io.github.apppainapi/app-pain-api

up checked 2026-11-11T04:39:24.624Z

Unclaimed · Unverified

Publisher-provided title

App Pain API

Publisher-provided description

What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed.

Summary by lookupd

Search app stores, pull reviews and ratings, and cluster negative feedback into ranked pain points and trends.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http app-pain-api https://hawkmill.com/mcp

Codex, remote (streamable-http)

codex mcp add app-pain-api --url https://hawkmill.com/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "app-pain-api": {
      "url": "https://hawkmill.com/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Publisher-provided text

search_apps Search the iOS App Store and Google Play (both merged by default) to find apps and their ids. Use this FIRST when you only know an app name or a category.
mine_app_pain_points THE core tool: fetch recent reviews of any iOS/Android app, keep the negative ones, and cluster them into ranked pain points (title, sharePercent, severity 1-5,
get_pain_trend How an app's pain points changed over time: compares two archived analyses and labels each theme new / resolved / rising / falling / stable with share deltas (p
get_app_details App metadata: name, developer, category, price, average rating, rating count and 1-5★ histogram (when available).
get_version_history Per-version review stats (review count, average rating, first/last seen) — spot a rating crash right after a bad release. Android: aggregated from recent review
watch_competitors Continuous competitor monitoring (paid plans: Starter 2 apps weekly, Pro 15 apps daily). Manage the watchlist and the alert destination; digests of NEW 1-2★ rev
get_app_reviews Fetch raw app reviews (unified schema across stores: rating/title/body/version/date/devReply/thumbsUp), 50 per page. Use for drill-down after mine_app_pain_poin

Shows this live status and links here; updates hourly.

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