YouTube Video Comment Sentiment Signals

YouTube Video Discussion Signal Miner

glowing_glove/youtube-comment-sentiment-miner

Check public YouTube video pages for discussion readiness, sentiment hints, viewer pain cues, and deeper comment-research planning.

Bulk-download comments from any YouTube video: comment text, author, like count, reply count and date. Clean deduplicated rows for audience research, sentiment analysis and community management. First 10 results free. Pricing: $0.08 per subject checked + $0.01 per result.

YouTube Scraper — Videos, Transcripts, Comments, Channels

hipersoft/youtube-scraper

All-in-one YouTube API: get video metadata, full transcripts, comments with replies, channel data, and search results in a single call. No setup, fast and cheap.

YouTube Video Details & Comments Scraper

simpleapi/youtube-video-details-scraper

YouTube Video Details Scraper extracts structured data from YouTube videos, including titles, descriptions, tags, views, likes, upload dates, channels, and more. Ideal for research, trend analysis, SEO optimization, and automated video data collection

YouTube Comments Scraper

parseforge/youtube-comments-scraper

Extract comments and replies from YouTube videos with optional AI-powered sentiment, emotion, toxicity, and language detection. No API key needed.

YouTube Comments Scraper

automation-lab/youtube-comments-scraper

Scrape YouTube video comments with full metadata including text, author info, likes, reply counts, and timestamps. Uses the InnerTube API directly — no browser or Playwright needed. Fast, reliable, and cost-efficient with pay-per-comment pricing. Export to JSON, CSV, or Excel.

YouTube Shorts Scraper: Comments & Creator Engagement Data

scrapepilotapi/youtube-shorts-scraper

YouTube Shorts Scraper: Comments & Creator Engagement Data extracts data from YouTube Shorts videos. It collects video URLs, titles, views, likes, comments, publish dates, and channel details.

YouTube Comments Scraper

fetch_cat/youtube-comments-scraper

Export public YouTube and Shorts comments, replies, authors, likes, creator signals, and thread metadata with keyword filters, retries, and downloadable datasets.

YouTube Scraper + AI Comment Analyzer & Channel Audit

buseta/youtube-scraper

Scrape YouTube channels, videos, comments, transcripts, and search results. AI analyzes comments for viewer requests and sentiment, audits channel health with recommendations, and evaluates niche saturation with content gap analysis.

YouTube Community Posts Scraper With Keyword & Date Monitoring

simpleapi/youtube-community-posts-scraper

An automation actor that extracts posts, polls, and comments from YouTube community tabs. It gathers post text, timestamps, likes, and engagement data, enabling audience analysis, sentiment tracking, and content strategy optimization for brands and creators.