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JiantaoFu

App Market Intelligence MCP

by JiantaoFu

App Market Intelligence MCP

An MCP server that provides comprehensive market intelligence by analyzing data from both the Apple App Store and Google Play Store. Get insights about apps, market trends, competitors, and user feedback across the major mobile app marketplaces.

API Coverage

App Store API Coverage

API Function

Implemented

MCP Tool Name

Description

app

app-store-details

Get detailed information about an App Store app

list

app-store-list

Retrieve apps from iTunes collections

search

app-store-search

Search for apps on the App Store

developer

app-store-developer

Get apps by a developer

privacy

app-store-privacy

Get privacy details for an app

suggest

app-store-suggest

Get search suggestions

similar

app-store-similar

Get similar apps

reviews

app-store-reviews

Get app reviews

ratings

app-store-ratings

Get app ratings

versionHistory

app-store-version-history

Get app version history

Google Play API Coverage

API Function

Implemented

MCP Tool Name

Description

app

google-play-details

Get detailed app information

list

google-play-list

Retrieve apps from collections

search

google-play-search

Search for apps

developer

google-play-developer

Get apps by developer

suggest

google-play-suggest

Get search suggestions

reviews

google-play-reviews

Get app reviews

similar

google-play-similar

Get similar apps

permissions

google-play-permissions

Get app permissions

datasafety

google-play-datasafety

Get data safety information

categories

google-play-categories

Get list of categories

Related MCP server: mcp-appstore

Usage

Start the MCP server:

node src/server.js

The server exposes tools that can be used through any MCP client. For example, using Claude for Desktop, you can:

  • Search for apps across both stores

  • Get detailed app information

  • Read reviews and ratings

  • Find similar apps

  • Check app privacy and permissions

  • And more

Usage Examples

// Get top free iOS apps
{
  "name": "app-store-list",
  "params": {
    "collection": "topfreeapplications",
    "num": 10
  }
}

// Get top paid Android games
{
  "name": "google-play-list",
  "params": {
    "collection": "TOP_PAID",
    "category": "GAME",
    "num": 10
  }
}

Test with MCP Inspector

npm run test:inspector

MCP Inspector

Test with mcp-cli

npx @wong2/mcp-cli npx -y "app-insight-mcp"

Usage with Claude Desktop

Add this to your claude_desktop_config.json:

Installing via Smithery

To install App Market Intelligence for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @JiantaoFu/appinsightmcp --client claude

Docker

{
  "mcpServers": {
    "app-insight-mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "app-insight-mcp"
      ]
    }
  }
}

NPX

{
  "mcpServers": {
    "app-insight-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@jeromyfu/app-insight-mcp"
      ]
    }
  }
}

Build

Docker build:

docker build -t app-insight-mcp -f Dockerfile .

Error Handling

All tools include error handling and will return appropriate error messages if:

  • Required parameters are missing

  • API calls fail

  • Rate limits are hit

  • Invalid IDs or parameters are provided

Contributing

Feel free to contribute by:

  1. Implementing missing features

  2. Improving error handling

  3. Adding more API capabilities

  4. Enhancing documentation

License

MIT

Available Tools

20 tools
app-store-detailsC

Get detailed information about an App Store app. Returns an object with:

  • id: App Store ID number

  • appId: Bundle ID (e.g. 'com.company.app')

  • title: App name

  • url: App Store URL

  • description: Full app description

  • icon: Icon URL

  • genres: Array of category names

  • genreIds: Array of category IDs

  • primaryGenre: Main category name

  • primaryGenreId: Main category ID

  • contentRating: Content rating (e.g. '4+')

  • languages: Array of language codes

  • size: App size in bytes

  • requiredOsVersion: Minimum iOS version required

  • released: Initial release date (ISO string)

  • updated: Last update date (ISO string)

  • releaseNotes: Latest version changes

  • version: Current version string

  • price: Price in USD

  • currency: Price currency code

  • free: Boolean indicating if app is free

  • developerId: Developer's ID

  • developer: Developer name

  • developerUrl: Developer's App Store URL

  • developerWebsite: Developer's website URL if available

  • score: Current rating (0-5)

  • reviews: Total number of ratings

  • currentVersionScore: Current version rating (0-5)

  • currentVersionReviews: Current version review count

  • screenshots: Array of screenshot URLs

  • ipadScreenshots: Array of iPad screenshot URLs

  • appletvScreenshots: Array of Apple TV screenshot URLs

  • supportedDevices: Array of supported device IDs

  • ratings: Total number of ratings (when ratings option enabled)

  • histogram: Rating distribution by star level (when ratings option enabled)

ParametersJSON Schema
NameRequiredDescriptionDefault
idNoNumeric App ID (e.g., 553834731). Either this or appId must be provided.
appIdNoBundle ID (e.g., 'com.midasplayer.apps.candycrushsaga'). Either this or id must be provided.
countryNoCountry code to get app details from (default: us). Also affects data language.us
langNoLanguage code for result text. If not provided, uses country-specific language.
ratingsNoLoad additional ratings information like ratings count and histogram

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It lists return fields but does not disclose behavioral traits such as rate limits, authentication needs, error handling, or data freshness. The mention of 'when ratings option enabled' hints at conditional behavior but lacks full transparency.

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

Conciseness3/5

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

The description is front-loaded with a clear purpose statement, but the extensive list of return fields (over 30 items) makes it verbose. While informative, this bulk could be streamlined or moved to an output schema if available, reducing clutter in the description.

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?

Given the complexity (5 parameters, no output schema, no annotations), the description is partially complete. It details return values extensively, which compensates for the lack of output schema, but misses behavioral context and usage guidelines. This leaves gaps for effective tool invocation.

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 all parameters thoroughly. The description adds no parameter-specific information beyond what the schema provides, such as examples or constraints. With high schema coverage, the baseline score of 3 is appropriate.

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 clearly states the tool's purpose: 'Get detailed information about an App Store app.' It specifies the verb ('Get') and resource ('App Store app'), but does not explicitly differentiate it from siblings like 'app-store-search' or 'app-store-developer', which likely have overlapping or related purposes.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. With siblings like 'app-store-search' (likely for finding apps) and 'app-store-developer' (likely for developer info), there is no indication of context, prerequisites, or exclusions for using this detailed info tool.

