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.

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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
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article

BitProbe: A Unified Tool for Automated Malware Analysis and Live Forensic Triage on Windows

Suyog Sushil Deshmukh, Shweta Soni, Aayush Mondal, Siddhesh Satpute
Zenodo (CERN European Organization for Nuclear Research)
Digital and Cyber Forensics
article

BitProbe: A Unified Tool for Automated Malware Analysis and Live Forensic Triage on Windows

Suyog Sushil Deshmukh, Shweta Soni, Aayush Mondal, Siddhesh Satpute
article en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
D.Y. Patil University (IN), Ajeenkya DY Patil University
Peace, Justice and strong institutions
Openalex Percentile: Top 3%
Digital and Cyber Forensics
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