MCP.Market

App Pain API MCP server

online · 100% uptime
by apppainapi·io.github.apppainapi/app-pain-api·v0.3.1·1 stars
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What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed.

A85/100grade A
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What users say
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Safety scan
A85/100

not scanned yet

Adoption
Growing

1 stars

Reviews

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App Pain API tools

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How App Pain API compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
85/100
higher than 70% of 48,255 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
101 ms
faster than 84% of 30,031 servers
GitHub stars
1
more than 65% of 28,688 servers

Release history: 3 versions in the registry since 2026-10-23, latest 2026-11-01, typically one every 7 days.

Install App Pain API in Claude Code, Cursor or VS Code

claude mcp add --transport http app-pain-api https://hawkmill.com/mcp
Add to Cursor

What the publisher says

From the App Pain API repository's README, as published. We do not edit it. Read it on GitHub

App Pain API

What users hate about any iOS/Android app — clustered complaints, evidence quotes, trends. One MCP server, no API key.

Live server · Docs · OpenAPI 3.1 · Pain index (101 apps) · Pricing

Review intelligence for any app on the App Store or Google Play — not just your own. Feed it an app id, a store link, or a bare package name; get back ranked pain-point clusters mined from real 1–2★ reviews, each with its share of complaints, a severity score, and verbatim evidence.

Built for competitive research and agent workflows: one tool call replaces a week of reading reviews by hand.

{
  "painPoints": [
    { "rank": 1, "title": "Intrusive ads & ad frequency", "sharePercent": 16, "severity": 4 },
    { "rank": 2, "title": "Shadowbanning & algorithm suppression", "sharePercent": 12, "severity": 4 }
  ],
  "overview": "Monetization pressure (ads) and opaque algorithm changes dominate complaints."
}

↑ real output — TikTok, US App Store. Cached analyses return instantly; ~100 popular apps are pre-analyzed and always free to read.

The tools

Also ships two prompts (competitorpainreport, apppaindeep_dive) so an agent can run a full teardown from one sentence.

Install

Server URL — paste it into any MCP client, no key needed:

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

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

App Pain API: common questions

Is App Pain API MCP server safe?
Yes, by our scan: it is graded A (85/100). Read the App Pain API safety report
How do I install App Pain API?
It runs remotely at hawkmill.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does App Pain API need an API key?
Yes. The registry entry asks for x-api-key.
Is App Pain API maintained?
The last commit was 12 days ago (2026-10-23). The latest release is v0.3.1.
Is App Pain API up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of App Pain API?
Servers from other publishers that do the same job: Mobile MCP server, MCP Appium - Mobile Development and Automation Server MCP server and Mobilerun MCP server. Compare all App Pain API alternatives.
How does App Pain API compare with other MCP servers?
safety score 85/100 (higher than 70% of 48,255 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 101 ms (faster than 84% of 30,031 servers). Full comparison.

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