#1Behavioral anomaly detection, outlier analysis, UEBA, and statistical threat detection tools.
Kitploit recommended

Open-source IoT Platform - Device management, data collection, processing and visualization.
SQL powered operating system instrumentation, monitoring, and analytics.

Open-source XDR and SIEM platform for threat detection, log analysis, file integrity monitoring, vulnerability assessment, and compliance management…

GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in *nix systems or through your browser.


Zeek is a powerful network analysis framework that is much different from the typical IDS you may know.

A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine…

Real-time malicious traffic detection system using public blacklists, static malware trails, and heuristic analysis to identify threats across DNS,…

Real-time cloud-native runtime security agent for Linux that monitors syscalls and container/Kubernetes metadata to detect anomalous behavior and…

Open-source network IDS/IPS/NSM engine for real-time traffic inspection, intrusion detection and prevention, protocol analysis, and rule-based threat…

Web-based Traffic and Cybersecurity Network Traffic Monitoring

Collection of Google Cloud solution examples and operational utilities for audit log monitoring, DLP de-identification, encryption key management,…

A python library for user-friendly forecasting and anomaly detection on time series.

ZoneMinder is a free, open source Closed-circuit television software application developed for Linux which supports IP, USB and Analog cameras.

ESPectre - Motion detection system based on Wi-Fi spectre analysis (CSI), with Home Assistant integration.

Programmable guardrails for LLM chat apps: enforce input/output rails, block jailbreaks and prompt injections, detect hallucination, and mask…

Automatic extraction of relevant features from time series:

Open-source security monitoring platform for threat hunting, intrusion detection, log management, incident response, and endpoint visibility with…