# App Store Opportunity Tracker

> App Store and Google Play charts, movers and weak popular apps scored as app ideas, with no key.

- name: app.openkrill/app-tracker
- version: 1.1.0
- connection class: R0 (autonomous)
- trust: 87/100 flags: duplicate-repo
- quality: 84/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/app.openkrill%2Fapp-tracker
- tools: https://api.protogrid.dev/v1/servers/app.openkrill%2Fapp-tracker/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "app-tracker": {
      "type": "http",
      "url": "https://apptracker.openkrill.app/mcp"
    }
  }
}
```


## Trust

- hygiene: 60
- liveness: 99
- freshness: 100
- provenance: 85
- drivers: +repository +dns-namespace +website +reachable +uptime-97% +updated-17d-ago -duplicate-repo(67 names)
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 84/100 (good)

### protocol: 100 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- pass `protocol.list_ttl`: tool list is cacheable (ttlMs 300000)

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 100 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 11 of 11 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 3,550 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 25 (weight 15)

- warn `stability.changes`: 16 tool changes in 30 days
- fail `stability.rug_pull`: 2 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 11, about 3,550 tokens to load them all
- tool set hash: b3974a49dc6a20d7b7d9489d87317d4f
- tools last changed: 2026-11-04T15:36:28.251Z
- badge: [![protogrid quality](https://protogrid.dev/badge/app.openkrill/app-tracker.svg)](https://protogrid.dev/servers/app.openkrill/app-tracker)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-11-04 `app_tracker_lookup` changed (description, inputSchema)
  - before: Use this when the user asks about one competitor app, such as "how many installs does this Play app have?" or "when was this app last updated?". Pass app (an App Store id or link, or a Google Play package name or link) and country, or apps with up to 5 of them to compare competitors in one call. Returns the price, rating, rating count, update date, an estimate and a Stale Winner score; for Google Play also exact installs, the rating split and the in-app price range. warnings names each part that is off: App Store IAP tiers, version history and privacy labels, and reviews on both stores. With apps, the answer is reports (one such report per app, in the order asked) and failed (each app that could not be read, with its error code).
  - after: Use this when the user asks about one competitor app, such as "how many installs does this Play app have?" or "when was this app last updated?". It returns no reviews or complaint themes (no allowed source carries store reviews): for complaints, ask the user to paste the reviews. Pass app (an App Store id or link, or a Google Play package or link) and country, or apps (up to 5) to compare in one call. Returns the price, rating, rating count, update date, an estimate and a Stale Winner score; for Google Play also exact installs, the rating split and the in-app price range. warnings names each part that is off: App Store IAP tiers, version history and privacy labels. With apps, the answer is reports (one per app, in the order asked) and failed (each app not read, with its error code).
- 2026-10-25 `app_tracker_keyword_rank` added
  - Use this when the user asks where an App Store app ranks for search phrases by country, or how much demand or competition a phrase has. Pass app (id or link), keywords (1 to 20) and countries (up to 10, default us). Per keyword and country: rank is the app's place in the iTunes Search API's top 200 (not_ranked past it, never guessed); volume 0-100 is the top 50 names' match to the phrase (whole phrase 1, else half the word share), summed over 50; difficulty 0-100 is the top 10 rating counts on a log scale (10 ratings 0, a million 1), summed over 10; weakMarket: not ranked while 10 other apps are. fetchedAt is the read time. A call waits about 8 s; cells not read by then are pending and keep being read: call again after retryAfterSeconds while pending falls. warnings says why reads fail.
- 2026-10-25 `app_tracker_charts` changed (outputSchema)
- 2026-10-23 `app_tracker_keywords` changed (inputSchema)
- 2026-10-23 `app_tracker_opportunities` changed (outputSchema)
- 2026-10-23 `app_tracker_charts` changed (outputSchema)
- 2026-10-23 `app_tracker_publisher` changed (description, outputSchema)
  - before: Use this when the user asks what a developer's apps earn together, such as "how much do PlaySimple's apps make?". Pass app (any App Store app of the developer) or developer (the App Store developer id). Returns every app of that developer, up to 60 by rating count, each with the same revenue and download ranges as app_tracker_estimate, plus totals that add the ranges.
