#2Tools for observing malware behavior in isolated environments to understand its actions and impact.
Kitploit recommended

Standalone zero-driver Windows system and API monitor in Rust
BurpSuite Standard/Private Collaborator Library

Proof-of-concept web app built on top of Frida

Runtime-aware SCA — proves which CVEs are actually reachable, not just installed.

Open-source Android client for VirusTotal. Scan files, URLs, and installed apps against 70+ antivirus engines. View detailed reports with hashes,…

Live memory analysis detecting malware IOCs in processes, modules, handles, tokens, threads, .NET assemblies, memory address space and environment…

Embedded GRU neural network for real-time human behavior verification via mouse movement analysis, detecting automated analysis systems, sandboxes,…

Some bugs found via binary instrumentation and fuzzing

Proof-of-concept tool for detecting AMSI (Antimalware Scan Interface) bypasses and malicious in-memory script activity on Windows endpoints.

Magisk module that auto-packages renef_server (dynamic instrumentation for Android)

A lightweight security auditor and sandbox for shell scripts. Oversight combines a Static Analysis engine (Rust) with Dynamic Enforcement (Linux…

A PyQt5 frontend to the binjatron plugin for Binary Ninja that includes highlighting features aimed at making it easier for beginners to learn about…

Real-time npm/PyPI supply-chain threat detection. Behavioral chain analysis, AST scanning, IOC feeds, and compound scoring engine.

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

Standalone emulation and testing harness for Cobalt Strike Aggressor Scripts (.cna) that validates syntax, mocks Beacon APIs, and executes BOFs via…

Evidence-focused malware reverse engineering with deep PE/.NET inspection, Ghidra reconstruction, AI cross-checks, YARA, and ELF debugging

Async API security scanner in Rust for CORS, CSP, GraphQL, JWT, OpenAPI, and active API posture checks.

Android Antivirus which doesn't require root, adb, ca install and cloud with many features and ways to detect more zero-day malware