review-analyzerExtract sentiment patterns, repeated pain points, and feature requests from customer reviews to prioritize product fixes and copy improvements.
Install via ClawdBot CLI:
clawdbot install leooooooow/review-analyzerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 6, 2026
An Amazon seller with 50+ reviews for a kitchen gadget notices the rating dropping. Using Review Analyzer, they identify a recurring complaint about the handle breaking. They prioritize a supplier conversation to reinforce the handle, update the listing to reassure customers, and resolve the issue, improving rating from 3.8 to 4.2 stars.
A TikTok Shop seller of beauty blenders sees high returns. Review Analyzer extracts pain points like 'too stiff' and 'smells bad'. The seller revises the listing to highlight softness and material quality, and creator briefs address these objections, reducing return rate by 15%.
A Shopify brand with 200 reviews for a supplement product learns via Review Analyzer that customers love the product but complain about packaging spills and unclear dosage instructions. The brand redesigns the packaging and includes a clear card, leading to a 20% increase in positive packaging mentions in subsequent reviews.
A product manager for a bluetooth speaker reviews 300 reviews on Shopee. Review Analyzer highlights praise for battery life but complaints about water resistance. The team prioritizes IPX5 rating for v2.0, and the listing copy proactively addresses the improvement, boosting pre-orders.
A DTC brand uses the skill to analyze customer feedback from their Shopify store, identify product improvement opportunities, and optimize website copy and email campaigns to reduce churn and increase repeat purchases.
An Amazon FBA seller leverages the skill to systematically review product feedback across multiple listings, prioritize fixes that impact return rate and ratings, and update listings to improve organic ranking and conversion.
A digital marketing agency offers review analysis as a value-add service for clients, using the skill to generate actionable reports that inform copywriting, ad creatives, and product strategies, charging a retainer or per-report fee.
💬 Integration Tip
To integrate, simply copy and paste the skill's output sections directly into your reporting dashboard, or use the action recommendations table as a task list in your project management tool. For recurring use, create a template with your product name and output goal pre-filled.
Scored May 6, 2026
Data analysis and visualization. Query databases, generate reports, automate spreadsheets, and turn raw data into clear, actionable insights. Use when (1) yo...
Quick system diagnostics: CPU, memory, disk, uptime
Professional data visualization using Python (matplotlib, seaborn, plotly). Create publication-quality static charts, statistical visualizations, and interac...
Complete the data analysis tasks delegated by the user.If the code needs to operate on files, please ensure that the file is listed in the `upload_files` par...
Auto-generate structured weekly business reports covering KPIs, accomplishments, blockers, and plans. Save hours of reporting time every week.
Deploy privacy-first analytics with correct API patterns, rate limits, and GDPR compliance.