Qiaomu App Review

Use when a user wants to analyze App Store reviews, mine product opportunities from user comments, compare competitor pain points, generate durable review insight reports, or create local HTML/Markdown evidence pages without relying on a hosted website or a specific LLM provider.

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add joeseesun/qiaomu-app-review-skill --skill qiaomu-app-review
Manual install
git clone --depth 1 https://github.com/joeseesun/qiaomu-app-review-skill.git /tmp/qiaomu-app-review-skill
mkdir -p ~/.claude/skills
cp -r /tmp/qiaomu-app-review-skill/. ~/.claude/skills/qiaomu-app-review

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Qiaomu App Review

Turn App Store comments into product insight, evidence, and durable review pages.

## Default Workflow

1. Identify the target app from an App Store URL, numeric App ID, or app name.
2. Ask for country only when the target is ambiguous; default to `us` for English/global apps and `cn` for Chinese-market apps when the user gives no clue.
3. Prefer the local standalone runner when you are in this skill repo or an installed skill folder:
   - `node scripts/app_review_local.mjs --query "ChatGPT" --country us --max-reviews 120`
4. Use the current Agent's own model to write the analysis from the generated evidence files. Do not require Qiaomu LLM, any vendor API key, or the live website for normal skill use.
5. Prefer evidence-backed output:
   - summarize only after review samples are available
   - keep representative review snippets
   - separate positive signals, pain points, opportunities, version risks, and action items
6. For quick manual use or public web pages, optionally send the user to the live site:
   - `https://appreview.qiaomu.ai`
7. For website API or automation use, optionally call the local/deployed service:
   - `POST /api/research`
   - `POST /api/research/regenerate`
   - `GET /api/health`
8. For source deployment, use the website repo:
   - `https://github.com/joeseesun/qiaomu-app-review-insights`

## Local Standalone Workflow

Fetch reviews and generate a local evidence package:
Read the full skill on GitHub

Details

Skill name
qiaomu-app-review
License
MIT
Repo updated
15 June 2026

FAQ

What does the Qiaomu App Review skill do?

Use when a user wants to analyze App Store reviews, mine product opportunities from user comments, compare competitor pain points, generate durable review insight reports, or create local HTML/Markdown evidence pages without relying on a hosted website or a specific LLM provider.

How do I install the Qiaomu App Review skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add joeseesun/qiaomu-app-review-skill --skill qiaomu-app-review. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Qiaomu App Review popular?

It lives in joeseesun/qiaomu-app-review-skill, which has 7 GitHub stars and 4 forks.

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