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

app-store-developerA

Get apps by a developer on the App Store. Returns a list of apps with:

  • id: App Store ID number

  • appId: Bundle ID (e.g. 'com.company.app')

  • title: App name

  • icon: Icon image URL

  • url: App Store URL

  • price: Price in USD

  • currency: Price currency code

  • free: Boolean indicating if app is free

  • description: App description

  • developer: Developer name

  • developerUrl: Developer's App Store URL

  • developerId: Developer's ID

  • genre: App category name

  • genreId: Category ID

  • released: Release date (ISO string)

ParametersJSON Schema
NameRequiredDescriptionDefault
devIdYesiTunes artist ID of the developer (e.g., 284882218 for Facebook)
countryNoCountry code to get app details from (default: us). Also affects data language.us
langNoLanguage code for result text. If not provided, uses country-specific language.

TDQS

A3.5/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It describes the return format well but doesn't mention important behavioral aspects like whether this is a read-only operation, potential rate limits, authentication requirements, error conditions, or pagination behavior for large result sets.

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

Conciseness5/5

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

The description is perfectly structured: a clear purpose statement followed by a bulleted list of return fields. Every sentence earns its place, with zero wasted words. The bullet format makes return values easily scannable.

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?

For a read-only query tool with 3 parameters and no output schema, the description adequately covers the purpose and return format. However, it lacks important contextual information about behavioral constraints (rate limits, authentication), error handling, and how it differs from sibling tools, which would be needed for optimal agent usage.

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 fully documents all three parameters. The description doesn't add any additional parameter semantics beyond what's in the schema. This meets the baseline 3 score when schema does the heavy lifting.

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

Purpose5/5

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

The description clearly states the specific action ('Get apps by a developer') and resource ('on the App Store'), with a detailed list of returned fields. It distinguishes from siblings like app-store-search (general search) and app-store-details (single app details) by focusing on developer-specific retrieval.

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?

The description implies usage context (when you want apps from a specific developer), but doesn't explicitly state when to use this tool versus alternatives like app-store-search (for keyword searches) or app-store-developer (Google Play equivalent). No explicit exclusions or prerequisites are provided.

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

app-store-listB

Get apps from iTunes collections. Returns a list of apps with:

  • id: App Store ID number

  • appId: Bundle ID (e.g. 'com.company.app')

  • title: App name

  • icon: Icon image URL

  • url: App Store URL

  • price: Price in USD

  • currency: Price currency code

  • free: Boolean indicating if app is free

  • description: App description

  • developer: Developer name

  • developerUrl: Developer's App Store URL

  • developerId: Developer's ID

  • genre: App category name

  • genreId: Category ID

  • released: Release date (ISO string)

ParametersJSON Schema
NameRequiredDescriptionDefault
collectionYesCollection to fetch from. Available collections: - newapplications: New iOS applications - newfreeapplications: New free iOS applications - newpaidapplications: New paid iOS applications - topfreeapplications: Top free iOS applications - topfreeipadapplications: Top free iPad applications - topgrossingapplications: Top grossing iOS applications - topgrossingipadapplications: Top grossing iPad applications - toppaidapplications: Top paid iOS applications - toppaidipadapplications: Top paid iPad applications
categoryNoCategory ID to filter by. Available categories: Main Categories: - 6000: BUSINESS - 6001: WEATHER - 6002: UTILITIES - 6003: TRAVEL - 6004: SPORTS - 6005: SOCIAL_NETWORKING - 6006: REFERENCE - 6007: PRODUCTIVITY - 6008: PHOTO_AND_VIDEO - 6009: NEWS - 6010: NAVIGATION - 6011: MUSIC - 6012: LIFESTYLE - 6013: HEALTH_AND_FITNESS - 6014: GAMES - 6015: FINANCE - 6016: ENTERTAINMENT - 6017: EDUCATION - 6018: BOOKS - 6020: MEDICAL - 6021: MAGAZINES_AND_NEWSPAPERS - 6022: CATALOGS - 6023: FOOD_AND_DRINK - 6024: SHOPPING Games Subcategories: - 7001: ACTION - 7002: ADVENTURE - 7003: ARCADE - 7004: BOARD - 7005: CARD - 7006: CASINO - 7007: DICE - 7008: EDUCATIONAL - 7009: FAMILY - 7011: MUSIC - 7012: PUZZLE - 7013: RACING - 7014: ROLE_PLAYING - 7015: SIMULATION - 7016: SPORTS - 7017: STRATEGY - 7018: TRIVIA - 7019: WORD Magazine Subcategories: - 13001: POLITICS - 13002: FASHION - 13003: HOME - 13004: OUTDOORS - 13005: SPORTS - 13006: AUTOMOTIVE - 13007: ARTS - 13008: WEDDINGS - 13009: BUSINESS - 13010: CHILDREN - 13011: COMPUTER - 13012: FOOD - 13013: CRAFTS - 13014: ELECTRONICS - 13015: ENTERTAINMENT - 13017: HEALTH - 13018: HISTORY - 13019: LITERARY - 13020: MEN - 13021: MOVIES_AND_MUSIC - 13023: FAMILY - 13024: PETS - 13025: PROFESSIONAL - 13026: REGIONAL - 13027: SCIENCE - 13028: TEENS - 13029: TRAVEL - 13030: WOMEN
langNoLanguage code for result text. If not provided, uses country-specific language.
fullDetailNoGet full app details including ratings, reviews etc (default: false)
countryNoCountry code (default: us)us
numNoNumber of results (default: 50, max: 200)

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. While it describes the return format thoroughly, it doesn't mention important behavioral aspects like rate limits, authentication requirements, pagination behavior (beyond the 'num' parameter), or whether this is a read-only operation. For a tool with 6 parameters and no annotation coverage, this represents significant gaps in behavioral transparency.

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

Conciseness5/5

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

The description is perfectly structured and concise - a single introductory sentence followed by a clear bulleted list of return fields. Every element serves a purpose: the opening establishes the action, and the bullets provide essential output information. There's zero wasted text or redundancy.

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?

For a tool with 6 parameters, no annotations, and no output schema, the description provides good coverage of the return format but misses important contextual elements. It doesn't explain behavioral constraints, usage patterns, or how this tool relates to its siblings. The output format documentation is thorough, but other aspects of tool context are underdeveloped given the complexity.

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?

The description provides no parameter information beyond what's already in the schema. However, with 100% schema description coverage where all parameters have detailed descriptions, the baseline score is 3. The description doesn't add any additional parameter context, but the schema already does excellent work documenting each parameter's purpose and options.

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 clearly states the action ('Get apps from iTunes collections') and resource ('apps'), making the purpose immediately understandable. However, it doesn't explicitly differentiate this list-focused tool from its sibling tools like app-store-search or app-store-details, which would be needed for a perfect score.

