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fetch_reviews

Retrieve user reviews from Google Play Store or Apple App Store for app analysis and feedback monitoring.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
appIdYesThe unique identifier for the app (Android package name, iOS numeric ID or bundle ID).
platformYesThe platform of the app ('ios' or 'android').
numNoNumber of reviews to fetch (1-1000, default 100). Note: Actual number may be less due to API limitations. For iOS, limited to 10 pages max.
countryNoTwo-letter country code for the App Store/Play Store region. Default 'us'.us
langNoLanguage code for reviews. Default 'en'.en
sortNoSorting order for reviews: 'newest', 'rating', 'helpfulness'. Default 'newest'.newest

Implementation Reference

  • server.js:806-975 (registration)
    Registration of the 'fetch_reviews' MCP tool using server.tool(), including input schema and handler function.
    // Tool to fetch raw reviews without analysis server.tool( "fetch_reviews", { appId: z.string().describe("The unique identifier for the app (Android package name, iOS numeric ID or bundle ID)."), platform: z.enum(["ios", "android"]).describe("The platform of the app ('ios' or 'android')."), num: z.number().optional().default(100).describe("Number of reviews to fetch (1-1000, default 100). Note: Actual number may be less due to API limitations. For iOS, limited to 10 pages max."), country: z.string().length(2).optional().default("us").describe("Two-letter country code for the App Store/Play Store region. Default 'us'."), lang: z.string().optional().default("en").describe("Language code for reviews. Default 'en'."), sort: z.enum(["newest", "rating", "helpfulness"]).optional().default("newest").describe("Sorting order for reviews: 'newest', 'rating', 'helpfulness'. Default 'newest'.") }, async ({ appId, platform, num, country, lang, sort }) => { try { let reviews = []; // Fetch reviews from the appropriate platform if (platform === "android") { let sortType; switch (sort) { case "newest": sortType = gplay.sort.NEWEST; break; case "rating": sortType = gplay.sort.RATING; break; case "helpfulness": sortType = gplay.sort.HELPFULNESS; break; default: sortType = gplay.sort.NEWEST; } const result = await memoizedGplay.reviews({ appId, num: Math.min(num, 1000), // Limit to 1000 reviews max sort: sortType, country, lang }); reviews = result.data || []; // Android reviews have developer replies included if available return { content: [{ type: "text", text: JSON.stringify({ appId, platform, count: reviews.length, reviews: reviews.map(review => ({ id: review.id, userName: review.userName, userImage: review.userImage, score: review.score, scoreText: review.scoreText, title: review.title || "", text: review.text, date: review.date, url: review.url, version: review.version, thumbsUp: review.thumbsUp, replyDate: review.replyDate, replyText: review.replyText, hasDeveloperResponse: !!review.replyText })) }, null, 2) }] }; } else { let page = 1; let allReviews = []; let sortType; switch (sort) { case "newest": sortType = appStore.sort.RECENT; break; case "helpfulness": sortType = appStore.sort.HELPFUL; break; default: sortType = appStore.sort.RECENT; } // For iOS, we might need to fetch multiple pages while (allReviews.length < num && page <= 10) { // App Store only allows 10 pages try { // For iOS apps, we need to use id instead of appId let iosParams = {}; // Check if the appId is already a numeric ID if (/^\d+$/.test(appId)) { iosParams = { id: appId, page, sort: sortType, country }; } else { // First we need to fetch the app to get its numeric ID try { const appDetails = await memoizedAppStore.app({ appId, country }); iosParams = { id: appDetails.id.toString(), page, sort: sortType, country }; } catch (appError) { console.error(`Could not fetch app details for ${appId}:`, appError.message); break; } } const pageReviews = await memoizedAppStore.reviews(iosParams); if (!pageReviews || pageReviews.length === 0) { break; // No more reviews } allReviews = [...allReviews, ...pageReviews]; page++; } catch (err) { console.error(`Error fetching reviews page ${page}:`, err); break; } } reviews = allReviews.slice(0, num); // iOS reviews don't include developer responses in the API return { content: [{ type: "text", text: JSON.stringify({ appId, platform, count: reviews.length, reviews: reviews.map(review => ({ id: review.id, userName: review.userName, userUrl: review.userUrl, score: review.score, title: review.title, text: review.text, date: review.updated, version: review.version, url: review.url, hasDeveloperResponse: false // App Store API doesn't provide this info })) }, null, 2) }] }; } } catch (error) { return { content: [{ type: "text", text: JSON.stringify({ error: error.message, appId, platform }, null, 2) }], isError: true }; } } );
