---
title: "SwanLab"
pageType: "tool-profile"
schemaVersion: "1.0"
snapshotId: "tv-20260915-f4c107995a2e"
generatedAt: "2026-09-15T07:02:20.000Z"
canonicalUrl: "https://toolvitals.com/tools/swanlab/"
jsonUrl: "https://toolvitals.com/api/agent/tools/swanlab"
indexable: true
---

# SwanLab

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.

## Decision context

- Status: active
- ToolVitals score: 90/100
- Health score: 91/100
- Shipping score: 89/100
- Score mode: verdict
- Data confidence: 90/100
- Source coverage: 95/100
- Last evidence check: 2026-09-15

## Classification

- Use case: Developer Infrastructure (developer-infrastructure)
- Category: Developer Tools (developer-tools)
- Tool mode: Source-visible project
- Openness: OSI-approved OSS
- License: Apache-2.0
- Tags: open-source, ai-infra, data-science, deep-learning, llm, logging, machine-learning, mlops, model-versioning, python, pytorch, tensorboard, tensorflow, tracking, training, transformers

## Public repository signals

- Repository: [SwanHubX/SwanLab](https://github.com/SwanHubX/SwanLab)
- Stars: 4213 (adoption context only)
- Forks: 222
- Open issues: 58
- Last commit date: 2026-09-15
- Releases in 90 days: 15

## Source receipts

- [Official website](https://swanlab.cn/) — checked 2026-09-15
- [Source repository](https://github.com/SwanHubX/SwanLab) — checked 2026-09-15

## Discovery status

- Search indexable: yes
- Reason: sufficient tool evidence

## Interpretation limits

- ToolVitals scores summarize bounded public maintenance, shipping, openness, and evidence signals. They are not user-review ratings.
- GitHub stars and related popularity metrics are adoption context, not quality evidence.
- Missing values mean not collected or not confidently established; they do not mean zero.
- Public signals do not prove security, uptime, support quality, customer satisfaction, or production suitability.
- Verify material decisions against the linked first-party sources and your own requirements.