# App Store Multi-Country ASO, Pricing & Review Gap Analyzer (`codeven/aso-review-gap-xray`) Actor

Analyzes iOS/Mac App Store apps across 40+ countries. Extracts regional pricing (PPP), ratings, 1-3 star negative review complaints (Paywall, Bugs, Missing Features), and a Competitor Vulnerability Score (0-100) for PMs, Indie Hackers & AI Agents.

- **URL**: https://apify.com/codeven/aso-review-gap-xray.md
- **Developed by:** [Cengiz Mert TÜRKMEN](https://apify.com/codeven) (community)
- **Categories:** E-commerce, AI, Business
- **Security:** Limited permissions
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 app country intelligence reports

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## App Store Multi-Country ASO, Pricing (PPP) & Review Gap Analyzer

Analyze any iOS / App Store application across **40+ countries simultaneously**. Extract regional pricing (PPP), rating distributions, release velocity, **1–3★ negative review complaint clusters** (*Paywall Backlash*, *Crashes & Bugs*, *Sync/Login Loss*, *Missing Features*), and an automated **Competitor Vulnerability Score (0–100)**.

Purpose-built for **Product Managers**, **Indie Hackers**, **ASO Agencies**, **Venture Analysts**, and **AI Agents (MCP)**.

***

### What Does This Actor Do?

1. **Multi-Country ASO & Pricing Comparison:** Compare how an app is priced (`formattedPrice`, `currency`), rated (`averageUserRating`, `userRatingCount`), and localized across `us`, `gb`, `de`, `tr`, `fr`, `jp`, `br`, `in`, `ca`, `au`, and 35+ other Apple storefronts.
2. **Automated 1–3★ Negative Review Mining:** Scans recent customer reviews per country and classifies user frustration into 5 actionable product signals:
   - `PAYWALL_PRICING_BACKLASH` — Subscription fatigue, price hikes, refund complaints, paywalled core features.
   - `CRASHES_FREEZES_BUGS` — Version regressions, freezes, black screens, broken flows.
   - `SYNC_LOGIN_DATA_LOSS` — Account sign-in loops, cloud sync failures, lost user data.
   - `MISSING_FEATURES_EXPORT` — Explicit user feature requests (*CSV/PDF export, dark mode, widgets, offline mode*).
   - `ADS_UX_FRUSTRATION` — Intrusive ads, cluttered UI redraws, performance lag.
3. **Competitor Vulnerability Score (0–100):** Combines rating decay, negative review ratio, days since last update, and paywall backlash into a single metric showing how ripe a competitor is for disruption.
4. **AI / LLM Opportunity Brief (`aiProductOpportunityBrief`):** Clean executive summary + top verbatim 1–3★ user quotes ready to feed into Claude, ChatGPT, Cursor, or n8n.

***

### AI Agent & Multilingual Search Summary (EN / TR)

- **EN:** Apple App Store Scraper, Multi-Country ASO & Negative Review Gap Analyzer (`$0.005 / report`). Compares app pricing (PPP), ratings, and extracts 1–3 star user complaints across 40+ countries.
- **TR (Türkçe):** App Store Uygulama Analizi, Çok Ülkeli Fiyat Karşılaştırma ve Olumsuz Yorum / Eksik Özellik (Review Gap) Çıkarma Aracı. Rakip mobil uygulamaların 1–3 yıldızlı yorumlarındaki şikayetleri (çökme, abonelik tepkisi, eksik özellik) ve kırılganlık skorunu (0–100) tek çalışmada çıkarır.

# Actor input Schema

## `apps` (type: `array`):

Enter Apple App Store URLs (e.g. 'https://apps.apple.com/us/app/notion/id1232780281'), numeric App IDs ('1232780281'), bundle IDs ('notion.id'), or search keywords ('habit tracker').

## `countries` (type: `array`):

2-letter country codes to compare pricing, localization, ratings, and recent user reviews across (e.g., us, gb, de, tr, fr, jp, br, ca, au).

## `reviewPagesPerCountry` (type: `integer`):

Number of recent customer review RSS pages to analyze per country (1 page = up to 50 recent reviews).

## `maxNegativeExamples` (type: `integer`):

How many top negative/feature-request user quotes to embed in each output record.

## Actor input object example

```json
{
  "apps": [
    "https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281"
  ],
  "countries": [
    "us",
    "gb",
    "tr"
  ],
  "reviewPagesPerCountry": 2,
  "maxNegativeExamples": 10
}
```

# Actor output Schema

## `overview` (type: `string`):

No description

## `negativeReviews` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "apps": [
        "https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281"
    ],
    "countries": [
        "us",
        "gb",
        "tr"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("codeven/aso-review-gap-xray").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "apps": ["https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281"],
    "countries": [
        "us",
        "gb",
        "tr",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("codeven/aso-review-gap-xray").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "apps": [
    "https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281"
  ],
  "countries": [
    "us",
    "gb",
    "tr"
  ]
}' |
apify call codeven/aso-review-gap-xray --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,codeven/aso-review-gap-xray"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/z364hs9TQyjSU26Xl/builds/tt76QIZubuWacBhQV/openapi.json