What does Opener Variator actually change?

It focuses exclusively on the first paragraph (or first 2-4 sentences) of a subsection to remove repetitive phrasing and replace it with a content-driven introduction.

What are 'opener modes'?

These are different rhetorical strategies like 'Tension-first' or 'Decision-first' that give the prose a specific, professional perspective rather than a generic summary.

Will this skill add new facts or move my citations?

No. The skill includes strict guardrails that prohibit the invention of facts and require all citation keys to remain in their original positions.

When is the best time to run the Opener Variator?

It is best used as a final polishing pass after the main content of your paragraphs has been curated and finalized.

Opener Variator

Name: Opener Variator
Author: WILLOSCAR

byWILLOSCAR

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227

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コンテンツ管理

Eliminates repetitive, AI-generated narration from research subsection openings to create professional, authored prose.

Opener Variator is a specialized writing skill designed to polish research papers and technical documentation by stripping away the 'overview' filler common in AI-generated drafts. It targets the first paragraph of subsections to replace robotic narration (like 'In this section, we turn to...') with content-bearing frames such as tension-first or failure-first leads. This ensures a natural, human-authored cadence across complex documents while strictly preserving all existing citations and factual integrity.

主な機能

01Integrates with style-check loops to automate prose improvement

02Implements diverse rhetorical modes including Tension, Failure, and Contrast-first leads

03Strictly preserves citation keys and factual assertions during rewrites

04Removes robotic 'overview' and 'narration' stems from H3 subsections

05227 GitHub stars

06Provides best-of-three sampling to ensure the most engaging opening is selected

ユースケース

01Polishing AI-generated academic survey papers to remove 'LLM tells'

02Improving the flow and readability of technical whitepapers

03Diversifying the tone of complex reports with multiple subsections

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willoscar/research-units-pipeline-skills opener-variator

For use in Claude.ai and ChatGPT

Download Skill