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.
Evidently scores 5.7/10 (Solid) in Observability & Evals.
Language Jupyter Notebook License Apache-2.0 Stars 7.7k★ Type library Self-host Yes Repo evidentlyai/evidently Homepage https://www.evidentlyai.com
Quality
Solid 5.7
Adoption 47
Activity 38
Maturity 98
Community 49
Capability 50
Show the math
Overall 5.7/10
value = 5.7/10
score = value
Adoption 5.2/10
value = 47.1/100
score = 1 + 9 * value / 100
Activity 4.4/10
value = 38.1/100
score = 1 + 9 * value / 100
Maturity 9.8/10
value = 97.8/100
score = 1 + 9 * value / 100
Community 5.4/10
value = 49.2/100
score = 1 + 9 * value / 100
Capability 5.5/10
value = 50/100
score = 1 + 9 * value / 100
Key metrics
7.7k★ GitHub stars
5/90d Recent commits
4 devs/90d Recent contributors
5.6y Project age
2mo ago Last commit
Gotchas
No gotchas documented yet. Contribute one if you know a constraint we missed.
Labels
- Self-hosted
Self-hosted
You deploy and operate it yourself; there is no hosted option here.
evals monitoring testing ml llm