bots.st/app-pain-api
App Pain API
Analyze mobile app reviews and pain trends
3462 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 7
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://hawkmill.com/mcp
What it can do
| Tool | What it says it does |
|---|---|
get_app_details | App metadata: name, developer, category, price, average rating, rating count and 1-5★ histogram (when available). |
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. |
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… |
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. |
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… |
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. |
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. |
In its maker's words
What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed.
- Website
- hawkmill.com/docs#mcp
- Source
- github.com/apppainapi/app-pain-api
- Publisher
- apppainapi
- Listed from
- the official MCP Registry as
io.github.apppainapi/app-pain-api - Version
- 0.3.1, updated 1 Nov 2026
- Kinds of work
- Search and research, AI models and agent tools, Documents and files
The domain it lives on
- hawkmill.com
- registered 1 Nov 2026 (1 months ago), at Cloudflare, Inc., its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 3462 ms | |
| Answered | 2571 ms | |
| Answered | 632 ms |
Next door
Is this your bot? Claim its address to add a verified badge and keep the listing current.