---
title: "Sentiment Analysis - Air Market"
description: "You have more reviews and survey answers than anyone can read, and a sense that something is in there. This works through the feedback to find segments with sentiment scores, the jobs people are tryi…"
canonical: "https://airmarket.ai/app/sentiment-analysis"
---

[Air Market](/) / [Data & Analytics](/category/data) / Sentiment Analysis

Skill by [Pawel Huryn](/@phuryn)

# Sentiment Analysis

Read all the feedback you never had time to read

## What this does

You have more reviews and survey answers than anyone can read, and a sense that something is in there. This works through the feedback to find segments with sentiment scores, the jobs people are trying to get done, and how satisfied they are. Reach for it when the pile is too big to read by hand.

### Top 3 things it does for you

- Analyze user feedback in bulk
- Find groups of users and how they feel
- Spot patterns in satisfaction

## Information

**Sentiment Analysis at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Pawel Huryn](/@phuryn) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 3 KB |
| Licence | MIT |
| Repository | [phuryn/pm-skills](https://github.com/phuryn/pm-skills/tree/020ee82501d9c09f9b989517c4cf9641bad057ff/pm-market-research/skills/sentiment-analysis) |
| GitHub stars | 25,589 (as of Nov 2026) |
| Installs | 3,264, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Sentiment Analysis and flagged nothing. AIR's verdict: **safe**.

**What Sentiment Analysis's check was run against**

|  |  |
| --- | --- |
| Commit | 020ee82501d9c09f9b989517c4cf9641bad057ff |
| Content hash | d6447d3b2ca3f6f872143d60fc8c3fc834568a884dc5704808471b3244aecabd |
| Files read | [Browse the files at this exact commit](https://github.com/phuryn/pm-skills/blob/020ee82501d9c09f9b989517c4cf9641bad057ff/pm-market-research/skills/sentiment-analysis/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Sentiment Analysis](/security/sentiment-analysis)

## About Sentiment Analysis

This analyzes user feedback data to identify segments with sentiment scores, jobs to be done, and product satisfaction insights.

Use it when you are analyzing user feedback at scale, running sentiment analysis on reviews or surveys, or identifying satisfaction patterns.

## What's inside

- SKILL.md - instructions

## Questions

### Is Sentiment Analysis safe to install?

AIR scanned this exact version of Sentiment Analysis and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 020ee82501d9, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/sentiment-analysis.

### How do I install Sentiment Analysis?

Open https://airmarket.ai/app/sentiment-analysis on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/phuryn/pm-skills/tree/020ee82501d9c09f9b989517c4cf9641bad057ff/pm-market-research/skills/sentiment-analysis. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Pawel Huryn](/@phuryn)

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Canonical URL: <https://airmarket.ai/app/sentiment-analysis>