Observed arrival · 2026-11-03
App Pain API
An API and MCP server that turns iOS and Android app-store reviews into ranked product pain points.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Product teams comparing app-store feedback
- Worth noticing
- The listed review tool includes developer replies, while separate tools track pain-point trends and ratings by app version.
Field notes
The homepage gives four access routes, including an MCP server, an agent skill, and a curl example, with setup instructions for several AI coding assistants. Its seven listed tools extend beyond complaint clustering to app search, review retrieval, version history, and trend comparisons. The page says cached reads take about 5 ms, while cold reads may take 30–120 seconds.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
$PaidCommerce or pricing visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
One card from the complete issue