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

Usage Guidelines2/5

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

The description provides no guidance about when to use this tool versus alternatives. With multiple sibling tools available (app-store-search, app-store-details, etc.), there's no indication of when this collection-based listing is appropriate versus searching for specific apps or getting detailed information about individual apps.

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

app-store-privacyA

Get privacy details for an App Store app. Returns an object with:

  • managePrivacyChoicesUrl: URL to manage privacy choices (if available)

  • privacyTypes: Array of privacy data types, each containing:

    • privacyType: Name of the privacy category

    • identifier: Unique identifier for the privacy type

    • description: Detailed description of how data is used

    • dataCategories: Array of data categories, each containing:

      • dataCategory: Category name

      • identifier: Category identifier

      • dataTypes: Array of specific data types collected

    • purposes: Array of purposes for data collection Note: Currently only available for US App Store.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesNumeric App ID (e.g., 553834731)

TDQS

A4/5.0
Behavior4/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It effectively describes the return structure in detail (object with managePrivacyChoicesUrl, privacyTypes array, etc.) and notes the geographic limitation ('only available for US App Store'), which are crucial behavioral traits. It does not mention error handling, rate limits, or authentication needs, but provides substantial context beyond the basic purpose.

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

Conciseness5/5

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

The description is appropriately sized and front-loaded: it starts with the core purpose, immediately details the return structure in a clear bulleted list, and ends with a critical note on availability. Every sentence earns its place by providing essential information without redundancy or fluff.

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

Completeness4/5

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

Given the complexity of returning structured privacy data, no annotations, and no output schema, the description does a strong job by detailing the return object structure extensively. It covers the key components (managePrivacyChoicesUrl, privacyTypes with nested arrays) and adds the geographic limitation. However, it lacks information on error cases or response formats for missing data, which slightly reduces completeness for a tool with no structured output schema.

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?

The input schema has 100% description coverage, with the 'id' parameter clearly documented as 'Numeric App ID (e.g., 553834731).' The description adds no additional parameter information, as it focuses on the output structure. According to the rules, when schema coverage is high (>80%), the baseline score is 3 even without param details in the description, which applies here.

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

Purpose5/5

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

The description clearly states the specific action ('Get privacy details') and resource ('for an App Store app'), distinguishing it from sibling tools like app-store-details, app-store-ratings, or google-play-datasafety. It precisely defines the scope as privacy information rather than general details, ratings, or other app metadata.

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?

The description implies usage context by specifying 'Currently only available for US App Store,' which provides a geographic limitation. However, it lacks explicit guidance on when to use this tool versus alternatives like google-play-datasafety for Android apps or other App Store tools for non-privacy data, and does not mention prerequisites or exclusions beyond the geographic note.

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

app-store-ratingsB

Get ratings for an App Store app. Returns an object with:

  • ratings: Total number of ratings

  • histogram: Distribution of ratings by star level (1-5)

ParametersJSON Schema
NameRequiredDescriptionDefault
idNoNumeric App ID (e.g., 553834731). Either this or appId must be provided.
appIdNoBundle ID (e.g., 'com.midasplayer.apps.candycrushsaga'). Either this or id must be provided.
countryNoCountry code to get ratings from (default: us)us

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It describes the return format (object with ratings count and histogram), which is helpful, but doesn't mention important behavioral aspects like whether this requires authentication, rate limits, error conditions, or whether the data is real-time or cached. The description adds some value but leaves significant gaps.

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

Conciseness5/5

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

The description is perfectly concise and well-structured. The first sentence states the core purpose, followed by a clear bulleted list of return values. Every sentence earns its place with no wasted words, and the information is front-loaded effectively.

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?

Given no annotations and no output schema, the description provides basic return format information which is helpful. However, for a data retrieval tool with 3 parameters, it should ideally cover more behavioral context like authentication requirements, data freshness, or error handling. The description is minimally adequate but has clear gaps in completeness.

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 all three parameters thoroughly. The description doesn't add any parameter semantics beyond what's in the schema - it doesn't explain parameter relationships, provide examples beyond what's in schema descriptions, or clarify edge cases. Baseline 3 is appropriate when 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 clearly states the tool's purpose: 'Get ratings for an App Store app' with specific verb ('Get') and resource ('ratings for an App Store app'). It distinguishes from some siblings like 'app-store-details' or 'app-store-reviews' by focusing on ratings data, but doesn't explicitly differentiate from all possible alternatives.

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

Usage Guidelines2/5

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

No guidance is provided about when to use this tool versus alternatives. While the description implies this is for App Store ratings specifically, it doesn't mention when to choose this over similar tools like 'app-store-reviews' or 'google-play-ratings' (if such a tool existed), nor does it specify prerequisites or constraints beyond what's in the schema.

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

app-store-reviewsB

Get reviews for an App Store app. Returns an array of reviews with:

  • id: Review ID

  • userName: Reviewer's name

  • userUrl: Reviewer's profile URL

  • version: App version reviewed

  • score: Rating (1-5)

  • title: Review title

  • text: Review content

  • url: Review URL

  • updated: Review date (ISO string)

ParametersJSON Schema
NameRequiredDescriptionDefault
idNoNumeric App ID (e.g., 553834731). Either this or appId must be provided.
appIdNoBundle ID (e.g., 'com.midasplayer.apps.candycrushsaga'). Either this or id must be provided.
countryNoCountry code to get reviews from (default: us)us
pageNoPage number to retrieve (default: 1, max: 10)
sortNoSort order (recent or helpful)recent

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It describes the return format (array of reviews with specific fields) but lacks critical behavioral details: it doesn't mention whether this is a read-only operation, if it requires authentication, rate limits, pagination behavior beyond the 'page' parameter, or error handling. The description is insufficient for a tool with 5 parameters and no annotation coverage.

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?

The description is appropriately sized and front-loaded with the core purpose. The bulleted list of return fields is well-structured and informative. However, the second sentence starting with 'Returns an array...' could be more concise, and the description lacks any concluding context about limitations or usage.

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?

Given the tool's moderate complexity (5 parameters, no output schema, no annotations), the description is partially complete. It clearly explains what the tool returns but doesn't address behavioral aspects like safety, performance, or error conditions. The absence of an output schema means the description must fully document return values, which it does adequately with the bulleted list, but other contextual gaps remain.

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?

The schema description coverage is 100%, so the schema already fully documents all 5 parameters. The description adds no parameter-specific information beyond what's in the schema (e.g., it doesn't clarify the relationship between 'id' and 'appId' or provide examples of valid country codes). This meets the baseline for high schema coverage but doesn't add extra value.