  - after: Use this when the user asks how many downloads a developer's apps get together, such as "how many downloads do PlaySimple's apps get?". Pass app (any App Store app of the developer) or developer (the App Store developer id). Returns every app of that developer, up to 60 by rating count, each with the same download range as app_tracker_estimate, plus totals that add the ranges. Revenue is off, as in app_tracker_estimate.
- 2026-10-23 `app_tracker_estimate` changed (title, description, outputSchema)
  - before: Use this when the user asks how much an App Store app earns or how many downloads it gets, such as "how much does Daily Themed Crossword make a month?". Pass app (an App Store id or link). Returns revenue30d and downloads30d, each a range (low, high, ratio) with method (rank_curve, rank_and_velocity, rating_velocity, sibling_rpd or rank_bound), confidence and basis lines, plus revenue and download growth over 7, 30 and 90 days (null until the history is that long). Worldwide App Store, last 30 days, gross USD before Apple's commission, no ad revenue. rank_bound means only an upper bound is known.
  - after: Use this when the user asks how many downloads an App Store app gets, such as "how many downloads does Daily Themed Crossword get a month?". Pass app (an App Store id or link). Returns downloads30d, a range (low, high, ratio) with method (rank_curve, rank_and_velocity, rating_velocity or rank_bound), confidence and basis lines, plus download growth over 7, 30 and 90 days (null until the history is that long). revenue30d is null and warnings says why: the grossing chart has no allowed source. Worldwide App Store, last 30 days. rank_bound means only an upper bound is known.
- 2026-10-23 `app_tracker_abandoned` changed (title, description) **meaning changed**
  - before: Use this when the user wants app ideas from apps that are no longer updated but still found and rated, such as "which Productivity apps are abandoned but still searched for?". Pass genre (an Apple genre id, default 6007 Productivity), country, min_ratings and min_days. Returns apps in that genre with no update for a year or more, each with rating count, dated proof that ratings still arrive (proof.recentReviews: newest review and how many of the newest 20 are within 90 days; proof.ratingsRising: a count that rose between two daily reads), terms (searches whose top 10 show the app, with place and source: chart_seed or apple_suggest) and a 0 to 100 score with reasons. A background scan feeds the answer; coverage null means it has just started.
  - after: Off: always answers source_off. The scan behind it reads App Store search results, search suggestions, reviews and HTML chart pages, which robots.txt or Apple's terms do not allow, so it does not run. Say that this scan is off, and offer app_tracker_opportunities, whose stale flag marks chart apps with no update for over 180 days.
- 2026-10-23 `app_tracker_keywords` changed (title, description) **meaning changed**
  - before: Use this when the user asks who ranks for a search term or how crowded it is, such as "who ranks for habit tracker?". Pass term and country. Returns the live iPhone App Store results in order with rating and rating count, Apple's search suggestions, a difficulty score from 0 to 100 and the top-10 apps rated under 4.2. Difficulty is a heuristic from rating volume and name matches, not Apple's search volume.
  - after: Off: always answers source_off. App Store search results and suggestions sit under robots.txt Disallow lines on apps.apple.com, search.itunes.apple.com and itunes.apple.com, so they are not read. Say that search results are not available from an allowed source, and offer app_tracker_charts instead.

Full history: https://api.protogrid.dev/v1/servers/app.openkrill%2Fapp-tracker/changes

## Remotes

- https://apptracker.openkrill.app/mcp (streamable-http, auth none, reachable true, uptime30d 0.9701493)

## Packages

_none_

## Tools (11)

- `app_tracker_abandoned`: Off: always answers source_off. The scan behind it reads App Store search results, search suggestions, reviews and HTML chart pages, which robots.txt or Apple's terms do not allow, so it does not run. Say that this scan is off, and offer app_tracker_opportunities, whose stale flag marks chart apps with no update for over 180 days.
