BitProbe: A Unified Tool for Automated Malware Analysis and Live Forensic Triage on Windows
Modern enterprise security operations face a deepening asymmetry: the average cost of a data breach reached approximately USD 4.44 million globally in 2025, while the mean time to identify and contain incidents hovered near 241 days. This paper presents BitProbe, a Windows-first orchestration framework that chains industry-standard forensic utilities into a single, privilege-aware automated pipeline. BitProbe integrates pefile, yara-python, Ghidra headless, Sysinternals ProcMon and TCPView, TShark (≈60s packet capture), WinPMEM memory acquisition, volatility3 plugin chains, and scapy for network traffic dissection. A compile_master_report() function aggregates all structured JSON artifacts into a single formatted forensic report, packaged as a standalone .exe via PyInstaller. Experimental evaluation against five malware families — WannaCry, Emotet, TrickBot, a generic password stealer, and Mirai — demonstrates a 95.1% average reduction in total analysis time, a 94% YARA detection rate, and an 87% IOC recall rate against published ground-truth threat intelligence.
Authors
- Suyog Sushil Deshmukh
- Shweta Soni
- Aayush Mondal
- Siddhesh Satpute
Institutions
- D.Y. Patil University (IN)
- Ajeenkya DY Patil University
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-04-11
- DOI
- https://doi.org/10.5281/zenodo.19520330
- Primary Topic
- Digital and Cyber Forensics
- Type
- article
- Field-Weighted Citation Impact
- 0.00