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

Purpose5/5

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

The description clearly states the verb ('Get') and resource ('reviews for an App Store app'), making the purpose specific and unambiguous. It distinguishes from siblings like 'app-store-ratings' (which likely provides aggregated ratings) and 'app-store-details' (which provides app metadata) by focusing on individual review data.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It doesn't mention siblings like 'google-play-reviews' (for Android apps) or 'app-store-ratings' (for aggregated scores), nor does it specify prerequisites or use cases beyond the basic function. This leaves the agent without context for tool selection.

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

app-store-similarA

Get similar apps ('customers also bought') from the App Store. Returns a list of apps with:

  • id: App Store ID number

  • appId: Bundle ID (e.g. 'com.company.app')

  • title: App name

  • icon: Icon image URL

  • url: App Store URL

  • price: Price in USD

  • currency: Price currency code

  • free: Boolean indicating if app is free

  • description: App description

  • developer: Developer name

  • developerUrl: Developer's App Store URL

  • developerId: Developer's ID

  • genre: App category name

  • genreId: Category ID

  • released: Release date (ISO string)

ParametersJSON Schema
NameRequiredDescriptionDefault
idNoNumeric App ID (e.g., 553834731). Either this or appId must be provided.
appIdNoBundle ID (e.g., 'com.midasplayer.apps.candycrushsaga'). Either this or id must be provided.

TDQS

A3.6/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. While it clearly describes the return format (a list of apps with specific fields), it lacks critical behavioral information: whether this requires authentication, rate limits, pagination handling, error conditions, or what happens when neither id nor appId is provided (both are optional in schema). For a read operation with zero annotation coverage, this is insufficient.

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?

The description is appropriately sized and front-loaded with the core purpose in the first sentence. The bulleted list of return fields is necessary for clarity given no output schema, though it makes the description longer. Every element serves a purpose with minimal waste.

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?

Given no annotations and no output schema, the description does well by documenting the return format in detail. However, it misses important contextual elements: authentication requirements, rate limits, error handling, and the implications of the optional parameters (what happens if neither is provided?). For a tool with 2 parameters and rich return data, this leaves gaps in operational understanding.

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%, with both parameters clearly documented in the schema itself (id as numeric App ID, appId as bundle ID, with 'either/or' requirement). The description adds no additional parameter semantics beyond what's already in the schema, so it meets the baseline but doesn't provide extra value.

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

Purpose5/5

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

The description clearly states the verb ('Get similar apps') and resource ('from the App Store'), with the parenthetical 'customers also bought' providing additional context. It explicitly distinguishes this tool from its sibling 'app-store-details' and 'app-store-search' by focusing on similarity recommendations rather than direct lookups or searches.

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?

The description implies usage context by specifying it's for finding similar apps based on an existing app, which naturally distinguishes it from search or detail tools. However, it doesn't explicitly state when NOT to use this tool or name specific alternatives among the many siblings (like 'app-store-search' for broader queries).

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

app-store-suggestC

Get search suggestions from the App Store. Returns an array of objects with:

  • term: Suggested search term Each suggestion has a priority from 0 (low traffic) to 10000 (most searched)

ParametersJSON Schema
NameRequiredDescriptionDefault
termYesSearch term to get suggestions for

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It mentions the return format (array of objects with 'term' and priority) but doesn't cover critical aspects like rate limits, authentication needs, error conditions, or whether it's a read-only operation. For a tool with no annotations, this leaves significant behavioral gaps.

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?

The description is appropriately concise with two sentences that efficiently convey the core functionality and return format. The bullet-point style for return details is clear, though it could be slightly more structured. There's minimal wasted text, earning a high score for efficiency.

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?

Given the tool's moderate complexity (single parameter, no output schema, no annotations), the description is partially complete. It explains what the tool does and the return format but misses behavioral context and usage guidelines. Without annotations or output schema, more detail would be helpful, but it meets minimum viability for a simple lookup tool.

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?

The input schema has 100% description coverage, with the single parameter 'term' clearly documented. The description adds no additional parameter semantics beyond what's in the schema. According to the rules, when schema coverage is high (>80%), the baseline score is 3 even without parameter info in the description.

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 clearly states the tool's purpose: 'Get search suggestions from the App Store.' It specifies the verb ('Get') and resource ('search suggestions'), making the function unambiguous. However, it doesn't explicitly differentiate from sibling tools like 'app-store-search' or 'google-play-suggest,' which would be needed for a perfect score.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. With siblings like 'app-store-search' and 'google-play-suggest' available, there's no indication of whether this is for autocomplete, pre-search filtering, or other contexts. The lack of usage context leaves the agent guessing about appropriate scenarios.

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

app-store-version-historyB

Get version history for an App Store app. Returns an array of versions with:

  • versionDisplay: Version number string

  • releaseNotes: Update description

  • releaseDate: Release date (YYYY-MM-DD)

  • releaseTimestamp: Release date and time (ISO string)

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesNumeric App ID (e.g., 444934666)

TDQS

B3.3/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It describes the return format (array of versions with specific fields) but lacks critical behavioral details such as whether this is a read-only operation, potential rate limits, authentication requirements, or error handling for invalid IDs. The description is insufficient for a tool with no annotation coverage.

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

Conciseness5/5

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

The description is front-loaded with the core purpose ('Get version history for an App Store app') and efficiently lists the return fields in a bulleted format. Every sentence earns its place by providing essential information without redundancy or fluff, making it highly concise and well-structured.

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?

Given the tool's moderate complexity (single parameter, no output schema, no annotations), the description is partially complete. It explains the return format clearly, which compensates for the lack of output schema, but fails to address behavioral aspects like safety or constraints. It is adequate for basic use but has gaps in guidance and transparency.

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?

The input schema has 100% description coverage, with the 'id' parameter documented as 'Numeric App ID (e.g., 444934666)'. The description adds no additional parameter information beyond what the schema provides, such as format constraints or examples. Baseline 3 is appropriate since the schema does the heavy lifting.

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

Purpose5/5

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

The description clearly states the tool's purpose with a specific verb ('Get') and resource ('version history for an App Store app'), distinguishing it from siblings like app-store-details or app-store-reviews by focusing on historical version data rather than current details or user feedback.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites, such as needing an App ID, or differentiate from similar tools like app-store-details, which might overlap in functionality. Usage is implied but not explicitly stated.

