User Feedback Interpreter
This AI interprets user feedback to identify key themes and sentiment, helping improve products & services by revealing valuable insights.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add user-feedback-interpreter npx -- -y @trustedskills/user-feedback-interpreter
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"user-feedback-interpreter": {
"command": "npx",
"args": [
"-y",
"@trustedskills/user-feedback-interpreter"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill interprets user feedback, extracting key sentiment and actionable insights. It can analyze text-based feedback like survey responses or customer reviews to categorize them by positive, negative, or neutral sentiment. Furthermore, it identifies specific topics mentioned within the feedback, allowing for targeted improvements.
When to use it
- Analyzing Customer Support Tickets: Quickly understand the overall tone and recurring issues from a batch of support tickets.
- Processing Survey Responses: Automatically categorize survey responses and identify areas needing attention based on sentiment.
- Reviewing Product Feedback: Extract key themes and sentiments from user reviews to inform product development decisions.
- Monitoring Social Media Comments: Gauge public opinion about a brand or product by analyzing social media comments.
Key capabilities
- Sentiment analysis (positive, negative, neutral)
- Topic extraction
- Feedback categorization
Example prompts
- "Analyze this customer review: 'The app is great but the onboarding process was confusing.'"
- "Categorize these survey responses and identify common themes."
- "What's the overall sentiment expressed in these support tickets?"
Tips & gotchas
This skill works best with clear, concise feedback. Very short or ambiguous comments may be difficult to interpret accurately.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.