---
id: 3890
title: "raink: Use LLMs for Document Ranking"
source_domain: bishopfox.com
source_url: "https://bishopfox.com/blog/raink-llms-document-ranking"
published_at: "2025-01-14 00:00"
tags: ["ai-security", "open-source", "llm", "security-tools", "patch-analysis", "ranking-algorithm", "vulnerability-identification"]
phying_url: "https://phying.com/item/3890"
lang: en
---

# raink: Use LLMs for Document Ranking

## Summary

Bishop Fox open-sources raink, a CLI tool using listwise LLM ranking to solve fuzzy ordering — sorting all 1,445 TLDs, linking patch diffs to advisories — beyond plain chat prompts' abilities.

## Intelligence Metadata

- **Sources:** bishopfox.com
- **Published:** 2025-01-14 00:00
- **Original:** https://bishopfox.com/blog/raink-llms-document-ranking
- **Phying News:** https://phying.com/item/3890