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

google-play-categoriesA

Get list of all Google Play categories. Returns an array of category identifiers like:

  • 'APPLICATION': All applications

  • 'GAME': All games

  • 'ANDROID_WEAR': Wear OS apps

  • 'SOCIAL': Social apps

  • 'PRODUCTIVITY': Productivity apps etc.

These category IDs can be used with the google-play-list tool to filter apps by category. Sample response: ['AUTO_AND_VEHICLES', 'LIBRARIES_AND_DEMO', 'LIFESTYLE', ...]

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

A4.5/5.0
Behavior4/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It clearly describes what the tool returns ('Returns an array of category identifiers'), provides examples of the output format, and mentions a sample response. However, it doesn't address potential limitations like rate limits or authentication requirements.

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?

The description is efficiently structured with a clear purpose statement, examples, and usage guidance in three concise paragraphs. Every sentence adds value, though the bulleted list of examples could be slightly condensed.

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

Completeness4/5

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

For a zero-parameter tool with no output schema, the description provides good context: it explains what the tool does, shows example outputs, and connects it to related tools. However, without annotations or output schema, it could benefit from more explicit behavioral details like response format guarantees.

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

Parameters4/5

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

The tool has 0 parameters with 100% schema description coverage, so the baseline is 4. The description appropriately doesn't discuss parameters since none exist, focusing instead on the output and usage context.

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

Purpose5/5

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

The description clearly states the specific action ('Get list of all Google Play categories') and resource ('Google Play categories'), distinguishing it from sibling tools like google-play-list which filters apps by category. It explicitly names the tool's purpose without being tautological.

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

Usage Guidelines5/5

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

The description explicitly states when to use this tool ('These category IDs can be used with the google-play-list tool to filter apps by category'), providing clear guidance on its purpose in relation to an alternative tool. It effectively distinguishes this from other sibling tools that perform different operations.

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

google-play-datasafetyB

Get data safety information for a Google Play app. Returns an object with:

  • dataShared: Array of shared data items, each containing:

    • data: Name of the data being shared (e.g., 'User IDs')

    • optional: Boolean indicating if sharing is optional

    • purpose: Comma-separated list of purposes (e.g., 'Analytics, Marketing')

    • type: Category of data (e.g., 'Personal info')

  • dataCollected: Array of collected data items with same structure as dataShared

  • securityPractices: Array of security practices, each containing:

    • practice: Name of the security practice

    • description: Detailed description of the practice

  • privacyPolicyUrl: URL to the app's privacy policy

Data types can include: Personal info, Financial info, Messages, Contacts, App activity, App info and performance, Device or other IDs

ParametersJSON Schema
NameRequiredDescriptionDefault
appIdYesGoogle Play package name (e.g., 'com.dxco.pandavszombies')
langNoLanguage code for data safety info (default: en)en

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It describes the return structure but doesn't mention important behavioral aspects like rate limits, authentication requirements, error conditions, or whether this is a read-only operation. The description is purely structural without operational context.

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?

The description is appropriately sized and front-loaded with the core purpose, followed by a structured breakdown of the return object. While comprehensive, every sentence serves a purpose in explaining the output format, making it efficient despite its length.

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?

For a read operation with 2 parameters and no output schema, the description adequately explains what information is returned. However, without annotations and with no output schema, it lacks important contextual details like error handling, data freshness, or limitations that would help an agent use it effectively.

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 fully documents both parameters. The description adds no additional parameter information beyond what's in the schema, maintaining the baseline score of 3 where the schema does the heavy lifting for parameter documentation.

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

Purpose5/5

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

The description clearly states the specific action ('Get data safety information') and resource ('for a Google Play app'), distinguishing it from sibling tools like 'google-play-details' or 'google-play-permissions' by focusing exclusively on data safety information rather than general details or permissions.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It doesn't mention sibling tools like 'app-store-privacy' or explain the difference between data safety and privacy policy information, leaving the agent to infer usage context independently.

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

google-play-detailsC

Get detailed information about a Google Play app. Returns an object with:

  • title: App name

  • description: Full app description

  • descriptionHTML: Description with HTML formatting

  • summary: Short description

  • installs: Install count range

  • minInstalls: Minimum install count

  • maxInstalls: Maximum install count

  • score: Average rating (0-5)

  • scoreText: Rating display text

  • ratings: Total number of ratings

  • reviews: Total number of reviews

  • histogram: Rating distribution by star level

  • price: Price in local currency

  • free: Boolean indicating if app is free

  • currency: Price currency code

  • priceText: Formatted price string

  • offersIAP: Boolean indicating in-app purchases

  • IAPRange: Price range for in-app purchases

  • androidVersion: Minimum Android version required

  • androidVersionText: Formatted Android version text

  • developer: Developer name

  • developerId: Developer ID

  • developerEmail: Developer contact email

  • developerWebsite: Developer website URL

  • developerAddress: Developer physical address

  • genre: App category

  • genreId: Category ID

  • icon: Icon URL

  • headerImage: Feature graphic URL

  • screenshots: Array of screenshot URLs

  • contentRating: Content rating (e.g. 'Everyone')

  • contentRatingDescription: Content rating details

  • adSupported: Boolean indicating if app shows ads

  • released: Release date

  • updated: Last update date

  • version: Current version string

  • recentChanges: Latest version changes

  • preregister: Boolean indicating if app is in pre-registration

  • editorsChoice: Boolean indicating Editor's Choice status

  • features: Array of special features

ParametersJSON Schema
NameRequiredDescriptionDefault
appIdYesGoogle Play package name (e.g., 'com.google.android.apps.translate')
langNoLanguage code for result text (default: en)en
countryNoCountry code to check app availability (default: us)us

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It lists return fields but does not mention critical behaviors like rate limits, authentication requirements, error conditions, or data freshness. For a tool with no annotations, this is a significant gap in transparency.

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?

The description is well-structured and front-loaded with the core purpose, followed by a detailed list of return fields. While lengthy due to the exhaustive field enumeration, every sentence serves a purpose—clarifying the output structure. Some redundancy in field descriptions (e.g., 'Boolean indicating...') could be trimmed for efficiency.

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?

Given the tool's complexity (3 parameters, no output schema, no annotations), the description is moderately complete. It thoroughly documents the return format, which compensates for the lack of output schema. However, it misses behavioral context (e.g., error handling, rate limits) and usage guidelines, leaving gaps for the agent.

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?

The input schema has 100% description coverage, clearly documenting the three parameters (appId, lang, country). The description adds no additional parameter information beyond what the schema provides, such as examples or constraints. With high schema coverage, the baseline score of 3 is appropriate.

