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[ARTICLE · art-39096] src=tangled.org ↗ pub= topic=ai-tools verified=true sentiment=· neutral

tropius: detect AI tropes in prose

Developer Owais released tropius, a CLI tool that detects AI tropes in prose using Aho-Corasick phrase matching and structural detectors. The tool scans text for patterns like clichés and repetition, inspired by a BlueSky discussion about detecting AI-generated writing styles.

read1 min views1 publishedJun 25, 2026
tropius: detect AI tropes in prose
Image: source

tropius

is a CLI to detect AI tropes in prose.

How# #

We use a pattern dictionary in TOML based on a trope list from Tropes.fyi

Text
  ↓
Aho-Corasick phrase matcher
  ↓
Structural, repetition, and character-class detectors
  ↓
Findings report

Usage# #

Scan text from stdin:

printf 'Let us delve into this robust ecosystem.' | cargo run -q -p tropius-cli

Scan article text extracted from a live URL with lectito:

cargo install lectito-cli

lectito 'https://www.solo.io/blog/what-is-agent-identity-human-workload-a-new-layer' \
    --format text \
    | cargo run -q -p tropius-cli

The CLI exits 0

when no findings are found and 1

when it finds trope signals.

It exits 2

for usage or configuration errors.

Color output respects NO_COLOR.

Coverage# #

  • an implementation path for every source section in tropes.md

  • phrase patterns for literal trope signals

  • structural detectors for sentence and paragraph shape

  • repetition detectors for repeated metaphor terms and duplicated content

  • markdown-aware detection for bold-first bullets

  • character-class detection for Unicode decoration

Inspiration# #

I got nerd-sniped on BlueSky

[Samuel - @samuel.fm]2026-06-25 04:16“Claudesmell” labeller for

[standard.site]records wen

[owais - @desertthunder.dev]2026-06-25 04:18what does claudesmell mean here

[Samuel - @samuel.fm]2026-06-25 04:22smells of claude, e.g. short, punchy yet needlessly florid prose, excessive claudeisms, it’s not just x it’s y etc

[owais - @desertthunder.dev]2026-06-25 04:26You know that feeling of nerd-sniping about to happen? I gotta use aho-corasick +

[tropes.fyi]in some way

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