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Pull any YouTube video comments, right inside your AI assistant

Paste a link: TubeMine returns the raw thread, and your AI does the analysis

Or use the web app
Built on the official YouTube Data API v3·Free 5,000 comments / month, signed in·Open source · MIT

From install to analysis in three steps

No new dashboard to learn. TubeMine plugs into the AI assistant you already use

Add TubeMine to your AI client

Drop in an API key from your TubeMine account and you are connected in about a minute. One-click OAuth is coming soon

Drop any YouTube URL in your chat

No copy-pasting comments, no exports, no tab-switching. Just ask, and your assistant calls TubeMine for you

Raw comments in. Your model reasons

TubeMine returns author, text, likes, replies, and timestamps. Your AI uses that raw thread to find sentiment, themes, requests, and follow-up angles

No AI assistant?

Prefer a dashboard? There is also a web app

Paste a link in your browser and get the same sentiment, top words and emoji breakdown, no MCP setup required

Open the web app
19,422 comments analyzed
How I Actually Edit My YouTube Videos in 2026, My Complete Start to Finish Editing Workflow, Gear, Plugins and Color Grading Setup (Full Uncut Walkthrough) · @PixelForge
Sentiment
across 19,422 comments
Sign in to see the sentiment breakdown for this video.
Top words
across 19,422 comments
1284 unique, top 5 shown
tutorial
847
colorgradingworkflow
662
workflow
543
helpful
449
thanks
398
Emoji
how your audience reacts
142 unique, top 5 shown
AuthorCommentSentimentLikesRepliesWhen
@sarah_makes
This is the workflow video I have needed for months. The premiere shortcut at 4:12 alone is worth a sub. Thank you so much, instantly subscribed.
Positive
38
Replies
1w ago
@mike.travels
Quick question, what mic are you using for the voiceover? It sounds amazing and I have been hunting for an upgrade.
Neutral
5
Replies
1w ago
@designdaily
Love the part about cutting B-roll first. I always do it last and it slows me down so much. Trying this tomorrow.
Positive
12
Replies
1w ago
@priya.films
Way too long. This could have been a 6 minute video honestly, half of it is filler and repeated points.
Negative
9
Replies
2w ago
@longwinded_larry_the_editor_who_writes_full_essays
Okay so I have been editing for about three years now and I picked up at least four things from this that I had never seen before, especially the bit about color matching across clips shot on different cameras, and the section on audio ducking under the voiceover, so thank you for putting this together, it is clearly a lot of work.
Neutral
-
Replies
2w ago

Sign in and TubeMine remembers your quota, history, and saves.

Every analysis you've ever run, one click away. Track usage against your monthly limit. Pin channels to revisit weekly. CSV ready when you need it

  • Quota meter that resets monthly
  • Searchable history across every video you've analyzed
  • CSV results, ready for your sheets and reports
  • Free forever. Upgrade only when you need more

See audience tone in seconds.

Three numbers tell you what hours of scrolling never will: how much of the room loved it, how much shrugged, and how much pushed back. Russian is in experimental beta. English ships at 96% confidence

SentimentRussian · experimental
19,422 comments analyzed
Mostly positive
positiveneutralnegative

Free shows direction. Pro shows exact percentages, hour-of-day trends, and a heatmap

Find the words people actually use.

Skip the guessing. TubeMine surfaces the exact vocabulary your audience reaches for: the praise, the questions, the friction. All ranked by frequency so the signal is obvious at a glance

Top wordstop 8 of 1,247
tutorial847
love662
workflow543
helpful449
thanks398
editing364
camera307
amazing261

Spot the emoji of the moment.

Emoji are punctuation now. The mix tells you whether your audience is hyped, moved, laughing, or quietly nodding. Top ten with percent share. Nothing fancy, exactly what you need

Emoji frequencytop 10
🔥18.2%
❤️14.7%
👏11.3%
💯9.6%
😍8.4%
🙏7.2%
👍6.8%
😂5.9%
4.5%
💪3.1%

Simple. Free until you need more.

No tiers, no add-ons, no surprises. Free does 5,000 comments a month. Pro does 20x that

Freeforever
$0/ month

For trying it out, sharing a one-off, or running personal analyses

  • 5,000 comments per month
  • Sentiment direction (qualitative)
  • Top 15 words + top 15 emoji
  • CSV export
  • Last 10 analyses saved
Sign in with Google
ProMost popular
$19/ month

For researchers, creators, and teams analyzing more than a handful of videos a month

  • 100,000 comments per month
  • Exact sentiment % + trends
  • All words and emoji ranked + heatmap
  • CSV, JSON, Excel export (API coming soon)
  • Last 100 analyses saved
Start 3-day free trial

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Common questions.

Top-level comments and replies both count toward your monthly quota. A thread with one parent comment and three replies = four comments toward your limit. We don't double-count edits or pinned messages.
The qualitative label gives you the gist instantly. Exact percentages, hour-of-day trends, and full word and emoji rankings are part of the Pro plan, designed for creators who want to dig into the audience signal in detail. Free gives you the headline; Pro gives you the report.
No. TubeMine uses our own API quota with the official YouTube Data API v3. Paste a public video URL and we handle the rest.
Yes. TubeMine only analyzes public comments via the official YouTube Data API v3, the same data anyone can see by scrolling a video page. No private data. Read the full terms for details.
Yes. Pro is month-to-month with no minimum term. Cancel from your profile in two clicks. New Pro signups get a 3-day free trial; you only get charged on day 4 if you stay. After your first charge, a 7-day refund window opens, so you can request a full refund through the customer portal within those 7 days. The trial and refund windows do not stack: the trial runs before any charge, the refund window starts only once billing begins. Billing is handled by Polar; downgrades are prorated.
Russian is in experimental beta. English ships at 96% confidence. If you need a specific language, let us know.
We store the analysis results (sentiment percentages, word counts, emoji counts) so you can revisit them. Raw comment text is cached for 30 days then automatically purged. We never sell or share data with third parties. See privacy.
Yes. TubeMine has an MCP server. Create an API key, connect it to your AI assistant (Claude Code, ChatGPT, Cursor, Codex, Gemini CLI, Claude Desktop, Hermes, or OpenClaw), and it can pull any YouTube video's comments with the get_youtube_comments tool. Your AI does the analysis.
MCP (Model Context Protocol) lets your AI assistant call TubeMine directly inside your chat. You do not need it for the web app, it is the AI path: pull raw comments into your own model over MCP, or use the dashboard for ready-made analytics.

Still have a question? hello@tubemine.app

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Paste any public YouTube URL. Get sentiment, top words, and emoji frequency in seconds. Free up to 5,000 comments per month

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