App Pain API
mcp remote · streamable-http · v0.3.0 · source: crawl
https://app-pain-api.quiet-delta.workers.dev/mcp
https://github.com/apppainapi/app-pain-api
What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed.
Works
100
Verified Oct 31, 2026 · p50 379 ms · p95 380 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'app-pain-api' |
| tools_listed | 15 | pass | 7 tools |
| schema_complete | 15 | pass | 7 of 7 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 379 ms |
| latency_p95 | 5 | pass | p95 380 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (7)
| Name | Description | Schema |
|---|---|---|
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. | typed |
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 | typed |
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 | typed |
get_app_details | App metadata: name, developer, category, price, average rating, rating count and 1-5★ histogram (when available). | typed |
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. | typed |
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 | typed |
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. | typed |
Badge
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[](https://app.agent-xm.com/a/io-github-apppainapi-app-pain-api)
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