Thousands of Comments. The Answers Are Buried. Find Them.
You can't read 2,000 comments manually. Taffy organizes them in minutes — recurring questions, complaints, requests, and what your audience actually wants.
25 credits free • 5 credits per video • Analyze up to 300 comments
Comments Organized Into Signal
Recurring themes, top questions, and clear pain points — extracted from comments you'd never have time to read yourself.
See What They're Talking About
Comments grouped by topic so you can see which requests, complaints, and feedback patterns come up again and again.
Find the Questions You Should Answer
Get the most asked questions with urgency scores. Know which questions deserve a reply, a FAQ, or your next video.
Fix What's Actually Broken
See recurring complaints with severity scores so you know what is worth fixing and what is just noise.
From Raw Comments to Clear Direction
See what your audience thinks, wants, and complains about — structured and searchable
Audience Sentiment
- Overall positive/negative/neutral scores
- Emotional patterns and trends
- Engagement level indicators
Topic Clusters
- Recurring themes and discussions
- Popular conversation starters
- Community interests and priorities
Questions & Requests
- Common audience questions
- Feature requests and suggestions
- Unaddressed audience needs
Community Health
- Engagement quality assessment
- Toxic vs constructive feedback ratio
- Community moderation insights
Real Problems This Solves
Specific situations where comment analysis saves hours and gives you clear direction
YouTubers
"I got 500 comments on my tutorial - I can't read them all but I want to know what people are asking." Get the top questions instantly.
Brand Managers
"We launched a product video and got mixed reactions - I need to know if it's mostly positive or if there are real problems." Get sentiment breakdown.
Market Researchers
"I need to understand how consumers really feel about this product from authentic discussions, not surveys." Analyze real conversations.
Complete your YouTube analysis
Combine comment analysis with our other tools for comprehensive insights
Access via API or MCP
Integrate YouTube comment analysis directly into your applications or AI assistants
REST API
Simple HTTP API for comment analysis integration. Perfect for web applications, mobile apps, and automation workflows.
POST /api/youtube/{video_id}/comments/analyze
Authorization: Bearer your_api_key
Response: Topic clusters, sentiment, Q&A insights
MCP Client
Direct integration with ChatGPT Desktop, Claude Code, Cursor, and other MCP-compatible AI assistants.
# Add to your MCP configuration
"server": "taffy-youtube-analyzer"
"command": ["npx", "@taffy/mcp-server"]
AI can analyze comments automatically
Stop guessing what your audience wants
The answers are already in the comments. Taffy finds them for you.