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Shipfound

App Store reviews

app_reviews

The app's latest App Store reviews from Apple's public feed: star counts, rating by version, the share of 1 and 2 star reviews, and the low reviews themselves for you to group into the to-do list (what to fix, what to answer). Free.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
appIdNo
pagesNo50 reviews a page, newest first; default 4
countryNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

No annotations exist, so the description carries the full burden. It usefully discloses the source (Apple's public feed) and that access is free/no paid tier, but says nothing about authentication, rate limits, freshness/latency beyond 'latest', or what happens at the pages boundary.

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?

A single dense, front-loaded sentence that leads with the resource and then lists deliverables. Efficient with little waste, though the enumeration of return fields makes it somewhat crammed.

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

Completeness3/5

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

With no output schema, the description does cover the return payload well (star counts, per-version ratings, low reviews). But for a 3-parameter tool with low schema coverage and zero required params, the absence of any parameter or 'which app/country' guidance leaves a meaningful gap.

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

Parameters2/5

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

Schema coverage is only 33% (only 'pages' is documented), so the description must compensate but does not. It never explains appId format, the meaning of the 2-letter country code, or any defaults beyond what the schema already states, and it does not clarify that all three parameters are optional.

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 is a specific noun phrase naming the exact data source (Apple's public App Store review feed) and enumerates its contents (star counts, rating by version, share of 1-2 star reviews, low reviews). No explicit verb and no sibling is named, but the resource is distinctive enough that an agent can tell this apart from analytics/visibility tools.

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

Usage Guidelines3/5

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

It implies a use case ('for you to group into the to-do list (what to fix, what to answer)') and notes it is 'Free', which is mild routing context. However it gives no when-to-use vs. alternatives, no prerequisites, and no conditions for choosing pages/country.

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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