Tools / App Review Analysis / Use Cases / Identify Feature Requests from Reviews

Identify Feature Requests from Reviews

Extract and prioritize feature requests hidden in app store reviews to inform your product roadmap.

Tool
App Review Analysis icon
App Review Analysis

Your users are telling you exactly what they want -- in their reviews. Feature requests are scattered across thousands of reviews in natural language, making them easy to miss when reading individually. A user might say "I wish I could export to PDF" in a 4-star review, or "would be perfect if it synced with my calendar" in a 3-star review. These signals are gold for product planning.

The aggregate_reviews skill scans your reviews and extracts feature requests, grouping similar requests together and ranking them by frequency and user demand. Instead of guessing what users want, you get a data-driven feature priority list straight from the people using your app. This closes the gap between what you think users need and what they actually ask for, leading to higher satisfaction and better retention when you deliver the features they have been requesting.

Agent Guides

Claude

  1. Connect ToolRouter: claude mcp add toolrouter -- npx -y toolrouter-mcp
  2. Ask Claude: "Extract feature requests from my app reviews using app-review-analysis"
  3. Claude aggregates reviews and returns a ranked list of feature requests
Read full guide →

ChatGPT

  1. Configure ToolRouter in ChatGPT
  2. Ask: "Find feature requests in my app reviews" and provide app details
  3. ChatGPT returns categorized feature requests with frequency data
Read full guide →

Copilot

  1. Add ToolRouter to Copilot MCP config
  2. In Copilot Chat: "Extract feature requests from my app reviews"
  3. Copilot returns structured feature request data
Read full guide →

OpenClaw

  1. Connect ToolRouter: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
  2. Ask OpenClaw: "Extract feature requests from my app reviews"
  3. OpenClaw returns ranked feature requests from review data
Read full guide →

Related Use Cases

Open Analyze App Review Sentiment

Analyze App Review Sentiment

Understand how users feel about your app by analyzing sentiment patterns across hundreds or thousands of reviews.

App Review Analysis icon
App Review Analysis
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Open Track Review Trends Over Time

Track Review Trends Over Time

Monitor how review themes and sentiment evolve across app versions to measure the impact of changes.

App Review Analysis icon
App Review Analysis
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Open Compare Reviews Against Competitors

Compare Reviews Against Competitors

Benchmark your app review sentiment and themes against competitors to identify relative strengths and weaknesses.

App Review Analysis icon
App Review Analysis
4 agent guides
Open Identify Bug Reports in Reviews

Identify Bug Reports in Reviews

Extract and categorize bug reports from app reviews to catch issues your crash reporting tools might miss.

App Review Analysis icon
App Review Analysis
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