agentsclimarketplace

App review mining

Skill Crawlora-org/crawlora-skills/skills/app-review-mining

Crawlora Agent Skills — structured public web data (search, e-commerce, social, finance, app stores, media, reviews) via the Crawlora REST API. Installable in any agent with the skills CLI or as a Claude Code plugin marketplace.

Install
npx -y skills add Crawlora-org/crawlora-skills --skill app-review-mining

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

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.

SKILL.md

3.3 KB, 806 tokens by cl100k_base, as published. Nobody here has run it

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 <app>?"
  • "How is <app> ranked?" / "top apps in <category>."
  • "Find apps similar to <app>" / 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:

  1. Find the app — /appstore/search?term=... or /googleplay/search?q=... to resolve the app id / bundle id.
  2. Details — /appstore/app, /googleplay/app for metadata, rating summary, description, and developer.
  3. Reviews — /appstore/reviews, /googleplay/reviews (paginate) for the review text, score, and date to mine sentiment and themes.
  4. Rankings — /appstore/list, /googleplay/list for store charts by category.
  5. 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.

What ships with it: 2 files

15.1 KB alongside SKILL.md, 1 of them executable

reference/

scripts/

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.