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App Store Opportunity Tracker

Tear down one app or a few

app_tracker_lookup
Read-onlyIdempotent

Use this when the user asks about one competitor app, such as "how does Calm price its plans?" or "what do people complain about in this app?". 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 app.iap (in-app purchase price tiers, each with name, price and period), exact Google Play installs, rating split, release history and cadence, App Store privacy labels, complaint themes from recent 1 and 2 star reviews, an estimate and a Stale Winner score. With apps, the answer is reports (one such teardown per app, in the order asked) and failed (each app that could not be read, with its error code).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
appNoApp Store id or link (571800810), or Google Play package name or link (com.calm.android). Do not pass this together with apps.
appsNoUp to 5 apps to tear down in one call, each in the same form as app, to compare competitors. All share country, store and reviews.
storeNoForce apple or play when the app value is ambiguous, such as an App Store bundle id.
countryNoTwo-letter store country, such as us, gb or jp. Default us.
reviewsNoRead recent 1 and 2 star reviews and group them into complaint themes. Default true.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
appNo
noteYes
as_ofYesISO 8601 time the data was published by its source or fetched from it. A cached answer keeps the time of its fetch.
scoreNo
failedNo
sourceYesWho the data comes from, to cite and to check it against.
cadenceNo
reportsNo
estimateNo
warningsNo
complaintsNo
untrusted_sourceYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, open-world), but the description adds real behavioral context: the response shape for batch calls, that reports come back 'in the order asked', and that unreadable apps land in a 'failed' list with error codes. That partial-failure semantics is genuinely useful and not derivable from the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a dense block but front-loads the trigger and its examples, then moves to parameters and return values in a logical order. Nearly every clause carries information, though the traffic-heavy example quotes make it longer than strictly necessary.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only lookup with rich annotations and an output schema, the description covers the trigger, both input modes, shared country/store/reviews behavior, and partial-failure handling. Nothing an agent needs in order to select and invoke this tool correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the schema already documents each parameter including the app vs. apps mutual exclusion and the country default. The description mostly restates what the schema says (id/link/package forms, up to 5 apps, country), adding little new syntactic or semantic detail. Baseline 3 applies when the schema does the heavy lifting.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a concrete action and resource: tearing down one or up to five competitor apps and returning a per-app report. It is far more specific than a restatement of the name. It does not, however, explicitly say how it differs from overlapping siblings such as app_tracker_estimate, even though it advertises an 'estimate and a Stale Winner score' that could be confused with that tool.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives a clear trigger ('when the user asks about one competitor app') with sample questions, and explains the single-app vs. multi-app path ('pass app ... or apps with up to 5 of them to compare competitors in one call'). No explicit when-not or named alternative tool is provided, so it stops short of a 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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