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 clearly states the tool's purpose: 'Get detailed information about a Google Play app.' It specifies the verb ('Get') and resource ('Google Play app'), making the function unambiguous. However, it does not explicitly differentiate from sibling tools like 'google-play-search' or 'google-play-developer', which prevents a perfect score.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. With many sibling tools available (e.g., 'google-play-search', 'google-play-developer', 'google-play-reviews'), there is no indication of context, prerequisites, or exclusions. This leaves the agent without direction on tool selection.

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

google-play-developerA

Get apps by a developer on Google Play. Returns a list of apps with:

  • url: Play Store URL

  • appId: Package name (e.g. 'com.company.app')

  • title: App name

  • summary: Short app description

  • developer: Developer name

  • developerId: Developer ID

  • icon: Icon image URL

  • score: Rating (0-5)

  • scoreText: Rating display text

  • priceText: Price display text

  • free: Boolean indicating if app is free

ParametersJSON Schema
NameRequiredDescriptionDefault
devIdYesDeveloper name (e.g., 'DxCo Games')
langNoLanguage code for result text (default: en)en
countryNoCountry code to get results from (default: us)us
numNoNumber of results to retrieve (default: 60)
fullDetailNoInclude full app details in results (default: false), If fullDetail is true, includes all fields from app details endpoint.

TDQS

A3.5/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It describes the return format in detail but lacks behavioral context such as rate limits, authentication needs, error handling, or whether it's a read-only operation (implied by 'Get' but not explicit). This is a significant gap for a tool with no annotation coverage.

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

Conciseness5/5

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

The description is front-loaded with the core purpose, followed by a bulleted list of return fields that is well-structured and easy to parse. Every sentence earns its place, with no redundant or verbose language, making it highly efficient.

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?

Given no annotations and no output schema, the description compensates by detailing the return format, which is helpful. However, it lacks context on behavioral aspects like rate limits or errors, and does not explain how parameters like 'fullDetail' affect the output beyond the schema. This leaves gaps for a tool with 5 parameters and no annotation support.

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 all 5 parameters thoroughly. The description does not add any parameter-specific information beyond what the schema provides, such as examples or usage tips. Baseline 3 is appropriate as the schema handles the heavy lifting.

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

Purpose5/5

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

The description clearly states the tool's purpose with specific verb ('Get apps') and resource ('by a developer on Google Play'), and distinguishes it from siblings like 'google-play-search' or 'google-play-list' by focusing on developer-specific retrieval. It explicitly mentions what it returns, making its function unambiguous.

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?

The description implies usage when you need apps from a specific developer, but does not explicitly state when to use this tool versus alternatives like 'google-play-search' (for broader queries) or 'google-play-list' (for general listings). No exclusions or prerequisites are mentioned, leaving some ambiguity for the agent.

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

google-play-listB

Get apps from Google Play collections. Returns a list of apps with:

  • url: Play Store URL

  • appId: Package name (e.g., 'com.company.app')

  • title: App name

  • summary: Short description

  • developer: Developer name

  • developerId: Developer ID

  • icon: Icon URL

  • score: Rating (0-5)

  • scoreText: Rating display text

  • priceText: Price display text

  • free: Boolean indicating if app is free

When fullDetail is true, includes all fields from app details endpoint.

ParametersJSON Schema
NameRequiredDescriptionDefault
collectionNoCollection to fetch apps from (default: TOP_FREE). Available collections: - TOP_FREE: Top free applications - TOP_PAID: Top paid applications - GROSSING: Top grossing applicationsTOP_FREE
categoryNoCategory to filter by. Available categories: Main Categories: - APPLICATION: All applications - ANDROID_WEAR: Wear OS apps - ART_AND_DESIGN: Art & Design - AUTO_AND_VEHICLES: Auto & Vehicles - BEAUTY: Beauty - BOOKS_AND_REFERENCE: Books & Reference - BUSINESS: Business - COMICS: Comics - COMMUNICATION: Communication - DATING: Dating - EDUCATION: Education - ENTERTAINMENT: Entertainment - EVENTS: Events - FINANCE: Finance - FOOD_AND_DRINK: Food & Drink - HEALTH_AND_FITNESS: Health & Fitness - HOUSE_AND_HOME: House & Home - LIFESTYLE: Lifestyle - MAPS_AND_NAVIGATION: Maps & Navigation - MEDICAL: Medical - MUSIC_AND_AUDIO: Music & Audio - NEWS_AND_MAGAZINES: News & Magazines - PARENTING: Parenting - PERSONALIZATION: Personalization - PHOTOGRAPHY: Photography - PRODUCTIVITY: Productivity - SHOPPING: Shopping - SOCIAL: Social - SPORTS: Sports - TOOLS: Tools - TRAVEL_AND_LOCAL: Travel & Local - VIDEO_PLAYERS: Video Players - WATCH_FACE: Watch Faces - WEATHER: Weather Game Categories: - GAME: All Games - GAME_ACTION: Action Games - GAME_ADVENTURE: Adventure Games - GAME_ARCADE: Arcade Games - GAME_BOARD: Board Games - GAME_CARD: Card Games - GAME_CASINO: Casino Games - GAME_CASUAL: Casual Games - GAME_EDUCATIONAL: Educational Games - GAME_MUSIC: Music Games - GAME_PUZZLE: Puzzle Games - GAME_RACING: Racing Games - GAME_ROLE_PLAYING: Role Playing Games - GAME_SIMULATION: Simulation Games - GAME_SPORTS: Sports Games - GAME_STRATEGY: Strategy Games - GAME_TRIVIA: Trivia Games - GAME_WORD: Word Games - FAMILY: Family Games
ageNoAge range filter (only for FAMILY category). Options: FIVE_UNDER, SIX_EIGHT, NINE_UP
numNoNumber of apps to retrieve (default: 500)
langNoLanguage code for result text (default: en)en
countryNoCountry code to get results from (default: us)us
fullDetailNoInclude full app details in results (default: false)

TDQS

B3.4/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It discloses the return format (list of apps with fields) and the effect of the fullDetail parameter, but lacks critical behavioral details such as rate limits, authentication needs, pagination behavior, error handling, or whether this is a read-only operation. For a tool with no annotations, this leaves significant gaps in understanding its operational characteristics.

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?

The description is appropriately sized and front-loaded with the core purpose. It uses a bulleted list for return fields efficiently, and the second sentence adds important context about fullDetail. There is no wasted text, though it could be slightly more structured (e.g., separating purpose from return details more clearly).

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?

