FlashRank has not been fully verified yet. No recorded run has produced a verdict yet.

How did Argusic test FlashRank?

On a fresh, disposable machine, with every command recorded. 0 attempts are recorded, and the full method is on the methodology page.

Where is the evidence for FlashRank?

All 0 recorded runs are on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

FlashRank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

Not yet testedsource: GitHubPythonApache-2.0commit 11f7a40d625f

Python, Apache-2.0 licensed. The project labels itself: cross encoder, full text search, hybrid search, lexical search, rag, ranking, reranking and retrieval augmented generation.

FlashRank has not been verified yet.

Measured by Argusic on a fresh machine every time. Every number links to its evidence.

At a glance

verdict: Not yet tested
Argusic Score: not scored yet
recorded runs: 0
last tested: -
stars: 1,008
forks: 72
open issues: 10
watchers: 6
size: 3 MB
created: 2023-12-04
last push: 2026-07-11

Subject data from GitHub, linked at the top of this page, refreshed 2026-10-08. Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.

Also tested, in the same area

Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.

Run history

No recorded runs.

Topics (from GitHub)

cross-encoder full-text-search hybrid-search lexical-search rag ranking reranking retrieval-augmented-generation semantic-search vector-database vector-search

Embed the badge

Markdown for the project README. It links back here; terms on the terms page.

[![Tested by Argusic](https://argusic.com/badge/FlashRank.svg)](https://argusic.com/subject/flashrank)

Questions

Does FlashRank run?: FlashRank has not been fully verified yet. No recorded run has produced a verdict yet.
How did Argusic test FlashRank?: On a fresh, disposable machine, with every command recorded. 0 attempts are recorded, and the full method is on the methodology page.
Where is the evidence for FlashRank?: All 0 recorded runs are on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.