OliverHennhoefer/nonconform

A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

Temporal online machines: streaming anomaly detection with calibrated p-values, built on skaters

A simple-to-use Python tool for time series anomaly detection!

Streaming anomaly detection in Python: online detectors (xStream, LODA, RS-Hash, Half-Space Trees, RRCF…) plus calibration and prequential evaluation for real-time data.

Quick and Easy Time Series Outlier Detection

Evaluation Tool for Anomaly Detection Algorithms on Time Series

Methods to get the probability of a changepoint in a time series.

Automating Outlier Detection via Meta-Learning (Code, API, and Contribution Instructions)