Store Scraper MCP
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Server capabilities have not been inspected yet.
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| appC | Get detailed information about an app by ID or bundleId |
| searchC | Search for apps in the App Store |
| listC | Get app rankings (top free, paid, or grossing) |
| reviewsC | Get app reviews with pagination |
| ratingsC | Get app ratings distribution |
| developerC | Get all apps by a developer |
| similarC | Get apps similar to the specified app |
| privacyC | Get app privacy labels and data usage information |
| versionHistoryC | Get app version history with release notes |
| suggestC | Get search suggestions/autocomplete for a search term |
| gp_appB | [Google Play] Get detailed information about an app |
| gp_searchC | [Google Play] Search for apps |
| gp_listC | [Google Play] Get app rankings (top free, paid, grossing) |
| gp_reviewsC | [Google Play] Get app reviews with pagination |
| gp_developerC | [Google Play] Get all apps by a developer |
| gp_similarC | [Google Play] Get apps similar to the specified app |
| gp_permissionsC | [Google Play] Get app permissions |
| gp_datasafetyC | [Google Play] Get app data safety information |
| gp_categoriesB | [Google Play] Get list of available categories |
| gp_suggestC | [Google Play] Get search suggestions/autocomplete |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
TDQS
Scored across 20 tools
There is significant overlap between App Store and Google Play tools with unclear boundaries. For example, 'list' and 'gp_list' both get app rankings, 'developer' and 'gp_developer' both get apps by developer, and 'reviews' and 'gp_reviews' both get reviews with pagination. This creates ambiguity about when to use which tool, especially since the descriptions don't clarify the differences beyond platform indication.
The naming is mixed but readable. Most tools use snake_case (e.g., 'gp_categories', 'versionHistory'), but there's inconsistency with 'versionHistory' using camelCase. The 'gp_' prefix for Google Play tools provides some structure, but the App Store tools lack a corresponding prefix, creating a naming asymmetry that reduces overall consistency.
With 20 tools, the count is borderline high for a store scraper server. While covering two platforms (App Store and Google Play) justifies more tools, the duplication between platforms suggests the count could be optimized. It feels heavy but not extreme, as the domain scope is reasonably broad.
The tool set provides good coverage for app store scraping, including search, rankings, reviews, developer info, and metadata like privacy and permissions. Minor gaps exist, such as no explicit update or delete operations (which may not be needed for scraping), but agents can work around this. The surface supports core workflows for both platforms effectively.