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

Reference implementation for "Hard Stop: Kernel-Level Preemption and Containment for Rogue Agentic Execution". Out-of-band Epistemic Andon Cord,…
Detects network covert channels using Shannon entropy and Sarle's bimodality coefficient to flag encrypted ICMP/TCP payload exfiltration and…

Benchmark suite and code for detecting AI alignment failures, with 44 benchmarks across ten failure types and a zero-shot RLCD detector evaluated on…

DNS Proxy that is simple and fast with not so simple features. Focused on routed DNS forwarding, filtering and parental control.

Zero-Trust Cellular Defense Sub-Service for Android (IMSI-Catcher, 2G SMS Blaster, and 4G aLTEr Detection & Safe Routing)

Adaptive two-stage Layer 4 DDoS mitigation gateway using behavioral traffic analysis, Random Forest classification, and kernel-level ipset/iptables…

Next-gen logical WAF engine built in SWI-Prolog. Features an inductive learning brain running at 2M+ LIPS with an integrated recursive decoder to…

Enterprise AI agent security toolkit providing pre-flight auditing, configuration hardening, runtime threat detection, and active defense against…

Hybrid machine-learning pipelines for detecting SQL injection in web traffic, combining DistilBERT and BERT-GNN models with adversarial training and…

SPaT Attack Detection and Evaluation dataset

Detects unknown jailbreak attacks in large vision-language models using hidden state analysis and autoencoders, with training and evaluation…

Kernel-runtime defense framework for AF_ALG vulnerabilities, featuring eBPF socket tracing, Ansible hardening, and a crypto auditor for drift…

Production-grade tool for detecting & remediating CVE-2026-0622 (Ghost Admin privilege escalation & master key exposure in 5G core software).

ML-driven threat detection and continuous monitoring platform built for federal zero trust architectures.

Linux system-call monitor using ptrace to trace file, process, network, and memory activity, with namespace isolation and machine learning…

An Evaluation Agent for Detecting Misinformation and Knowledge Poisoning in Retrieval-Augmented Generation Systems.

Algorithms for outlier, adversarial and drift detection

List of tools & datasets for anomaly detection on time-series data.