Comparison
labnotebook vs label-studio
Verdict
Pick labnotebook if labNotebook is designed for machine learning practitioners who require robust capabilities to monitor, record, and query their experiments within Jupyter Notebook environments leveraging PostgreSQL for data storage; pick label-studio if label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects.
Markdown twin · labnotebook alternatives · label-studio alternatives
GraphCanon updated Sep 3, 2026
10views this month
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Trust & integrity
| Signal | labnotebook | label-studio |
|---|---|---|
| Maintenance | Dormant (3077d since push) As of Sep 3, 2026 · github_public_v1 | Very active (0d since push) As of Aug 14, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 3, 2026 · github_public_v1 | Not a fork · Organization account As of Aug 14, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 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
- labnotebook
- Tool for monitoring and managing machine learning experiments
- label-studio
- A multi-type data labeling and annotation tool
Stars
- labnotebook
- 528
- label-studio
- 28k
Forks
- labnotebook
- 38
- label-studio
- 3.7k
Open issues
- labnotebook
- 4
- label-studio
- 923
Language
- labnotebook
- Jupyter Notebook
- label-studio
- TypeScript
Adopt for
- labnotebook
- LabNotebook is designed for machine learning practitioners who require robust capabilities to monitor, record, and query their experiments within Jupyter Notebook environments leveraging PostgreSQL for data storage.
- label-studio
- Label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects.
Persona
- labnotebook
- -
- label-studio
- -
Runtime
- labnotebook
- -
- label-studio
- -
License
- labnotebook
- MIT
- label-studio
- Apache-2.0
Last pushed
- labnotebook
- Mar 31, 2018
- label-studio
- Aug 14, 2026
Categories
- labnotebook
- Data & Retrieval, Evaluation & Observability
- label-studio
- Data & Retrieval
Trust and health
Maintenance
- labnotebook
- Dormant (18%)
- label-studio
- Very active (96%)
Days since push
- labnotebook
- 3077d
- label-studio
- 0d
Open issues (now)
- labnotebook
- 4
- label-studio
- 923
Stars delta
- labnotebook
- 0 (30d)
- label-studio
- +218 (30d)
Open issues delta
- labnotebook
- 0 (30d)
- label-studio
- +23 (30d)
Owner type
- labnotebook
- User
- label-studio
- Organization
Full report
- labnotebook
- Trust report
- label-studio
- Trust report
Shared compatibility
- Python · labnotebook: Python runtime · label-studio: Python runtime
Choose labnotebook if…
- labnotebook is primarily Jupyter Notebook; label-studio is TypeScript.
- License: labnotebook is MIT, label-studio is Apache-2.0.
- Tags unique to labnotebook: experiment-manager, experimental-data, machine-learning, postgres.
- Also covers Evaluation & Observability.
- Use LabNotebook when you need a tool tailored specifically for managing machine learning experiment records in a Jupyter environment with PostgreSQL as your backend data store.
When NOT to use labnotebook
- Avoid using LabNotebook if your project does not require integration with Jupyter Notebooks or PostgreSQL databases.
- Do not choose LabNotebook when your primary use case involves real-time experimentation management without the need for detailed, persistent record-keeping.
Choose label-studio if…
- label-studio is primarily TypeScript; labnotebook is Jupyter Notebook.
- License: label-studio is Apache-2.0, labnotebook is MIT.
- Tags unique to label-studio: annotation, computer-vision, image-classification, labeling-tool.
- label-studio ships Docker support for self-hosted deployment.
- For projects needing multi-type annotations including images, texts, and more
When NOT to use label-studio
- If your project strictly requires on-premise database solutions without Docker support
- For tasks where real-time collaboration annotations are non-negotiable features
- When the need for minimal setup overrides advanced configuration options
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (henripal/labnotebook) · observed Sep 3, 2026
- GitHub forks (henripal/labnotebook) · observed Sep 3, 2026
- Last push (henripal/labnotebook) · observed Mar 31, 2018
- License file (MIT) · observed Sep 3, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (HumanSignal/label-studio) · observed Aug 14, 2026
- GitHub forks (HumanSignal/label-studio) · observed Aug 14, 2026
- Last push (HumanSignal/label-studio) · observed Aug 14, 2026
- License file (Apache-2.0) · observed Aug 14, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: labnotebook 528 · label-studio 28k (synced Sep 3, 2026).
Common questions
- What is the difference between labnotebook and label-studio?
- labnotebook: Tool for monitoring and managing machine learning experiments. label-studio: A multi-type data labeling and annotation tool. See the comparison table for live GitHub stats and shared categories.
- When should I choose labnotebook over label-studio?
- Choose labnotebook over label-studio when labnotebook is primarily Jupyter Notebook; label-studio is TypeScript; License: labnotebook is MIT, label-studio is Apache-2.0; Tags unique to labnotebook: experiment-manager, experimental-data, machine-learning, postgres; Also covers Evaluation & Observability; Use LabNotebook when you need a tool tailored specifically for managing machine learning experiment records in a Jupyter environment with PostgreSQL as your backend data store.
- When should I choose label-studio over labnotebook?
- Choose label-studio over labnotebook when label-studio is primarily TypeScript; labnotebook is Jupyter Notebook; License: label-studio is Apache-2.0, labnotebook is MIT; Tags unique to label-studio: annotation, computer-vision, image-classification, labeling-tool; label-studio ships Docker support for self-hosted deployment; For projects needing multi-type annotations including images, texts, and more.
- When should I avoid labnotebook?
- Avoid using LabNotebook if your project does not require integration with Jupyter Notebooks or PostgreSQL databases. Do not choose LabNotebook when your primary use case involves real-time experimentation management without the need for detailed, persistent record-keeping.
- When should I avoid label-studio?
- If your project strictly requires on-premise database solutions without Docker support For tasks where real-time collaboration annotations are non-negotiable features When the need for minimal setup overrides advanced configuration options
- Is labnotebook or label-studio more popular on GitHub?
- label-studio has more GitHub stars (28,058 vs 528). Stars measure visibility, not whether either tool fits your constraints.
- Are labnotebook and label-studio open source?
- Yes - both are open-source projects on GitHub (labnotebook: MIT, label-studio: Apache-2.0).
- Where can I find alternatives to labnotebook or label-studio?
- GraphCanon lists graph-backed alternatives at labnotebook alternatives and label-studio alternatives (labnotebook markdown twin, label-studio 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, labnotebook or label-studio?
- labnotebook: Dormant. label-studio: Very active. 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 labnotebook and label-studio?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: labnotebook trust report; label-studio trust report.