GPT-Isms Stamp Out

by makoMakoGo

GPT-Isms Stamp Out is a Writing skill for Claude Code, published by makoMakoGo in fish-claude.

168 stars21 forkson makoMakoGo/fish-claudeAdded 2026/09/08Repository updated 2026/07/17

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Install in seconds

Install GPT-Isms Stamp Out

Copy GPT-Isms Stamp Out into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/makoMakoGo/fish-claude/tree/main/skills/gpt-isms-stamp-out ~/.claude/skills/gpt-isms-stamp-out

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/makoMakoGo/fish-claude.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/gpt-isms-stamp-out/SKILL.md in makoMakoGo/fish-claude
Installs to: ~/.claude/skills/gpt-isms-stamp-out
Collection: One of 2 skills cataloged from this repository
Category: Writing — 1361 skills

What GPT-Isms Stamp Out does

GPT-Isms Stamp Out removes GPT-5.4 verbal tics from Chinese and English text. Use it to clean AI-written documents or to avoid those tics when drafting README files, docs, proposals, and specs.

GPT-Isms Stamp Out is cataloged under Writing on DirSkills. GPT-Isms Stamp Out comes from a repository tagged agent, awesome, claude, claude-code and codex.

Documentation

README

Excerpt

GPT-Isms Stamp Out

Remove GPT-5.4 verbal tics from text. Apply these rules when editing or creating documents.

When to Apply

User explicitly asks: "去 GPT 味", "去掉 AI 口癖", "de-GPT this", "stamp out GPT-isms", "clean up the AI voice"
User asks to create a document — apply rules proactively to avoid tics in output
User provides AI-generated text for cleanup

Detection Rules — Chinese (ZH)

Level 1: Must Remove — Structural Tics

「不是……而是……」句式 GPT-5.4 abuses this to manufacture faux cognitive contrast. Rewrite as direct statement.

❌ "能把她拉出来的不是道理，而是一个能让情绪重新对上的节拍"
✅ "节拍和旋律——而非道理——才能把她拉出来"  (or just state B directly)

Rule: When the "negated A" is not a real viewpoint anyone holds, delete the negation and state B directly.

This is the opening of the README. Read the full README on GitHub.

Frequently asked about GPT-Isms Stamp Out

What else does makoMakoGo publish alongside GPT-Isms Stamp Out?
GPT-Isms Stamp Out is one of 2 skills that DirSkills catalogs from makoMakoGo/fish-claude, the repository it ships in. Its siblings there include Deep Reasoning. Each one is a separate skill with its own page in this directory, installs the same way GPT-Isms Stamp Out does, and is maintained by makoMakoGo in that same repository. The rest of the collection is listed on the makoMakoGo/fish-claude page.
How does GPT-Isms Stamp Out compare to other Writing skills?
GPT-Isms Stamp Out ranks #1180 by stars among the 1361 Writing skills in this catalog. The most-starred ones next to it are Article Writing, Social Media Content Calendar and Knowledge Comic Creator. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of GPT-Isms Stamp Out against them. Open each page to compare what they document and how they install.