Analyze App Review Sentiment
Understand how users feel about your app by analyzing sentiment patterns across hundreds or thousands of reviews.
Identify Bug Reports in Reviews
Extract and categorize bug reports from app reviews to catch issues your crash reporting tools might miss.
ToolNot every bug triggers a crash report. Users encounter UI glitches, unexpected behaviors, data loss, and workflow failures that never show up in your analytics. But they do show up in reviews. A user who loses their saved data will leave a 1-star review describing exactly what happened. A user who encounters a confusing error will describe the steps that led to it.
The aggregate_reviews skill identifies and categorizes bug reports from your reviews, grouping similar issues together and ranking them by frequency and severity. This catches bugs that your automated monitoring misses -- particularly UX issues, edge cases on specific devices, and problems that users work around rather than crash on. The result is a bug priority list derived directly from user pain, complementing your technical monitoring with real-world impact data.
Agent Guides
Claude
- Connect ToolRouter: claude mcp add toolrouter -- npx -y toolrouter-mcp
- Ask Claude: "Extract bug reports from my app reviews using app-review-analysis"
- Claude identifies and categorizes bugs mentioned in reviews
ChatGPT
- Configure ToolRouter in ChatGPT
- Ask: "Find bug reports in my app reviews" and provide app details
- ChatGPT returns categorized bug reports from review data
Copilot
- Add ToolRouter to Copilot MCP config
- In Copilot Chat: "Extract bug reports from my app reviews"
- Copilot returns categorized bug data
OpenClaw
- Connect ToolRouter: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
- Ask OpenClaw: "Extract bug reports from my app reviews"
- OpenClaw identifies and categorizes user-reported bugs
Related Use Cases
Identify Feature Requests from Reviews
Extract and prioritize feature requests hidden in app store reviews to inform your product roadmap.
Track Review Trends Over Time
Monitor how review themes and sentiment evolve across app versions to measure the impact of changes.
Compare Reviews Against Competitors
Benchmark your app review sentiment and themes against competitors to identify relative strengths and weaknesses.