--- title: "label-studio vs alice" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/humansignal-label-studio-vs-simoncirstoiu-alice" tools: ["humansignal-label-studio", "simoncirstoiu-alice"] --- # label-studio vs alice *GraphCanon updated Sep 20, 2026* ## Verdict Pick label-studio if label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects; pick alice if alice is an AI-assisted tool for handling YOLO object detection datasets using Docker with auto-detection of hardware resources. [label-studio](https://labelstud.io) reports 28k GitHub stars, 3.7k forks, and 950 open issues, last pushed Sep 19, 2026. [alice](https://github.com/simoncirstoiu/alice) has 387 stars, 39 forks, and 0 open issues, last pushed Apr 26, 2026. Figures are from public GitHub metadata via [label-studio's repository](https://github.com/HumanSignal/label-studio) and [alice's repository](https://github.com/simoncirstoiu/alice). | | [label-studio](/tools/humansignal-label-studio.md) | [alice](/tools/simoncirstoiu-alice.md) | | --- | --- | --- | | Tagline | A multi-type data labeling and annotation tool | AI-powered YOLO dataset management toolkit | | Stars | 28,297 | 387 | | Forks | 3,717 | 39 | | Open issues | 950 | 0 | | Language | TypeScript | JavaScript | | Adopt for | Label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects. | alice is an AI-assisted tool for handling YOLO object detection datasets using Docker with auto-detection of hardware resources. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Data & Retrieval | Data & Retrieval, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [label-studio](/tools/humansignal-label-studio.md) | [alice](/tools/simoncirstoiu-alice.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 1d | 126d | | Open issues (now) | 950 | 0 | | Stars delta | +239 (30d) | +17 (30d) | | Open issues delta | +27 (30d) | 0 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/humansignal-label-studio/trust.md) | [trust report](/tools/simoncirstoiu-alice/trust.md) | ## Shared compatibility - **Python**: [label-studio](/tools/humansignal-label-studio.md) - Python runtime; [alice](/tools/simoncirstoiu-alice.md) - Python runtime ## Decision facts: label-studio - **Adopt for:** Label Studio is an annotation tool supporting multiple data types with standardized output for machine learning projects. ## Decision facts: alice - **Adopt for:** alice is an AI-assisted tool for handling YOLO object detection datasets using Docker with auto-detection of hardware resources. ## Choose when ### Choose label-studio if… - label-studio is primarily TypeScript; alice is JavaScript. - License: label-studio is Apache-2.0, alice is Other. - Tags unique to label-studio: image-classification, labeling-tool, semantic-segmentation, text-annotation. - For projects needing multi-type annotations including images, texts, and more ### Choose alice if… - alice is primarily JavaScript; label-studio is TypeScript. - License: alice is Other, label-studio is Apache-2.0. - Tags unique to alice: ai-tools, dataset, frigate, nvidia-cuda. - Also covers Model Training. - When you need a toolkit that seamlessly integrates with Docker for dataset management in conjunction with YOLO models. ## 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 ## When NOT to use alice - Do not use if your project does not require integration with the YOLO model for object detection tasks. - Avoid if you prefer tools that handle NVIDIA drivers and CUDA toolkit installations automatically without requiring manual pre-installation by users. ## Common questions ### What is the difference between label-studio and alice? label-studio: A multi-type data labeling and annotation tool. alice: AI-powered YOLO dataset management toolkit. See the comparison table for live GitHub stats and shared categories. ### When should I choose label-studio over alice? Choose label-studio over alice when label-studio is primarily TypeScript; alice is JavaScript; License: label-studio is Apache-2.0, alice is Other; Tags unique to label-studio: image-classification, labeling-tool, semantic-segmentation, text-annotation; For projects needing multi-type annotations including images, texts, and more. ### When should I choose alice over label-studio? Choose alice over label-studio when alice is primarily JavaScript; label-studio is TypeScript; License: alice is Other, label-studio is Apache-2.0; Tags unique to alice: ai-tools, dataset, frigate, nvidia-cuda; Also covers Model Training; When you need a toolkit that seamlessly integrates with Docker for dataset management in conjunction with YOLO models. ### 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 alice? Do not use if your project does not require integration with the YOLO model for object detection tasks. Avoid if you prefer tools that handle NVIDIA drivers and CUDA toolkit installations automatically without requiring manual pre-installation by users. ### Is label-studio or alice more popular on GitHub? label-studio has more GitHub stars (28,297 vs 387). Stars measure visibility, not whether either tool fits your constraints. ### Are label-studio and alice open source? Yes - both are open-source projects on GitHub (label-studio: Apache-2.0, alice: Other). ### Where can I find alternatives to label-studio or alice? GraphCanon lists graph-backed alternatives at [label-studio alternatives](/tools/humansignal-label-studio/alternatives) and [alice alternatives](/tools/simoncirstoiu-alice/alternatives) ([label-studio markdown twin](/tools/humansignal-label-studio/alternatives.md), [alice markdown twin](/tools/simoncirstoiu-alice/alternatives.md)), 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](/compare/humansignal-label-studio-vs-simoncirstoiu-alice.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, label-studio or alice? label-studio: Very active. alice: 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 label-studio and alice? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [label-studio trust report](/tools/humansignal-label-studio/trust); [alice trust report](/tools/simoncirstoiu-alice/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=humansignal-label-studio`](/api/graphcanon/graph?tool=humansignal-label-studio) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_