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tropius

Tropius (trps) is a CLI to detect AI tropes in prose.

How

We use a pattern dictionary in TOML, drawn from the published trope catalogs the Sources page describes. Every pattern names the catalogs its phrases came from, and a bundled pattern that cites one the crate does not know fails to load. meta/sources.md holds their copyright notices.

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

Quick start

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

See docs/src/content/docs/reference/ for the rest: scanning files, the JSON report, the project dictionary, the ignore markers, and where the rules come from.

Coverage

  • an implementation path for every source section in tropes.md
  • phrase patterns for literal trope signals
  • chat-assistant residue: narrated next steps, cutoff disclaimers, and the tracking parameters and citation markup a chat tool leaves in pasted text
  • prose about code: comments that rate it, code given intentions, docstrings that restate the signature, and reasons that give no reason
  • phrasings measured as over-represented in generated fiction
  • structural detectors for sentence and paragraph shape
  • repetition detectors for repeated metaphor terms and duplicated content
  • a cross-file rule for what several scanned files repeat between them
  • markdown-aware detection for bold-first leads, in bullets and paragraphs
  • 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 04:18

what does claudesmell mean here

Samuel - @samuel.fm 2026-06-25 04:22

smells 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 04:26

You know that feeling of nerd-sniping about to happen? I gotta use aho-corasick + tropes.fyi in some way

Further Reading

Wikipedia Article

Directory of tropes

License

unlicense

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