Given the complexity (7 parameters, no annotations, no output schema), the description is moderately complete. It covers the purpose and return format, but lacks behavioral transparency (e.g., rate limits, auth) and does not explain output beyond field names. Without annotations or output schema, the description should do more to compensate, but it at least provides a clear overview of what the tool does and returns.

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 all parameters thoroughly with descriptions, defaults, and enums. The description adds minimal value beyond the schema by mentioning the effect of fullDetail (includes all fields from app details endpoint) and listing return fields, but does not provide additional semantic context for parameters like collection or category beyond what's in the schema. Baseline 3 is appropriate when schema does the heavy lifting.

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

Purpose5/5

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

The description clearly states the verb 'Get apps from Google Play collections' and specifies the resource (apps from collections). It distinguishes from siblings like google-play-details, google-play-search, and google-play-similar by focusing on collection-based listing rather than details, search, or similarity. The description is specific about what it returns (a list of apps with enumerated fields).

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?

The description implies usage for fetching apps from collections (e.g., top free, top paid), but does not explicitly state when to use this tool versus alternatives like google-play-search (for query-based retrieval) or google-play-details (for individual app details). No explicit exclusions or prerequisites are mentioned, leaving usage context somewhat implied rather than clearly defined.

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

google-play-permissionsA

Get permissions required by a Google Play app. Returns a list of permissions with:

  • permission: Description of the permission (e.g., 'modify storage contents')

  • type: Permission category (e.g., 'Storage', 'Network')

When short=true, returns just an array of permission strings. Note: Permissions are returned in the specified language.

ParametersJSON Schema
NameRequiredDescriptionDefault
appIdYesGoogle Play package name (e.g., 'com.dxco.pandavszombies')
langNoLanguage code for permission text (default: en)en
countryNoCountry code to check app (default: us)us
shortNoReturn only permission names without categories (default: false)

TDQS

A3.5/5.0
Behavior3/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It does well by describing the return format (list of permissions with fields) and the effect of the 'short' parameter. However, it doesn't mention potential limitations like rate limits, authentication requirements, error conditions, or whether this is a read-only operation (though 'Get' implies reading). The description adds useful context but leaves gaps in behavioral understanding.

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

Conciseness5/5

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

The description is perfectly structured and concise. It starts with the core purpose, immediately describes the return format with clear bullet points, then adds two important notes about the 'short' parameter and language support. Every sentence earns its place with no wasted words, and the information is front-loaded appropriately.

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

Completeness4/5

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

Given the tool's moderate complexity (4 parameters, no output schema, no annotations), the description provides good contextual coverage. It explains the return format in detail, clarifies parameter effects, and states the language dependency. The main gap is the lack of output schema, but the description compensates well by documenting the return structure. For a read-oriented tool with good schema coverage, this is nearly complete.

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

Parameters4/5

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

The input schema has 100% description coverage, so the baseline is 3. The description adds value by explaining the effect of the 'short' parameter ('returns just an array of permission strings') and clarifying that permissions are returned in the specified language, which complements the schema's parameter descriptions. This additional semantic context elevates the score to 4.

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 clearly states the tool's purpose: 'Get permissions required by a Google Play app' with a specific verb ('Get') and resource ('permissions'). It distinguishes from siblings like 'google-play-details' or 'google-play-datasafety' by focusing specifically on permissions. However, it doesn't explicitly contrast with all sibling tools, keeping it at 4 rather than 5.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. With many sibling tools available (like 'google-play-datasafety' or 'google-play-details'), there's no indication of when permissions information is needed versus other app metadata. The description only explains what the tool does, not when it should be selected.

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

google-play-reviewsB

Get reviews for a Google Play app. Returns an array of reviews with:

  • id: Review ID string

  • userName: Reviewer's name

  • userImage: Reviewer's profile image URL

  • date: Review date (ISO string)

  • score: Rating (1-5)

  • scoreText: Rating display text

  • title: Review title

  • text: Review content

  • url: Review URL

  • version: App version reviewed

  • thumbsUp: Number of thumbs up votes

  • replyDate: Developer reply date (if any)

  • replyText: Developer reply content (if any)

  • criterias: Array of rating criteria (if any)

Note: Reviews are returned in the specified language. The total review count shown in Google Play refers to ratings, not written reviews.

ParametersJSON Schema
NameRequiredDescriptionDefault
appIdYesPackage name of the app (e.g., 'com.mojang.minecraftpe')
langNoLanguage code for reviews (default: en)en
countryNoCountry code (default: us)us
sortNoSort order: newest, rating, or helpfulness (default: newest)newest
numNoNumber of reviews to retrieve (default: 100). Ignored if paginate is true.
paginateNoEnable pagination with 150 reviews per page
nextPaginationTokenNoToken for fetching next page of reviews

TDQS

B3.2/5.0
Behavior3/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It adds useful context: it specifies the return format (an array of reviews with detailed fields), notes language dependency, and clarifies that total review counts differ from written reviews. However, it lacks details on error handling, rate limits, authentication needs, or pagination behavior beyond the input schema, leaving gaps for a mutation-free tool.

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?

The description is well-structured and appropriately sized. It starts with a clear purpose statement, followed by a bulleted list of return fields and a note. Each sentence adds value, such as clarifying the distinction between reviews and ratings. It could be slightly more concise by integrating the note into the initial statement, but overall it is efficient.

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

Completeness4/5

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

Given the tool's complexity (7 parameters, no output schema, no annotations), the description is reasonably complete. It explains the return structure in detail, which compensates for the lack of output schema, and adds contextual notes. However, it could improve by addressing behavioral aspects like error cases or usage limits, which are 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?

The input schema has 100% description coverage, providing clear details for all 7 parameters. The description does not add any parameter-specific information beyond what the schema already documents. According to the rules, with high schema coverage (>80%), the baseline score is 3, as the description does not need to compensate but also does not enhance parameter understanding.

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 clearly states the tool's purpose: 'Get reviews for a Google Play app.' It specifies the verb ('Get') and resource ('reviews for a Google Play app'), making it immediately understandable. However, it does not explicitly differentiate from sibling tools like 'app-store-reviews' or 'google-play-ratings,' which would be needed for a score of 5.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It mentions that 'total review count shown in Google Play refers to ratings, not written reviews,' which hints at a distinction from ratings tools but does not explicitly name alternatives or specify use cases. No exclusions or prerequisites are mentioned.

