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Portable Log Analysis Tool for Isolated Networks

Python License Platform Status


Project Overview

Continuous monitoring of systems and networks is crucial to detect, prevent, and respond to cybersecurity threats.
While Security Operation Centers (SOC) monitor networks in real-time, isolated networks require portable, self-contained tools for offline log collection, analysis, and reporting.

This project aims to build a portable log analysis tool for isolated networks with the following key features:

  • Cross-platform portability (Windows, Linux, Mac)
  • Multi-source log collection (Syslog, Event Logs, USB devices, network traffic)
  • Log parsing and normalization
  • Anomaly & threat detection
  • Offline web-based dashboard
  • Secure encryption & authentication
  • Reporting and export capabilities

1. Programming Language

Python

Purpose: Core language for scripting, automation, and cross-platform execution.

Key Modules:
os, subprocess, hashlib, sqlite3, logging

Reference: Python Docs


2. Log Collection & Parsing

Tool / Library Purpose Logo / Link
syslog-ng Capture Syslog logs from network devices Syslog Docs
pywin32 Parse Windows Event Logs Windows GitHub
pyudev Access USB / Peripheral logs on Linux Linux Docs
scapy Capture & analyze network traffic Scapy Docs

3. Log Normalization & Analysis

Tool / Library Purpose Logo / Link
pandas Structure and analyze logs Pandas Docs
pyod Detect anomalies & outliers PyOD Docs
scikit-learn Machine learning-based analysis Scikit-learn Docs

4. Threat Detection & Intelligence

Framework / Method Purpose Logo / Link
MITRE ATT&CK Map logs to known TTPs for attacks MITRE Docs
Rule-based / Heuristic Analysis Custom detection using signatures & behavior Rules N/A

5. User Interface & Visualization

Tool / Library Purpose Logo / Link
Flask Offline web-based dashboard Flask Docs
Matplotlib / Plotly Charts & log visualization Plotly Docs

6. Offline Security & Encryption

Tool / Library Purpose Logo / Link
cryptography AES encryption of logs Crypto Docs
Flask-Login User authentication for access control Auth Docs

7. Reporting & Export

Tool / Library Purpose Logo / Link
ReportLab / FPDF Generate PDF reports PDF ReportLab
pandas Export CSV / Excel files CSV Docs

8. Cross-platform Portability

Tool / Library Purpose Logo / Link
PyInstaller / cx_Freeze Package Python scripts as executables PyInstaller Docs

9. Research & Case Studies

  • YouTube Tutorials:
    • Offline Log Analysis Tool Using Python
    • Syslog Monitoring & Visualization with Python
    • Detecting Network Anomalies using PyOD
  • GitHub Repositories: Python-based log analyzers for isolated networks
  • Articles / Blogs: Medium tutorials on log analysis, network security, and offline SOC tools

10. Conclusion

The portable log analysis tool leverages Python and its rich ecosystem to create a fully functional, offline, and cross-platform solution for isolated networks. Key features include multi-source log collection, parsing, anomaly detection, secure storage, offline visualization, and reporting.


Badges / Shields Legend

  • Python Python version
  • License License type
  • Platform Supported platforms
  • Status Project status

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