gradio-app/trackio

Health v2 · maintenance only

Adoption not part of the score

1662 stars · 151 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Trackio is a lightweight, free, local-first experiment tracking library from Hugging Face that stores metrics in SQLite with an optional Gradio-style dashboard and Hugging Face Space hosting. It is API-compatible with wandb, making it a drop-in replacement, and includes a CLI for SQL-based querying suited to LLM-driven analysis.

Use cases

• track machine learning experiment metrics locally without an account
• replace wandb with a free drop-in experiment tracker
• let AI agents autonomously run and log ML experiments
• query experiment logs with SQL from the CLI
• share experiment dashboards via a Hugging Face Space

When to choose

• you want free, local-first experiment tracking with no signup
• you have existing wandb logging code and want a drop-in replacement
• you need programmatic/SQL access to experiment data for LLM analysis

When to avoid

• you need enterprise features like team access controls or SSO
• you depend on advanced wandb features like sweeps or artifacts beyond basic logging

Facets

library · maturity active

monitoring data-visualization cli analytics machine-learning data-science developer-tools artificial-intelligence python cli cross-platform self-hosted experiment-tracking mlops wandb-compatible sqlite llm-friendly hugging-face metrics-logging

Member repositories

For agents

markdown · JSON · MCP: product_card(name="gradio-app/trackio")