Comparison
label-studio vs onepanel
Verdict
Pick label-studio if label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects; pick onepanel if onepanel is an open source tool designed for computer vision projects with capabilities spanning from data labeling to model tuning and deployment, all supported by a Go-based codebase under the Apache-2.0 license.
Markdown twin · label-studio alternatives · onepanel alternatives
GraphCanon updated Aug 31, 2026
vs
Trust & integrity
| Signal | label-studio | onepanel |
|---|---|---|
| Maintenance | Very active (0d since push) As of Aug 14, 2026 · github_public_v1 | Dormant (1283d since push) As of Aug 31, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Aug 14, 2026 · github_public_v1 | Not a fork · Organization account As of Aug 31, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 | Published findings 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
- label-studio
- A multi-type data labeling and annotation tool
- onepanel
- The open source, end-to-end computer vision platform.
Stars
- label-studio
- 28k
- onepanel
- 731
Forks
- label-studio
- 3.7k
- onepanel
- 73
Open issues
- label-studio
- 923
- onepanel
- 102
Language
- label-studio
- TypeScript
- onepanel
- Go
Adopt for
- label-studio
- Label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects.
- onepanel
- Onepanel is an open source tool designed for computer vision projects with capabilities spanning from data labeling to model tuning and deployment, all supported by a Go-based codebase under the Apache-2.0 license.
Persona
- label-studio
- -
- onepanel
- -
Runtime
- label-studio
- -
- onepanel
- -
License
- label-studio
- Apache-2.0
- onepanel
- Apache-2.0
Last pushed
- label-studio
- Aug 14, 2026
- onepanel
- Feb 25, 2023
Categories
- label-studio
- Data & Retrieval
- onepanel
- Computer Vision, Inference & Serving, Model Training
Trust and health
Maintenance
- label-studio
- Very active (96%)
- onepanel
- Dormant (18%)
Days since push
- label-studio
- 0d
- onepanel
- 1283d
Open issues (now)
- label-studio
- 923
- onepanel
- 102
Stars delta
- label-studio
- +218 (30d)
- onepanel
- +1 (30d)
Open issues delta
- label-studio
- +23 (30d)
- onepanel
- 0 (30d)
OSV dependency advisories
- label-studio
- No lockfile (source not queried)
- onepanel
- Published findings
Full report
- label-studio
- Trust report
- onepanel
- Trust report
Choose label-studio if…
- label-studio is primarily TypeScript; onepanel is Go.
- Tags unique to label-studio: computer-vision, image-classification, labeling-tool, semantic-segmentation.
- Also covers Data & Retrieval.
- 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
Choose onepanel if…
- onepanel is primarily Go; label-studio is TypeScript.
- Tags unique to onepanel: aiops, deeplearning, hyperparameter-tuning, inference.
- Also covers Computer Vision, Inference & Serving, Model Training.
- When you need an end-to-end platform that supports multiple aspects of computer vision including advanced functionalities such as hyperparameter tuning and automated workflows.
When NOT to use onepanel
- Avoid using Onepanel for projects that require extensive Java-based development because it is written in Go.
- Not suitable if you seek a platform focusing solely on model serving or inference without capabilities to go back upstream into data labeling and preprocessing stages.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (onepanelio/onepanel) · observed Aug 31, 2026
- GitHub forks (onepanelio/onepanel) · observed Aug 31, 2026
- Last push (onepanelio/onepanel) · observed Feb 25, 2023
- License file (Apache-2.0) · observed Aug 31, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: label-studio 28k · onepanel 731 (synced Aug 14, 2026).
Common questions
- What is the difference between label-studio and onepanel?
- label-studio: A multi-type data labeling and annotation tool. onepanel: The open source, end-to-end computer vision platform.. See the comparison table for live GitHub stats and shared categories.
- When should I choose label-studio over onepanel?
- Choose label-studio over onepanel when label-studio is primarily TypeScript; onepanel is Go; Tags unique to label-studio: computer-vision, image-classification, labeling-tool, semantic-segmentation; Also covers Data & Retrieval; For projects needing multi-type annotations including images, texts, and more.
- When should I choose onepanel over label-studio?
- Choose onepanel over label-studio when onepanel is primarily Go; label-studio is TypeScript; Tags unique to onepanel: aiops, deeplearning, hyperparameter-tuning, inference; Also covers Computer Vision, Inference & Serving, Model Training; When you need an end-to-end platform that supports multiple aspects of computer vision including advanced functionalities such as hyperparameter tuning and automated workflows.
- 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
- When should I avoid onepanel?
- Avoid using Onepanel for projects that require extensive Java-based development because it is written in Go. Not suitable if you seek a platform focusing solely on model serving or inference without capabilities to go back upstream into data labeling and preprocessing stages.
- Is label-studio or onepanel more popular on GitHub?
- label-studio has more GitHub stars (28,058 vs 731). Stars measure visibility, not whether either tool fits your constraints.
- Are label-studio and onepanel open source?
- Yes - both are open-source projects on GitHub (label-studio: Apache-2.0, onepanel: Apache-2.0).
- Where can I find alternatives to label-studio or onepanel?
- GraphCanon lists graph-backed alternatives at label-studio alternatives and onepanel alternatives (label-studio markdown twin, onepanel 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, label-studio or onepanel?
- label-studio: Very active. onepanel: 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 label-studio and onepanel?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: label-studio trust report; onepanel trust report.