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

google-play-similarC

Get similar apps from Google Play. Returns a list of apps with:

  • url: Play Store URL

  • appId: Package name (e.g. 'com.company.app')

  • summary: Short description

  • developer: Developer name

  • developerId: Developer ID

  • icon: Icon image URL

  • score: Rating (0-5)

  • scoreText: Rating display text

  • priceText: Price display text

  • free: Boolean indicating if app is free

ParametersJSON Schema
NameRequiredDescriptionDefault
appIdYesGoogle Play package name (e.g., 'com.dxco.pandavszombies')
langNoLanguage code for result text (default: en)en
countryNoCountry code to get results from (default: us)us
fullDetailNoInclude full app details in results (default: false), If fullDetail is true, includes all fields from app details endpoint.

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries full burden for behavioral disclosure. While it describes the return format in detail, it doesn't address important behavioral aspects like rate limits, authentication requirements, error conditions, pagination, or whether this is a read-only operation. For a tool with no annotation coverage, this leaves significant gaps in understanding how the tool behaves in practice.

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?

The description is efficiently structured with a clear purpose statement followed by a bulleted list of return fields. Every sentence earns its place, though the bulleted list could be slightly more concise by grouping related fields. The information is front-loaded with the core purpose first, making it easy to scan.

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?

Given 4 parameters with 100% schema coverage but no annotations and no output schema, the description provides adequate but incomplete context. The detailed return format documentation partially compensates for the lack of output schema, but important behavioral aspects (rate limits, errors, authentication) remain undocumented. For a tool with moderate complexity and no structured safety/behavior annotations, this leaves the agent with significant unknowns.

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 fully documents all 4 parameters. The description adds no parameter-specific information beyond what's in the schema. The baseline score of 3 is appropriate when the schema does all the parameter documentation work, though the description could have added context about how parameters affect the similarity algorithm or result quality.

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 clearly states 'Get similar apps from Google Play' which is a specific verb+resource combination. It distinguishes itself from sibling tools like 'google-play-details' or 'google-play-search' by focusing on similarity recommendations rather than direct lookups or searches. However, it doesn't explicitly differentiate from 'app-store-similar' which appears to be an Apple App Store equivalent.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. With multiple sibling tools available (like google-play-details, google-play-search, app-store-similar), there's no indication of when similarity recommendations are appropriate versus direct lookups, searches, or cross-platform comparisons. The agent receives no usage context beyond the basic purpose statement.

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

google-play-suggestA

Get search suggestions from Google Play. Returns an array of suggested search terms (up to 5). Sample response: ['panda pop', 'panda', 'panda games', 'panda run', 'panda pop for free']

ParametersJSON Schema
NameRequiredDescriptionDefault
termYesSearch term to get suggestions for (e.g., 'panda')
langNoLanguage code for suggestions (default: en)en
countryNoCountry code to get suggestions from (default: us)us

TDQS

A3.6/5.0
Behavior3/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It adds useful context about the return format ('array of suggested search terms'), quantity limit ('up to 5'), and provides a concrete sample response. However, it doesn't mention rate limits, authentication requirements, error conditions, or whether this is a read-only operation (though 'Get' implies it).

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

Conciseness5/5

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

The description is perfectly concise with two sentences that each earn their place. The first sentence states the purpose and return format, while the second provides a concrete example that helps users understand the output. No wasted words or redundant information.

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

Completeness4/5

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

For a simple read-only lookup tool with 3 well-documented parameters and no output schema, the description provides adequate context. It explains what the tool does, shows the return format with a sample, and mentions the result limit. The main gap is lack of explicit behavioral constraints (rate limits, auth needs) which would be helpful but isn't critical for this type of tool.

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 fully documents all three parameters. The description adds no additional parameter information beyond what's in the schema. According to guidelines, when schema coverage is high (>80%), the baseline score is 3 even with no param info in the description.

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 clearly states the tool's purpose: 'Get search suggestions from Google Play' with the verb 'Get' and resource 'search suggestions'. It distinguishes from siblings like 'google-play-search' by focusing on autocomplete suggestions rather than full search results. However, it doesn't explicitly contrast with 'app-store-suggest' which serves a similar function for a different platform.

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?

The description implies usage context through the sample response showing autocomplete suggestions, suggesting this tool is for getting search term predictions. However, it provides no explicit guidance on when to use this versus alternatives like 'google-play-search' or 'app-store-suggest', nor does it mention any prerequisites or exclusions.

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 20 tool updatesv1.0.0
    • Changedapp-store-details1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-developer1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-list1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-privacy1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-ratings1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-reviews1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-search1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-similar1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-suggest1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedapp-store-version-history1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-categories1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-datasafety1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-details1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-developer1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-list1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-permissions1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-reviews1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-search1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-similar1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
    • Changedgoogle-play-suggest1 field changed
      • removedInput schema / additionalProperties
        Removed value: -false
  2. 20 tool updates
    • First observedapp-store-details
    • First observedapp-store-developer
    • First observedapp-store-list
    • First observedapp-store-privacy
    • First observedapp-store-ratings
    • First observedapp-store-reviews
    • First observedapp-store-search
    • First observedapp-store-similar
    • First observedapp-store-suggest
    • First observedapp-store-version-history
    • First observedgoogle-play-categories
    • First observedgoogle-play-datasafety
    • First observedgoogle-play-details
    • First observedgoogle-play-developer
    • First observedgoogle-play-list
    • First observedgoogle-play-permissions
    • First observedgoogle-play-reviews
    • First observedgoogle-play-search
    • First observedgoogle-play-similar
    • First observedgoogle-play-suggest

TDQS

A3.5/5.0
Disambiguation4/5

The tools are clearly distinguished by their target store (App Store vs. Google Play) and specific data types (details, developer apps, search, reviews, etc.), with minimal overlap. However, some tools like 'app-store-list' and 'google-play-list' could be slightly ambiguous regarding their exact collection sources without reading descriptions, but overall purposes are distinct.

Naming Consistency5/5

All tool names follow a consistent pattern of 'store-name-action' with hyphens, such as 'app-store-details' and 'google-play-search'. This uniform structure makes it easy to predict tool purposes and navigate the set without confusion.

Tool Count4/5

With 20 tools, the count is on the higher side but reasonable for covering two major app stores (App Store and Google Play) with comprehensive functionalities like details, search, reviews, and metadata. It might feel slightly heavy, but each tool serves a specific, justified purpose in the domain.

Completeness5/5

The tool set provides extensive coverage for app market intelligence, including CRUD-like operations (e.g., get details, list apps), search, reviews, privacy/data safety, version history, and suggestions for both App Store and Google Play. No obvious gaps are present; agents can perform thorough analyses without dead ends.

Maintenance

ActivityInactive
ResponsivenessNo issues

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