Scribe-Vision helps writers and creators tap into the power of AI and public opinion to research and inspire creative projects. Enter a theme or a YouTube video URL to scrape comments and receive:
- π§ Sentiment Analysis (via
vader-sentiment) - π Extracted Keywords (via
keyword-extractor) - π AI-Generated Summaries (via
mistralai/Mistral-Small-3.1-24B-Instruct-2503)
NOTE: This service is on a free-tier so please use judiciously (don't wanna get bills!) Try it live: https://scribe-vision.netlify.app/
While large AI models like ChatGPT, Claude, Gemini, and others can browse blogs, articles, Reddit threads, and research papers, they fall short when it comes to mining insights directly from YouTube comments and other social media feedback loops.
Thatβs where Scribe-Vision steps in.
π§° This project is a one-stop research tool for creators who want to organize, analyze, and extract value from real audience reactions without having to manually sift through hundreds of comments.
Use it when:
- You're trying to understand what makes a viral video emotionally impactful
- You want to detect common opinions or emotional responses to a theme
- You're looking for genuine, unfiltered human sentiment from social platforms
Itβs built specifically to fill this research gap β by bringing structured AI analysis to one of the most chaotic but valuable data sources: comment sections.
Scribe-Vision is built with a MERN stack and integrates the following tools:
- Frontend: React (deployed on Netlify)
- Backend: Node.js + Express (deployed on Render)
- APIs Used:
- π₯ YouTube Data API v3 β to search videos and scrape top comments
- π€ Hugging Face Inference API β to summarize insights using [
mistralai/Mistral-Small-3.1-24B-Instruct-2503]
- NLP Tools:
vader-sentimentβ for sentiment analysiskeyword-extractorβ for key phrase extraction
Paste a full YouTube video link. The app will analyze top comments on that specific video.
Enter a theme or phrase (e.g. 100 men vs 1 Gorilla). The app will:
- Search YouTube for relevant videos
- Scrape and aggregate top comments across them
- Provide insights using AI-generated summaries, keyword extraction, and sentiment scores
- Scriptwriters exploring public reaction on viral topics
- Novelists researching emotional trends
- Content creators gathering audience sentiment
- Researchers analyzing public discourse