Best Data Labeling & Annotation Tools

Explore leading tools in the Data Labeling & Annotation category, including open-source options and SaaS products. Compare features, use cases, and find the best fit for your workflow.

5 open-source projects · 3 SaaS products

Top open-source Data Labeling & Annotation

These projects are active, self-hostable choices for knowledge management teams evaluating alternatives to SaaS tools.

Label Studio logo

Label Studio

Flexible, multi-type data labeling platform for modern ML pipelines.

Stars
26,212
License
Apache-2.0
Last commit
3 hours ago
TypeScriptActive
Labelme logo

Labelme

Intuitive Python tool for polygonal image and video annotation

Stars
15,493
License
GPL-3.0
Last commit
1 day ago
PythonActive
CVAT logo

CVAT

Collaborative video and image annotation platform for computer vision

Stars
15,152
License
MIT
Last commit
55 minutes ago
PythonActive
doccano logo

doccano

Collaborative web‑based text annotation for fast ML dataset creation

Stars
10,497
License
MIT
Last commit
4 days ago
PythonActive
Argilla logo

Argilla

Collaborative platform for building high-quality AI datasets

Stars
4,817
License
Apache-2.0
Last commit
1 day ago
PythonActive
Most starred project
26,212★

Flexible, multi-type data labeling platform for modern ML pipelines.

Recently updated
55 minutes ago

CVAT provides an interactive web interface to label images and videos, supporting dozens of formats, Docker deployment, SDK, CLI, and integrations with Roboflow and HuggingFace for scalable data annotation.

Dominant language
Python • 4 projects

Expect a strong Python presence among maintained projects.

Popular SaaS Platforms to Replace

Understand the commercial incumbents teams migrate from and how many open-source alternatives exist for each product.

Datasaur logo

Datasaur

NLP data labeling platform with AI-assisted automation, quality workflows, and private LLM options

Data Labeling & Annotation
Alternatives tracked
5 alternatives
SuperAnnotate logo

SuperAnnotate

AI data labeling & evaluation platform for images, video, text, audio, and more

Data Labeling & Annotation
Alternatives tracked
5 alternatives
Supervisely logo

Supervisely

Computer vision labeling platform for images, video, LiDAR, and medical with AI-assisted tools

Data Labeling & Annotation
Alternatives tracked
5 alternatives
Most compared product
5 open-source alternatives

Datasaur speeds up text/audio labeling with predictive/automated labeling, QA/consensus workflows, and enterprise governance—plus products like Data Studio and LLM Labs for model experimentation and private LLM deployments.

Leading hosted platforms

Frequently replaced when teams want private deployments and lower TCO.

Explore related categories

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