Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.
Nothing to run from here
App Pain API is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
7
tools declared
—
trust score
remote
at its publisher
—
calls last 7d
What it does
What users hate about ANY iOS/Android app: clustered complaints, evidence, trends. No key needed.
Quickstart
# 1 — add it to Claude Code
claude mcp add --scope user --transport http app-pain-api-mcp https://hawkmill.com/mcp
# 2 — ask your agent for something these tools do
# search_apps, mine_app_pain_points, get_pain_trend and 4 more
App Pain API costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.
Publishernot claimed
APAll 1 server
apppainapi1 server
1 category
Collected from a public index. Nobody has claimed this account, so nothing here was written by its author — claim it if it is yours.
Installation
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. Nothing here runs on your machine and nothing runs on ours: this server answers at its publisher’s own address, and what you install is the connection straight to it.
Claude Codedeclared by this listing
This is a public server: it answers at its publisher’s own address and this marketplace is not in the path. Claude Code registers it in one command; --scope user makes it available in every project. The transport below is http, as the publisher's own manifest declares it.
claude mcp add --scope user --transport http app-pain-api-mcp https://hawkmill.com/mcpReconnect, or start a new session, and the tools appear in the model’s tool list.
Free on mcprush, and it answers at its publisher’s own address: this marketplace is not in the path, so there is no key of ours to hold and no card to add.
What it asks of you
Nothing is required, but it can take x-api-key header (Optional API key for a personal quota; omit to use the keyless daily allowance) if you want to set it.
What it writes
One config entry pointing straight at the publisher’s own address — this marketplace is not in the path, and nothing from this listing executes on your machine.
What you approve
7 tools, with what each one reads, writes and reaches shown before you agree — the same list on every route above. Read the tool surface.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| q | string | yes | search query, e.g. "habit tracker" or "notion" |
| store | string | no | limit to one store (default: both merged) |
| country | string | no | ISO country code, default "us" |
| limit | integer | no | max results per store, default 10 |
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 analysis takes 30-120s. If the result has "mode":"agent", it contains prepared negative reviews and "ins
| Parameter | Type | Required | Notes |
|---|---|---|---|
| appId | string | yes | App Store or Google Play URL, iOS numeric id (e.g. 324684580) or Android package (e.g. com.spotify.music) — get ids from search_apps |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| reviews | integer | no | reviews to analyze, default 300 (other values round up to these tiers; iOS depth is ~50 due to Apple edge limits) |
| maxRating | integer | no | ratings <= this count as negative, default 3 |
| model | string | no | premium refinement model (paid keys only). Omit for the free default. |
| analyze | string | no | who clusters on a cold run: "server" = our model; "agent" = you get the prepared negative reviews + instructions and cluster them with your own model; "auto" (default) = server, switching to agent whe |
| country | string | no | ISO country code, default "us" |
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 snapshots yet.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| appId | string | yes | App Store or Google Play URL, iOS numeric id (e.g. 324684580) or Android package (e.g. com.spotify.music) — get ids from search_apps |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| from | string | no | baseline date YYYY-MM-DD (optional) |
| to | string | no | comparison date YYYY-MM-DD (optional, default newest) |
App metadata: name, developer, category, price, average rating, rating count and 1-5★ histogram (when available).
| Parameter | Type | Required | Notes |
|---|---|---|---|
| appId | string | yes | App Store or Google Play URL, iOS numeric id (e.g. 324684580) or Android package (e.g. com.spotify.music) — get ids from search_apps |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| country | string | no | ISO country code, default "us" |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| appId | string | yes | App Store or Google Play URL, iOS numeric id (e.g. 324684580) or Android package (e.g. com.spotify.music) — get ids from search_apps |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| country | string | no | ISO country code, default "us" |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| action | string | yes | — |
| appId | string | no | for add/remove: store URL, iOS id or Android package |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| webhookUrl | string | no | for set_webhook (or add): https URL, e.g. a Slack incoming webhook or Discord channel webhook |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| appId | string | yes | App Store or Google Play URL, iOS numeric id (e.g. 324684580) or Android package (e.g. com.spotify.music) — get ids from search_apps |
| store | string | no | optional — inferred from appId (numeric id / App Store URL → ios, package / Play URL → android) |
| page | integer | no | page number, default 1 (50/page) |
| sort | string | no | default recent (Android only; iOS uses the store default order) |
| country | string | no | ISO country code, default "us" |
Free
$0 forever
- Every tool — any call limit is its publisher’s, not ours
- No card, and mcprush charges nothing for it
- Runs at its publisher’s own address — this marketplace is not in the path
- Nothing to cap, because mcprush bills nothing
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable: mcprush charges nothing to install App Pain API or to call it, at any volume.
Call allowance · this installenforced at the gateway
Monthly allowance, in calls
—
—
Alert at 80% · then the tool returns a normal MCP error
Used this month: —
—Grade not published
No rule-by-rule report on file for this release
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
The scanner has read version 0.3.0 of this listing, but not the release on the shelf, so neither a grade nor a report is shown for it here. Nothing on this tab is ever borrowed from another release or another listing.
Release history
This is an address its publisher runs: which release it serves is theirs to choose, so there is nothing here to pin. The history below is for reading; the current release on file is 0.3.1.
0.3.1
undated
latestNo release note was published with this version.
—
no reviews yet
Who can review
One review per account, from a signed-in account that does not publish this listing. Nothing else is asked — you can say what you think before you install it. Publishers can reply once per review, and a review can be edited or deleted by whoever wrote it.
Sign in to write one
Any signed-in account that does not publish App Pain API can review it, once — before installing it or after. A review from an account that has installed it is marked as one.
No reviews yet
Nobody has reviewed this listing. The rating on the card is the mean of the reviews written here and nothing else, so there is no rating until somebody writes the first — which takes a signed-in account that does not publish it, and nothing else.