking, grid search; You require automation for running multiple experiment configurations to compare different models effectively.
- When should I choose primehub over guildai?
- Choose primehub over guildai when primehub is primarily Shell; guildai is Python; Tags unique to primehub: data-science, distributed-systems, docker, jupyter; Utilize PrimeHub if your project requires integration of Kubernetes, as it supports orchestration within this framework.
- When should I avoid guildai?
- If your project exclusively uses languages other than Python for machine learning tasks, Guild AI's capabilities may not be fully leveraged due to language-specific functionalities. Your model development does not require intricate optimization methods or trial automation provided by this toolkit. The need for experimentation tracking and archiving on cloud solutions is limited or you prefer manual handling of experiment data.
- When should I avoid primehub?
- Avoid if your project strictly mandates proprietary MLOps solutions over open-source alternatives. Not appropriate for teams that do not operate within Docker environments, as significant customization might be required.
- Is guildai or primehub more popular on GitHub?
- guildai has more GitHub stars (907 vs 409). Stars measure visibility, not whether either tool fits your constraints.
- Are guildai and primehub open source?
- Yes - both are open-source projects on GitHub (guildai: Apache-2.0, primehub: Apache-2.0).
- Where can I find alternatives to guildai or primehub?
- GraphCanon lists graph-backed alternatives at guildai alternatives and primehub alternatives (guildai markdown twin, primehub 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, guildai or primehub?
- guildai: Dormant. primehub: 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 guildai and primehub?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: guildai trust report; primehub trust report.