Tools/HumanSignal/label-studio

Label Studio

Multi-type data labeling and annotation

28.0k+47/wkgrowthTypeScriptApache License 2.0trending

The Lens

By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.

Updated Jun 2026

Draw bounding boxes on images, highlight entities in text, transcribe audio, or create custom labeling interfaces with a template system. It's the Swiss Army knife of data labeling.

The community edition is free under Apache 2.0. You get multi-user support, a project system, customizable labeling interfaces, and import/export in every format (COCO, YOLO, spaCy, etc.). Self-host it with Docker and you're labeling data in 10 minutes.

The catch: the free version is single-node only. Label Studio Enterprise (now called HumanSignal) adds team management, active learning, model-assisted labeling, RBAC, SSO, and analytics, but pricing requires a sales call. The community edition handles small-to-medium labeling projects well, but once you have 5+ annotators who need quality control and agreement metrics, you'll feel the feature gap.

Free vs Self-Hosted vs Paid

open core

Community Edition (free): Full labeling interface, multi-format support, ML backend integration, API access. Self-hosted under Apache 2.0.

Enterprise (HumanSignal): Pricing requires a sales call. Based on public information and industry comparisons, expect $200-500/month minimum for team features:

  • Role-based access control
  • Active learning and model-assisted labeling
  • Quality agreement metrics
  • SSO/SAML
  • Priority support

Compared to alternatives:

  • CVAT (free): Strong for computer vision specifically, weaker for text/audio
  • Labelbox: Enterprise-focused, $5K+/year
  • Scale AI: Managed labeling service, pay-per-label ($0.08-2.00/label depending on complexity)
  • Prodigy: $490 one-time license, Python-native, excellent for NLP

The community edition is genuinely capable for teams under 5 annotators.

Community edition free. Enterprise requires a sales call; expect $200-500+/month for team features.

Self-hosting ops:moderate

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Score
88/100 · A
Adoption27/30
Maintenance25/25
Community11/20
License15/15
Analysis10/10

A low score is not a verdict on quality. Young and niche tools start low by design. How we calculate scores

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High adoption: 27,039 starsActive community: 3,492 forksPermissive license (Apache-2.0)

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