rewriter

Rewrite content across styles while preserving core claims and factual accuracy.

9|2|Updated Mar 2, 2026

Search Tags:#style #content #audience #rewriting #paraphrase #factual-accuracy

Ready to run

npx skills add https://github.com/botlearn-ai/botlearn-skills --skill rewriter

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: rewriter
Source: https://github.com/botlearn-ai/botlearn-skills/tree/main/skills/rewriter
Command: npx skills add https://github.com/botlearn-ai/botlearn-skills --skill rewriter

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Content rewriting is challenging when accuracy must be preserved while adapting tone, register, and audience. This skill automates stylistic transformation without compromising core facts and intent, enabling consistent quality across contexts.

Core Features & Use Cases

Semantic core extraction using @botlearn/summarizer to capture key claims and structure for faithful rewriting.
Style and audience adaptation across academic, journalistic, technical, marketing, and casual registers with risk-aware verification.
Multi-version outputs with cross-version factual consistency checks to ensure consistent naming, dates, and figures.

Quick Start

Provide the source text and your target style and audience, and the tool will output a rewritten draft that preserves facts.

Frequently Asked Questions about rewriter

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

FAQPage Schema

How do I rewrite content for a different audience without losing factual accuracy?▼

To rewrite content without losing factual accuracy, the tool extracts the semantic core of your source text and applies style transformations for target audiences while validating output against original claims, citations, and terminology.

What is the best way to paraphrase technical guides for a general audience?▼

The best way to paraphrase technical guides for a general audience is to extract core claims and restructure the text into a casual register, ensuring specialized terminology is simplified while core facts and authorial intent remain intact.

Can I adapt academic abstracts into marketing copy while preserving citations?▼

Yes, you can adapt academic abstracts into marketing copy while preserving citations by applying stylistic transformations that maintain the semantic core, ensuring figures, dates, and naming conventions pass cross-version consistency checks.

How do I generate multiple style variants of a policy document?▼

To generate multiple style variants of a policy document, provide the source text and specify target registers like journalistic or specialized readers, and the tool will output drafts validated for factual consistency against the original material.

Does rewriting content automatically change the original meaning and intent?▼

Rewriting content does not change the original meaning and intent because the process uses risk-aware verification to ensure style transformation adheres to best practices while strictly maintaining the authorial intent and core claims.

Are there limitations when paraphrasing complex technical documents?▼

A key limitation when paraphrasing complex technical documents is ensuring that specialized terminology is maintained correctly, requiring the tool to validate output against source material to prevent factual drift during stylistic adaptation.