I tried giving a 26 MB Burp Suite dump to an LLM. It didn’t work. So I built BurpSqueezer

Описание и применение

BurpSqueezer сжимает большие дампы Burp Suite до небольших Markdown‑отчётов, позволяя использовать их в LLM‑моделях для анализа веб‑трафика.

Задача

Large Burp Suite traffic dumps (tens of megabytes) cannot be directly fed to LLMs due to file‑size limits and lack of structure, hindering AI‑assisted penetration testing.

Результат

BurpSqueezer reduces a 26.7 MB Burp dump to 35 KB (≈745× smaller), making it compatible with LLMs and preserving essential traffic relationships for AI‑assisted pentesting.

Рабочий процесс

• Capture HTTP traffic with Burp Suite during testing.
• Run BurpSqueezer on the captured dump to filter out unnecessary requests and establish endpoint relationships.
• Export the resulting .md report.
• Feed the compressed report into an LLM for analysis or further automation.

Доказательства

When I tested in normal mode, I managed to compress my working dump from 26.7 MB to 35 KB (the result was 745 times smaller than the original dump).

Источник

BurpSqueezer is a utility that lets you “compress” the HTTP traffic you need for your work into a small .md report, generated specifically for AI processing.

Источник