App Pain API

by FastDrop

MCP MCP VERIFIED Verified 2 hours ago Registry import free

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

What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed. Official MCP Registry: io.github.apppainapi/app-pain-api@0.2.0. Remote endpoint: https://app-pain-api.quiet-delta.workers.dev/mcp

Problem it solves

Discoverable MCP server listed in the official MCP Registry.

How it's different

Remote MCP endpoint ingested from the official registry and probed by FastDrop.

Ingested from the official MCP Registry

FastDrop pulled this entry from the official MCP Registry as io.github.apppainapi/app-pain-api and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed and the description is not theirs.

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Tools this endpoint exposes

Read directly from the endpoint on 23 Oct 2026. Not supplied by the maker.

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 co
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
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 push
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.