  • The core handler function that fetches raw app reviews from either Google Play Store (using google-play-scraper) or Apple App Store (using app-store-scraper), supporting pagination for iOS and including developer responses where available.
    async ({ appId, platform, num, country, lang, sort }) => { try { let reviews = []; // Fetch reviews from the appropriate platform if (platform === "android") { let sortType; switch (sort) { case "newest": sortType = gplay.sort.NEWEST; break; case "rating": sortType = gplay.sort.RATING; break; case "helpfulness": sortType = gplay.sort.HELPFULNESS; break; default: sortType = gplay.sort.NEWEST; } const result = await memoizedGplay.reviews({ appId, num: Math.min(num, 1000), // Limit to 1000 reviews max sort: sortType, country, lang }); reviews = result.data || []; // Android reviews have developer replies included if available return { content: [{ type: "text", text: JSON.stringify({ appId, platform, count: reviews.length, reviews: reviews.map(review => ({ id: review.id, userName: review.userName, userImage: review.userImage, score: review.score, scoreText: review.scoreText, title: review.title || "", text: review.text, date: review.date, url: review.url, version: review.version, thumbsUp: review.thumbsUp, replyDate: review.replyDate, replyText: review.replyText, hasDeveloperResponse: !!review.replyText })) }, null, 2) }] }; } else { let page = 1; let allReviews = []; let sortType; switch (sort) { case "newest": sortType = appStore.sort.RECENT; break; case "helpfulness": sortType = appStore.sort.HELPFUL; break; default: sortType = appStore.sort.RECENT; } // For iOS, we might need to fetch multiple pages while (allReviews.length < num && page <= 10) { // App Store only allows 10 pages try { // For iOS apps, we need to use id instead of appId let iosParams = {}; // Check if the appId is already a numeric ID if (/^\d+$/.test(appId)) { iosParams = { id: appId, page, sort: sortType, country }; } else { // First we need to fetch the app to get its numeric ID try { const appDetails = await memoizedAppStore.app({ appId, country }); iosParams = { id: appDetails.id.toString(), page, sort: sortType, country }; } catch (appError) { console.error(`Could not fetch app details for ${appId}:`, appError.message); break; } } const pageReviews = await memoizedAppStore.reviews(iosParams); if (!pageReviews || pageReviews.length === 0) { break; // No more reviews } allReviews = [...allReviews, ...pageReviews]; page++; } catch (err) { console.error(`Error fetching reviews page ${page}:`, err); break; } } reviews = allReviews.slice(0, num); // iOS reviews don't include developer responses in the API return { content: [{ type: "text", text: JSON.stringify({ appId, platform, count: reviews.length, reviews: reviews.map(review => ({ id: review.id, userName: review.userName, userUrl: review.userUrl, score: review.score, title: review.title, text: review.text, date: review.updated, version: review.version, url: review.url, hasDeveloperResponse: false // App Store API doesn't provide this info })) }, null, 2) }] }; } } catch (error) { return { content: [{ type: "text", text: JSON.stringify({ error: error.message, appId, platform }, null, 2) }], isError: true }; } } );
  • Zod input schema defining parameters for the fetch_reviews tool: appId (required), platform (ios/android), num reviews, country, lang, and sort order.
    { appId: z.string().describe("The unique identifier for the app (Android package name, iOS numeric ID or bundle ID)."), platform: z.enum(["ios", "android"]).describe("The platform of the app ('ios' or 'android')."), num: z.number().optional().default(100).describe("Number of reviews to fetch (1-1000, default 100). Note: Actual number may be less due to API limitations. For iOS, limited to 10 pages max."), country: z.string().length(2).optional().default("us").describe("Two-letter country code for the App Store/Play Store region. Default 'us'."), lang: z.string().optional().default("en").describe("Language code for reviews. Default 'en'."), sort: z.enum(["newest", "rating", "helpfulness"]).optional().default("newest").describe("Sorting order for reviews: 'newest', 'rating', 'helpfulness'. Default 'newest'.") },

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