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feedback-analyzer

Categorize, score, and prioritize customer feedback into an actionable report.

412|45|Updated Feb 19, 2026
Search Tags:#feedback#product management#analysis#roadmap#prioritization#customer insights
One-click install
npx skills add https://github.com/cwinvestments/memstack --skill feedback-analyzer-cwinvestments
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: feedback-analyzer
Source: https://github.com/cwinvestments/memstack/tree/main/skills/product/feedback-analyzer
Command: npx skills add https://github.com/cwinvestments/memstack --skill feedback-analyzer-cwinvestments

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill transforms raw customer feedback from various sources into a structured, prioritized report, enabling product teams to make data-driven decisions.

Core Features & Use Cases

  • Categorization: Automatically classifies feedback into themes like Bug Reports, Feature Requests, and UX Issues.
  • Prioritization: Scores feedback based on user impact, revenue potential, and effort required.
  • Roadmap Alignment: Maps feedback themes to existing product roadmap items, identifying gaps.
  • Use Case: Analyze support tickets, app reviews, and survey data to identify the top 3 feature requests and understand customer sentiment trends.

Quick Start

Use the feedback-analyzer skill to analyze the customer feedback provided.

Frequently Asked Questions about feedback-analyzer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze raw customer feedback to identify top feature requests?▼

To analyze raw customer feedback, the Skill processes support tickets, app reviews, and survey data to categorize themes, assess user impact, and prioritize insights for product development. It generates an actionable report highlighting the top feature requests.

What is the best way to categorize and prioritize product feedback from multiple sources?▼

The best way to categorize and prioritize product feedback is to classify inputs into themes like Bug Reports and UX Issues, then score them based on user impact, revenue potential, and effort required to determine development priority.

Can I map customer insights from support tickets to my existing product roadmap?▼

Yes, you can map customer insights to your existing product roadmap. The Skill identifies feedback themes and aligns them with current roadmap items, automatically highlighting any existing gaps in your product development strategy.

How does customer feedback analysis score insights for prioritization?▼

Customer feedback analysis scores insights by evaluating user impact, revenue potential, and the effort required for implementation. This scoring mechanism translates raw data into a structured, prioritized report for data-driven decisions.

Does the feedback analyzer work with survey data and app reviews?▼

Yes, the feedback analyzer works with survey data and app reviews. It processes various input types, including support tickets, to automatically classify feedback themes and generate an executive summary of customer sentiment trends.

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