See what a YouTube video's comments are really saying
A free YouTube comment analyzer. Paste a video URL and see the top commenters, the keywords the discussion keeps repeating, and the most-liked comments, computed from up to 100 real comments. No login, no scrolling the comment section by hand.
Searching 44 platforms in parallel
TikTok·
Instagram·
YouTube·
Facebook·
X·
LinkedIn·
Reddit·
Threads·
Pinterest·
Twitch·
Truth Social·
Snapchat·
Kick·
Bluesky·
Kwai·
Rumble·
Spotify·TikTok Shop·
Amazon Shop·
Google Shopping·
Trustpilot·
TripAdvisor·
Linktree·
Komi·
Pillar·
lnk.bio·Facebook Ads·Google Ads·LinkedIn Ads·Google Search·Google News·Google Finance·
Polymarket·
Tavily·
Hacker News·
GitHub·
Perplexity·
Naver·Utility·
Universal SearchTikTok·Instagram·YouTube·Facebook·X·LinkedIn·Reddit·Threads·Pinterest·Twitch·Truth Social·Snapchat·Kick·Bluesky·Kwai·Rumble·Spotify·TikTok Shop·Amazon Shop·Google Shopping·Trustpilot·TripAdvisor·Linktree·Komi·Pillar·lnk.bio·Facebook Ads·Google Ads·LinkedIn Ads·Google Search·Google News·Google Finance·Polymarket·Tavily·Hacker News·GitHub·Perplexity·Naver·Utility·Universal SearchTikTok·Instagram·YouTube·Facebook·X·LinkedIn·Reddit·Threads·Pinterest·Twitch·Truth Social·Snapchat·Kick·Bluesky·Kwai·Rumble·Spotify·TikTok Shop·Amazon Shop·Google Shopping·Trustpilot·TripAdvisor·Linktree·Komi·Pillar·lnk.bio·Facebook Ads·Google Ads·LinkedIn Ads·Google Search·Google News·Google Finance·Polymarket·Tavily·Hacker News·GitHub·Perplexity·Naver·Utility·Universal SearchTikTok·Instagram·YouTube·Facebook·X·LinkedIn·Reddit·Threads·Pinterest·Twitch·Truth Social·Snapchat·Kick·Bluesky·Kwai·Rumble·Spotify·TikTok Shop·Amazon Shop·Google Shopping·Trustpilot·TripAdvisor·Linktree·Komi·Pillar·lnk.bio·Facebook Ads·Google Ads·LinkedIn Ads·Google Search·Google News·Google Finance·Polymarket·Tavily·Hacker News·GitHub·Perplexity·Naver·Utility·Universal SearchThree steps, zero learning curve
Paste a URL, hit run, get structured data. That's the whole workflow.
- 01
How do I analyze YouTube comments?
Paste a YouTube video URL and run it. We pull up to 100 of the video's top comments and break them into the most-liked comments, a keyword frequency ranking, and the most active commenters, all from the real comment data.
- 02
How are the keywords found?
By word frequency over the comment text, not an AI guess. We strip common filler words, then rank the words and phrases that appear across the most comments, counting each once per comment so a single long rant can't skew the list.
- 03
Which comments count as top comments?
The tool requests the video's top comments (YouTube's own engagement ordering) and ranks them by like count, so the comments people actually upvoted lead the list.
Use it in your code in seconds
Same engine, exposed as a clean REST API. One key works for every platform — and every response uses the same schema.
One key, every platform
Authenticate once. Hit TikTok, Instagram, YouTube, Reddit, and 17 more — all from the same key.
Same shape, every response
Identical schema across platforms. Write your integration once and never adapt to a new payload.
Drop into any agent
Cleanly typed JSON, ready for LLM tool-calls, RAG pipelines, and automation flows.
import requests
response = requests.get(
'https://www.socialcrawl.dev/v1/youtube/channel',
params={'handle': '@mkbhd'},
headers={'x-api-key': 'sc_YOUR_API_KEY'}
)
data = response.json(){
"success": true,
"platform": "youtube",
"data": {
"channel": {
"handle": "@mkbhd",
"subscribers": 19400000
},
"engagement": {
"avg_views": 4200000,
"engagement_rate": 0.062
},
"metadata": {
"language": "en",
"content_category": "tech"
}
}
}What is the world really saying?
Type a question. Twelve walled gardens search at the same time. AI gives you the brief — the source posts stay one click away.
For builders → MCP, skills, and the APIReal ways teams use this tool
A few patterns we see from marketers, researchers, and builders shipping with SocialCrawl.
What does my audience actually think?
See the recurring themes and the most-liked comments on your video, so you know what resonated and what to make next.
0
comments
read per run
0
logins
to run it
How do I read sentiment without scrolling?
Turn a comment section into a ranked keyword list and a top-comment digest you can quote, in seconds.
0
signals
per video
0
click
to results
Find the best comments
The most-liked comments surface first, so the sharpest takes and biggest complaints are never buried.
See what people repeat
A frequency ranking of the words and phrases the discussion keeps coming back to.
Spot the loudest voices
See who is commenting most, by count, so superfans and repeat critics stand out.
Frequently asked questions
Can't find what you're looking for? Talk to our team or ask the AI agent below
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