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Adaakal
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content-reverse-engineer

Convert video or transcript content into fact-checked captions, hashtags, and CTAs.

Updated Jul 8, 2026
Search Tags:#fact-checking#social media#content generation#SEO optimization#video analysis
One-click install
npx skills add https://github.com/Adaakal/content-reverse-engineer-skill --skill content-reverse-engineer
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: content-reverse-engineer
Source: https://github.com/Adaakal/content-reverse-engineer-skill/tree/main
Command: npx skills add https://github.com/Adaakal/content-reverse-engineer-skill --skill content-reverse-engineer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill streamlines the creation of post-ready content packages by automatically generating optimized hooks, fact-checked captions, SEO hashtags, CTAs, and cross-platform repurpose plans based on user-uploaded video, transcript, or draft content.

Core Features & Use Cases

  • Video & Transcript Analysis: Automatically processes video or transcript input to create content.
  • Optimized Content Generation: Generates captions, hashtags, and CTAs optimized for user profiles and platforms.
  • Research-Validated: Fact-checks claims and ensures factual accuracy.
  • Use Case: For a content creator with a TikTok video, the Skill generates a fact-checked caption, appropriate hashtags, and engagement-optimized CTAs in seconds.

Quick Start

To generate content for a TikTok video, upload the video to Claude and say "reverse engineer this TikTok" followed by the URL.

Frequently Asked Questions about content-reverse-engineer

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

FAQPage Schema
How do I generate SEO-optimized captions and hashtags from a video transcript?▼

To generate SEO-optimized captions and hashtags from a video transcript, upload your video or transcript to Claude. The Skill automatically processes the input to create post-ready content packages, including engagement-optimized captions, fact-checked claims, and SEO hashtags.

Can I automatically fact-check claims and create CTAs for social media content?▼

You can automatically fact-check claims and create CTAs for social media content by providing your video or draft text. The Skill uses natural language processing and external research databases to validate factual accuracy while generating tailored calls to action.

What is the best way to repurpose TikTok video content across multiple platforms?▼

The best way to repurpose TikTok video content across multiple platforms is to upload the video and request reverse engineering. The Skill generates a cross-platform repurpose plan, complete with tailored hooks, captions, and CTAs based on your Creator Profile.

Does this content generation tool work with raw video files or do I need to provide text transcripts?▼

This content generation tool works directly with raw video files and text transcripts. It automatically processes either input format to extract core messaging and build comprehensive, research-validated content packages without requiring manual pre-processing.

How do you reverse engineer a video into a complete content package?▼

You reverse engineer a video into a complete content package by uploading the file to Claude and prompting it to analyze the content. The Skill then extracts themes, fact-checks data, and outputs optimized hooks, hashtags, and cross-platform repurposing strategies.

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