Most "comment scrapers" hand you a CSV and call it analysis. A few do actual intelligence on top. Here's the honest landscape — raw exporters, scraping APIs, and the tools that turn comments into content direction.
Most readers want:
Not a scraper. Comments are indexed alongside transcripts, then clustered into repeated questions, topic requests, objections, praised moments, and audience language. Creator Club ships this as an installable Claude/Codex skill.
Built-in tools to moderate, hold, and reply to comments on your own channel. Excellent for moderation. Useless for clustered cross-video analysis or competitor research.
Paste a YouTube URL, get an Excel or CSV with comments, replies, likes, and timestamps. Workhorse for one-off exports. No analysis or persistent index.
Browser extension that scrapes the comments DOM on a video page into structured CSV with threaded replies. No-code, but tied to manual page visits.
Scraping platforms with YouTube comment actors and APIs. Outscraper has a free tier; Apify and Octoparse price by run or row. Built for engineers running data pipelines, not creators planning videos.
Industrial-grade comment scraping at scale, with proxy infrastructure. Overkill for any single creator or researcher; right fit for market research firms running large-scale studies.
Build your own. Free, quota-limited, and you write all the clustering and analysis yourself. Great if you're an engineer with a niche need; not a tool, a starting point.
Transparency note: Taffy is our product. We ranked it first because that's where we think it actually fits for the readers landing on this page, and called out where the other tools win.
If you want raw comment data once, the scrapers and exporters above work.
If you want comments to drive content direction — what your audience keeps asking, which topics are requested, which language to use in titles — that's not a scraping problem. It's an intelligence problem.
Taffy Creator Club is built for exactly that, with comments indexed alongside transcripts and a Comment Intelligence skill you call from Claude or Codex.