Python-based PCAP traffic analyzer with AI-powered summarization of HTTP sessions and network patterns.
This tool extracts and analyzes network traffic from .pcap
files using PyShark and Python. It's built for SOC analysts, blue teamers, and students looking to understand HTTP traffic — with an optional AI assistant to summarize the findings.
- This script analyzes
.pcap
files for HTTP traffic and outputs both: - Supports AI-based summarization of traffic patterns
- Outputs results to
.csv
for easy inspection or import into SIEM tools - Full detailed CSVs
- AI-style summary insights for User-Agents and Host frequencies
- GPT-assisted summaries of suspicious activity
- Log pattern clustering using unsupervised learning
- Auto-flagging based on known IOC heuristics
python analyze.py sample_data/traffic_sample.pcap outputs/parsed_output.csv