数据分析

app-review-mining

Mines App Store and Google Play data via the Crawlora API — app details, reviews, ratings, store rankings, and similar apps — as clean JSON. Use when the user wants mobile-app reviews, ratings, store charts/rankings, or competitive ASO (app store optimization) research without scraping store pages.

它能做什么

技能文档

App review mining & ASO

Pull App Store (iOS) and Google Play (Android) app details, reviews, ratings, rankings, and similar-app lists as normalized JSON from the Crawlora API.

When to use this skill

"What are the reviews / ratings for ?"
"How is ranked?" / "top apps in ."
"Find apps similar to " / competitive ASO research.
"Pull this app's details / privacy / version history."
Building an app-review sentiment or competitor-tracking pipeline.

Setup (one-time)

Get a free Crawlora API key (2,000 credits/mo, no card) at https://crawlora.net.
export CRAWLORA_API_KEY=sk_your_key_here
All requests: x-api-key: $CRAWLORA_API_KEY against https://api.crawlora.net/api/v1. Missing/invalid key → 401.

How it works

Choose the store (both have parallel endpoints), then the job:

Find the app — /appstore/search?term=... or /googleplay/search?q=... to resolve the app id / bundle id.
Details — /appstore/app, /googleplay/app for metadata, rating summary, description, and developer.
Reviews — /appstore/reviews, /googleplay/reviews (paginate) for the review text, score, and date to mine sentiment and themes.
Rankings — /appstore/list, /googleplay/list for store charts by category.
Competitors — /appstore/similar, /googleplay/similar for similar apps.

Full endpoint list, methods, and params: reference/endpoints.md.

Calling the API

# Find an app, then pull its reviews (GET, key=value params):
scripts/crawlora.sh /appstore/search term="notion" | jq '.'
scripts/crawlora.sh /appstore/reviews id=1232780281 country=us | jq '.reviews[].text'

scripts/crawlora.sh /googleplay/search q="notion" | jq '.'
scripts/crawlora.sh /googleplay/reviews appId="notion.id" | jq '.'

Raw curl fallback:

curl -fsS -H "x-api-key: $CRAWLORA_API_KEY" \
  "https://api.crawlora.net/api/v1/appstore/search?term=notion" | jq '.'

Endpoint reference

See reference/endpoints.md for every App Store and Google Play endpoint this skill uses (method, path, params, description).

Examples

Review sentiment: resolve the app id via search → /appstore/reviews (paginate) → classify each review's sentiment and summarize top complaints/praise.
Cross-store compare: pull /appstore/app and /googleplay/app for the same product to compare ratings and review volume across platforms.
Category ranking watch: /googleplay/list for a category to track where an app sits in the charts over time.

Notes & limits

Credits / pay-on-success: billed only on 2xx; free tier 2,000 credits/mo. Key at https://crawlora.net.
Public data only — public store pages; respect Apple's and Google's terms.
Security: key lives in CRAWLORA_API_KEY only — never hardcode, query-param, or commit it.
Reviews are paginated and locale-specific — pass country/page to widen coverage.

Dataify Google Play

Search Google Play Store for apps

8 次安装

Google Play

A Google Play Store API alternative on fetcher.sh — pay-per-call in USDC via x402, or prepaid credits with a Bearer key, no Google Play Console access. Use when the user wants to search Android apps by keyword with price (free/paid) and country storefront filters, fetch an app's full details, reviews sorted by newest/rating/helpfulness, permissions, or data safety disclosure, list apps similar to a given app, or fetch a developer's app catalog. Also covers Android app store optimization (ASO) research, competitor app monitoring, review sentiment input, and app discovery without Google Play Console developer access.

1 次安装

App Store API

An Apple App Store API alternative on fetcher.sh — pay-per-call in USDC via x402, or prepaid credits with a Bearer key, no Apple Developer Program membership. Use when the user wants to search iOS apps by keyword in any country's storefront, fetch an app's or app bundle's full details, reviews sorted by recent/helpful, apps similar to a given app, search or fetch app bundles, or fetch a developer's app catalog. Also covers iOS app store optimization (ASO) research, competitor app monitoring, localized storefront comparison, and app discovery without Apple Developer Program access.

1 次安装1 星标

crawlora

Fetches structured public web data via the Crawlora REST API — search engines, e-commerce, social, finance, maps, app stores, media, and reviews — returning clean JSON instead of HTML. Use whenever the user needs real data from a public website (prices, listings, reviews, transcripts, SERPs, trends, financials, places) and would otherwise have to scrape or parse HTML.