Can I use my own project taxonomy with this skill?

Yes. The skill is designed to prefer terms found in your 'taxonomy.yml' or 'outline.yml' files to ensure alignment with your established structure.

When is the best time to run the Terminology Normalizer?

It is most effective once your outline and core claims are stable. You should avoid running it while you are still making heavy changes to the document's taxonomy.

Does it support multilingual terminology triggers?

Yes, it recognizes triggers for terminology consistency in multiple languages, including English and Chinese (e.g., 术语统一).

Will this skill change my citations or reference keys?

No. The Terminology Normalizer includes strict guardrails that prevent it from adding, removing, or moving citation keys across subsections.

Terminology Normalizer

Name: Terminology Normalizer
Author: WILLOSCAR

byWILLOSCAR

•

コンテンツ管理

Standardizes technical language and naming conventions across drafts to ensure clarity and professional consistency.

The Terminology Normalizer is a specialized Claude Code skill designed to eliminate concept drift in technical writing by enforcing a unified vocabulary across complex documents. By acting as both a Taxonomist and an Integrator, it identifies core concepts, establishes canonical terms based on project taxonomies, and applies them consistently across prose, headings, and tables. It is particularly valuable for refining multi-author research papers or technical surveys where different terms are used interchangeably, ensuring the final draft reads with a single, authoritative voice while strictly preserving citation keys and existing claims.

主な機能

01Cross-consistency across prose, headings, and table captions

02Optional generation of structured GLOSSARY.md files for documentation

03Canonical term enforcement based on project-specific taxonomies

04Safe-editing guardrails that preserve citation keys and subsection boundaries

0589 GitHub stars

06Automated synonym policy management to reduce conceptual drift

ユースケース

01Aligning technical documentation with an established organizational taxonomy or schema

02Unifying terminology in multi-author research drafts before final publication

03Standardizing naming conventions in complex AI, engineering, or scientific surveys

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willoscar/research-units-pipeline-skills terminology-normalizer

For use in Claude.ai and ChatGPT

Download Skill