natural-recreate

Rewrites AI-flavored prose from scratch by extracting facts and intent before drafting fresh text.

15|3|Updated Jul 9, 2026
One-click install
npx skills add https://github.com/kiurakku/cursor-kit-for-ai --skill natural-recreate-kiurakku
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: natural-recreate
Source: https://github.com/kiurakku/cursor-kit-for-ai/tree/main/plugins/writing/skills/natural-recreate
Command: npx skills add https://github.com/kiurakku/cursor-kit-for-ai --skill natural-recreate-kiurakku

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? When a document has structural AI-writing defects spread across most of its content, line-by-line refactoring costs more than rebuilding and often preserves the original robotic cadence. This Skill performs a full rewrite that preserves facts and intent while shedding AI phrasing patterns. ## Core Features & Use Cases - Fact and intent extraction: Builds a prose-free extraction list (audience, goal, facts, TODOs) from the source so no facts are invented or lost during the rewrite. - Four-phase workflow: Extract, route and plan, write fresh without looking at original phrasing, then verify with fact checks and an abbreviated review. - Venue routing: Delegates to specialized skills for release notes, postmortems, dev replies, and fiction, with a recreate-vs-refactor decision table. - Use Case: A postmortem draft reads like generic AI output with the wrong document shape. The Skill extracts the timeline, root cause, and impact facts, plans a correct postmortem structure, writes a fresh draft, and verifies every fact against the source. ## Quick Start Rewrite this AI-sounding draft from scratch by extracting its facts and intent first, then writing fresh prose without copying the original phrasing.

Frequently Asked Questions about natural-recreate

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

FAQPage Schema
How do I rewrite AI-generated text so it sounds human?▼

Extract the facts, audience, and intent from the source into a prose-free list, plan a new outline, then draft fresh text without looking at the original phrasing. Verify afterward with a fact check and abbreviated review to confirm nothing was invented or lost.

When should I fully rewrite instead of editing AI text?▼

Choose a full rewrite when defects are structural and span most of the piece, the document shape is wrong, or a review verdict says recreate. A common heuristic is that if more than 60 percent of sentences would change, recreating is cheaper than refactoring.

How do I avoid losing facts when rewriting a document?▼

Build an extraction list first containing every fact from the source, quoting ambiguous items, and flag missing information as TODOs for the user. After drafting, run a side-by-side fact check confirming each source fact appears in the rewrite and nothing was invented.

Can this approach rewrite fiction as well as nonfiction?▼

Yes, but fiction extraction captures plot events and character wants rather than dialogue phrasing. A new architecture sheet covering protagonist want, obstacle, turning point, and resolution mode is mandatory when the original structure failed.

What are the limits of a full prose rewrite workflow?▼

A recreate loop should run at most once; if a follow-up refactor pass still leaves defect clusters, stop and report to the user instead of rewriting again. It also cannot fill factual gaps on its own, since inventing missing facts is explicitly prohibited.