---
title: "Comment Analysis - Air Market"
description: "The comments under a video often tell you more than the video's own description does: whether it is worth watching, and what else people point to. This goes through a comment section for you and pull…"
canonical: "https://airmarket.ai/app/comment-analysis"
---

[Air Market](/) / [Research](/category/research) / Comment Analysis

Skill by [whiteguo233](/@whiteguo233)

# Comment Analysis

Read the comments to find out if a video is any good

## What this does

The comments under a video often tell you more than the video's own description does: whether it is worth watching, and what else people point to. This goes through a comment section for you and pulls out both. Reach for it before you commit time to something, or when you are hunting for what to watch next.

### Top 3 things it does for you

- Read through a video's comment section
- Find other content people are recommending
- Judge whether a video is worth the time

## Information

**Comment Analysis at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [whiteguo233](/@whiteguo233) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 953 bytes |
| Licence | MIT |
| Repository | [whiteguo233/OpenBiliClaw](https://github.com/whiteguo233/OpenBiliClaw/tree/351676e005304ab449d36cebba19f81cf64a2508/skills/comment_analysis) |
| GitHub stars | 3,016 (as of Nov 2026) |

## Security report

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

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

|  |  |
| --- | --- |
| Commit | 351676e005304ab449d36cebba19f81cf64a2508 |
| Content hash | 68e087643a2aa32c2f7243f9421589a6fbb6fdb4d6dce931d61ce18e501c471b |
| Files read | [Browse the files at this exact commit](https://github.com/whiteguo233/OpenBiliClaw/blob/351676e005304ab449d36cebba19f81cf64a2508/skills/comment_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 Comment Analysis](/security/comment-analysis)

## About Comment Analysis

This analyses a video's comment section, looking for content people recommend there and for signals about how good the video itself is.

## What's inside

- SKILL.md - instructions

## Questions

### Is Comment Analysis safe to install?

AIR scanned this exact version of Comment Analysis and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 351676e00530, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/comment-analysis.

### How do I install Comment Analysis?

Open https://airmarket.ai/app/comment-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/whiteguo233/OpenBiliClaw/tree/351676e005304ab449d36cebba19f81cf64a2508/skills/comment_analysis. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by whiteguo233](/@whiteguo233)

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