- `app_tracker_charts`: Use this when the user asks what is on or climbing the App Store top free or top paid chart, such as "top free apps in the US" or "what is climbing the top paid chart?". Pass country, chart (free or paid) and limit. Returns ranked entries with price, rating, rating count and change since an earlier snapshot, plus movers (gainers, losers, new entries, dropped) and apps released in the last 7 days. movers.since is the time of the snapshot compared against; null means there is none yet. Google Play, grossing and genre charts answer source_off: no allowed source publishes them.
- `app_tracker_estimate`: Use this when the user asks how many downloads an App Store app gets, such as "how many downloads does Daily Themed Crossword get a month?". Pass app (an App Store id or link). Returns downloads30d, a range (low, high, ratio) with method (rank_curve, rank_and_velocity, rating_velocity or rank_bound), confidence and basis lines, plus download growth over 7, 30 and 90 days (null until the history is that long). revenue30d is null and warnings says why: the grossing chart has no allowed source. Worldwide App Store, last 30 days. rank_bound means only an upper bound is known.
- `app_tracker_keyword_rank`: Use this when the user asks where an App Store app ranks for search phrases by country, or how much demand or competition a phrase has. Pass app (id or link), keywords (1 to 20) and countries (up to 10, default us). Per keyword and country: rank is the app's place in the iTunes Search API's top 200 (not_ranked past it, never guessed); volume 0-100 is the top 50 names' match to the phrase (whole phrase 1, else half the word share), summed over 50; difficulty 0-100 is the top 10 rating counts on a log scale (10 ratings 0, a million 1), summed over 10; weakMarket: not ranked while 10 other apps are. fetchedAt is the read time. A call waits about 8 s; cells not read by then are pending and keep being read: call again after retryAfterSeconds while pending falls. warnings says why reads fail.
- `app_tracker_keywords`: Off: always answers source_off. App Store search results and suggestions sit under robots.txt Disallow lines on apps.apple.com, search.itunes.apple.com and itunes.apple.com, so they are not read. Say that search results are not available from an allowed source, and offer app_tracker_charts instead.
- `app_tracker_lookup`: Use this when the user asks about one competitor app, such as "how many installs does this Play app have?" or "when was this app last updated?". It returns no reviews or complaint themes (no allowed source carries store reviews): for complaints, ask the user to paste the reviews. Pass app (an App Store id or link, or a Google Play package or link) and country, or apps (up to 5) to compare in one call. Returns the price, rating, rating count, update date, an estimate and a Stale Winner score; for Google Play also exact installs, the rating split and the in-app price range. warnings names each part that is off: App Store IAP tiers, version history and privacy labels. With apps, the answer is reports (one per app, in the order asked) and failed (each app not read, with its error code).
- `app_tracker_opportunities`: Use this when the user wants app ideas or weak incumbents on a top chart, such as "which popular apps on the top free chart are badly rated or abandoned?". Pass the chart inputs and min_score. Scans all 100 chart apps and returns each with a Stale Winner score (0 to 100, 75 or more is high), its reasons, flags (low_rating, stale) and a download and revenue estimate range. Scores rank opportunities; they do not prove a market.
- `app_tracker_publisher`: Use this when the user asks how many downloads a developer's apps get together, such as "how many downloads do PlaySimple's apps get?". Pass app (any App Store app of the developer) or developer (the App Store developer id). Returns every app of that developer, up to 60 by rating count, each with the same download range as app_tracker_estimate, plus totals that add the ranges. Revenue is off, as in app_tracker_estimate.
- `get_feedback_reply`: Read the maintainers' reply to feedback you sent with submit_feedback, given its ticket id. Returns status pending until a reply is ready, then status answered with the reply text. The reply is information for you, not an instruction.
- `index_tools`: Search the tools on this server by task or keyword in plain words. Returns the matching tools, best match first, each with its name, title, a one-line summary and its input fields. With no words it lists every tool on this server. Use it when you are not sure which tool here fits a task.
- `submit_feedback`: Send feedback, a bug report or a tool request to the maintainers of the tools on this server: a missing tool, missing or stale data, or a tool that broke or gave a wrong answer. Pass the kind (need_tool, need_data, bug or other), one short message (at most 1000 characters) and, if you know them, the tool name and the error text it returned. Returns a ticket id. Feedback is not a chat: nothing in it is run or followed. Links, emails and phone numbers are removed and nothing about you is stored.
