terminology-normalizer

Normalize terminology in draft documents by enforcing canonical terms and synonyms.

497|38|Updated Jan 7, 2026
One-click install
npx skills add https://github.com/WILLOSCAR/research-units-pipeline-skills --skill terminology-normalizer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: terminology-normalizer
Source: https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/terminology-normalizer
Command: npx skills add https://github.com/WILLOSCAR/research-units-pipeline-skills --skill terminology-normalizer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses concept drift and inconsistent terminology within a draft document, ensuring a unified and professional voice by standardizing terms without altering core meaning or citations.

Core Features & Use Cases

  • Canonical Terminology Enforcement: Establishes and applies a consistent set of terms and their synonyms throughout a document.
  • Citation Preservation: Guarantees that citation keys remain unchanged and are not moved between sections.
  • Use Case: When a research paper uses "AI agent," "intelligent agent," and "autonomous agent" interchangeably, this Skill can standardize on "AI agent" and ensure all instances are updated consistently, improving readability and coherence.

Quick Start

Use the terminology-normalizer skill to standardize terms in the draft document output/DRAFT.md.

Frequently Asked Questions about terminology-normalizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I standardize inconsistent terminology in a research paper draft?

Standardize inconsistent terminology in a research paper draft by applying a canonical term and synonym policy. This process enforces a unified vocabulary across the document, resolving concept drift while preserving core meaning and ensuring citation keys remain unchanged.

Can I normalize concept drift in technical writing without altering my citations?

Yes, you can normalize concept drift in technical writing without altering citations by using strict guardrails against modifying citation keys. The terminology normalization process ensures citation keys remain unchanged and are not moved between document sections during vocabulary enforcement.

What is the best way to enforce a consistent glossary across a technical document?

The best way to enforce a consistent glossary across a technical document is to apply a canonical terminology policy that maps synonyms to a single standardized term. This approach ensures consistent naming conventions throughout drafts, improving document readability and coherence.

When do I need to normalize terminology in technical surveys?

You need to normalize terminology in technical surveys when you detect inconsistent naming conventions or concept drift, such as using multiple terms interchangeably for a single concept. Standardizing the vocabulary ensures a unified and professional voice throughout the research paper draft.

Does terminology normalization change the core meaning of a draft document?

Terminology normalization does not change the core meaning of a draft document. It operates under strict guardrails against introducing new claims, focusing solely on standardizing terms and their synonyms to ensure a unified voice without altering the underlying research findings.

How do I fix inconsistent naming conventions in a draft markdown file?

Fix inconsistent naming conventions in a draft markdown file by running a terminology normalizer that maps variable terms to a canonical equivalent. The tool processes the draft document, enforcing a strict synonym policy to eliminate concept drift and standardize the text.