evidentlyai/evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

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Provides a modular Python framework with composable **Reports** for exploratory analysis and **Test Suites** for automated regression testing, supporting 100+ built-in metrics across tabular, text, and LLM data. Includes row-level **descriptors** (sentiment, toxicity, semantic similarity) and configurable pass/fail conditions, with optional self-hosted or cloud-based monitoring dashboards for tracking metrics over time.

7,298 stars and 1,096,377 monthly downloads. Used by 2 other packages. Actively maintained with 4 commits in the last 30 days. Available on PyPI.

Maintenance 16 / 25
Adoption 22 / 25
Maturity 25 / 25
Community 21 / 25

How are scores calculated?

Stars

7,298

Forks

805

Language

Jupyter Notebook

License

Apache-2.0

Last pushed

Mar 10, 2026

Monthly downloads

1,096,377

Commits (30d)

4

Dependencies

26

Reverse dependents

2

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