Why MLWatch?

MLWatch is designed to provide a simple and lightweight monitoring experience.

Feature	MLWatch	Evidently	WhyLogs
Lightweight	✅	❌	❌
Simple API	✅	❌	❌
JSON Output	✅	❌	❌
SQLite History	✅	❌	❌
Zero Configuration	✅	❌	❌

Example

python

result = monitor.log(
    reference=data1,
    current=data2
)

python

# Multiple configuration files
# Dashboard setup
# Additional infrastructure