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Get Started Free →michaelboeding/review-analyst-agent
Use this skill to analyze product reviews, find common issues, and prioritize improvements. Triggers: "analyze reviews", "review analysis", "customer feedback", "what are people saying", "product reviews", "review sentiment", "find complaints", "customer complaints", "improvement recommendations", "voice of customer", "VOC analysis", "feedback analysis" Outputs: Prioritized issues, sentiment analysis, improvement recommendations.
Passed 17 of 20 test cases with the skill, and 7 of 20 without it.
and 11 more in the full report
12 fixed7 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
The instructions your model reads when the skill loads.
Analyze product reviews to find issues and prioritize improvements.
This skill uses 4 specialized agents that analyze reviews from different angles, then synthesizes into actionable recommendations.
| Output | Description |
|---|---|
| Sentiment Overview | Overall sentiment breakdown (positive/neutral/negative) |
| Top Complaints | Prioritized list of issues by frequency and severity |
| Top Praise | What customers love (to protect/emphasize) |
| Feature Requests | What customers want that doesn't exist |
| Priority Matrix | Critical/Important/Nice-to-have improvements |
| Action Plan | Specific recommendations with expected impact |
⚠️ DO NOT skip this step. Use interactive questioning — ask ONE question at a time.
⚠️ Use the AskUserQuestion tool for each question below. Do not just print questions in your response — use the tool to create interactive prompts with the options shown.
Q1: Product
"I'll analyze reviews for your product! First — what's the product?
(Product name or URL)"
Wait for response.
Q2: Sources
test cases passed, vs 7 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.