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App Pain API

io.github.apppainapi/app-pain-api · v0.2.0

New (7 days)

Measured by MCP Station

Last check	Reachable
Checked at	—
Check success 7 / 30 days	—
First-try success 30 days	—
Median response	—
Lookups 30 days	—
Authentication	No auth
MCP version	2025-06-18
Rank score	—
Declared risk	Can write (some tools are not declared read-only)
Capabilities declared	prompts, tools
Tool definitions	7 tools · with description 100% · input schema is an object 100% · read/destructive hints 100%

Description written by the publisher, not verified

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

Connect

streamable-http · https://app-pain-api.quiet-delta.workers.dev/mcp

claude mcp add --transport http app-pain-api https://app-pain-api.quiet-delta.workers.dev/mcp

{
  "mcpServers": {
    "app-pain-api": {
      "url": "https://app-pain-api.quiet-delta.workers.dev/mcp"
    }
  }
}

Tools as reported by the server

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, verbatim evidence quotes). Ideal for competitive research and product discovery. Cached 7 days (instant on repeat); a COLD server-side anal
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 (percentage points). Instant (archive read, no LLM). Default: latest vs ~30 days earlier. Returns a note when the app has fewer than two snaps
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 reviews. iOS: current version + release notes.
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★ reviews and NEW/RISING pain points are pushed to a Slack / Discord / any https webhook. action: list | add | remove | set_webhook | test.
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_points.

Repository · Website · JSON · Text for agents · Registry updated 2026-10-23