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

A lightweight sandboxing tool for enforcing filesystem and network restrictions on arbitrary processes at the OS level, without requiring a container.

Distributed, code-coverage guided snapshot-based fuzzer for user and kernel-mode targets on Windows and Linux, with emulator and hypervisor backends.

Agentic reverse engineering IDE with a pure-Rust multi-architecture disassembler, native decompiler, debugger, and LLM agent for binary analysis and…

AI-driven vulnerability discovery and live validation

A function tracer

Natural-language Android automation agent that drives real devices via ADB, captures Logcat and screenshots, and exposes an MCP server for AI IDEs…

Open-source web application security scanner for automated vulnerability detection, manual penetration testing, and API security testing with a…

Capability-based WASM runtime for executing untrusted AI-generated code with enforced CPU, memory, time, I/O, and filesystem limits. Provides…

Agent skills for firmware extraction, static analysis, Ghidra reverse engineering, emulation, and security reporting, packaged for Claude Code and…

Reverse engineering and pentesting for Android applications

Capturing SSL/TLS plaintext without a CA certificate using eBPF. Supported on Linux/Android kernels for amd64/arm64.

Firmware Analysis and Comparison Tool

The reverse-engineering expert agent: plans its own analysis path, derives every fact from raw evidence, and converges under mechanical verification…

MCP server integrating IDA Pro with AI agents, featuring a stateless gateway for multi-session management, a relational SQL query engine for binary…

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

Rule-based static and dynamic analysis tool that identifies capabilities in PE, ELF, .NET, and shellcode files, mapping them to MITRE ATT&CK…

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

Security scanner for AI agents, MCP servers and agent skills.