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🩹 Customer Pain Extractor
It systematically scans text for high-intent signals such as workflow frustration, "can't" statements, and churn indicators.
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See it in action
You say
Analyze the feedback in reviews.csv and tell me what the top three pain points are for our users.
Your agent does
Top Pain Points
- Sync Latency (Intensity: 9/10)
- "Waiting 5 mins for changes to appear."
- Meaning: Suboptimal DB indexing.
- Test: Prototype real-time local-first sync.
- Price/Value Gap (Intensity: 6/10)
- "Too expensive for just one feature."
- Meaning: Tiering issues.
What you get
About this skill
What it does
The Customer Pain Extractor is a specialized developer tool designed to transform unstructured feedback—like CSV exports, forum threads, and support logs—into actionable product insights. It systematically scans text for high-intent signals such as workflow frustration, "can't" statements, and churn indicators.
Why use this skill
Parsing hundreds of customer reviews manually is time-consuming and prone to bias. This skill uses a structured heuristic engine to identify repeated themes and rank them by frequency and intensity. Unlike a standard LLM prompt, it follows a rigorous audit checklist to prevent overclaiming market validation and ensures every insight is backed by direct customer quotes.
What the output looks like
You receive a prioritized list of themes (e.g., "Slow UI Response," "Pricing Friction") paired with raw customer quotes, an intensity score, and a "What to test next" recommendation. It provides a clear bridge between raw data and your next sprint planning or discovery phase.
Supported tools
- Local file formats: .txt, .md, .csv
- Direct stdin input for pasted feedback
- Customizable heuristic matching via JSON configuration
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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Creator
JustHandled Labs builds focused agent skills for the work nobody wants to do by hand. Each one is a single repeatable job done well: catching the security and data mistakes that quietly ship, keeping docs and tests honest, gating the commands an agent is about to run, sharpening writing, and handling the founder chores around launches, outreach, and brand setup. Not generic AI productivity. Specific workflows that are easy to run, review, and repeat. Maintained by H.J. Westerfield, with a background in communications, editing, project coordination, customer support, and practical AI systems. Tools for people who want useful automation without theatrical complexity.
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