Review Miner

io.github.alialtunarv0.1.0更新於 Oct 1, 2026

Find what users hate about competing apps and games: App Store and Steam reviews. No API keys.

已驗證STDIO僅桌面Web Search & ScrapingBusiness & CommerceData & Analytics

概覽

AI 產生的概覽

擷取 App Store 與 Steam 的公開評論，彙整負評、評分趨勢與競品弱點，用於產品研究。

功能
取得 App Store 應用程式與 Steam 遊戲的近期公開評論，並回傳精簡摘要：評分分布、各版本評分、高頻抱怨詞句，以及最有幫助的評論內容。工具包含 review_top_apps（目前排行榜）、review_search_apps（尋找應用程式 ID）、review_fetch（單一應用程式）與 review_compare_apps（2 至 8 個競品並列比較）。find_opportunities 與 competitor_teardown 等提示可引導品類層級的機會分析。所有工具都支援國家代碼，以及 markdown 或 JSON 回應格式。
適用情境
當你想知道某個應用程式評分為何下滑、整個品類普遍做錯了什麼，或某個想法是否真有需求，又不想手動翻閱數百則評論時使用。適合競品研究、產品缺口分析，以及針對 App Store 與 Steam 的版本層級評分追查。
執行需求
以 PyPI 套件（review-miner-mcp）形式透過 stdio 在本機執行，使用 uvx 啟動，因此需要安裝 uv。未宣告任何 API 金鑰、帳號或環境變數。需要網路存取 Apple 的 iTunes Search 與 RSS 來源，以及 Steam 商店與 Web API。僅支援桌面用戶端。
安裝前請注意
它從 Apple 與 Steam 讀取公開評論資料，因此查詢內容與所選國家會傳送給這些第三方。結果快取 15 分鐘，並有限制並行量。App Store 來源每個國家最多約 500 則最新評論，且有時為空；Steam 結果依語言篩選。不涉及憑證、付款或寫入操作。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Review Miner，將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only，透過 STDIO。 STDIO 服務會啟動本機處理程序，因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

review-miner-mcp

Find out what users hate about your competitors. An MCP server that mines public App Store and Steam reviews so Claude (or any MCP client) can turn thousands of complaints into product opportunities.

No API keys. No scraping. One line to install.

You:    What do users hate about the top health & fitness apps in Turkey?Claude: [review_top_apps → review_compare_apps]        • Strava: the most upvoted complaints ask for Turkish. "I was going to buy          Premium but I'm deleting it because there is no Turkish support."        • OKOK (smart scale): 61% of recent reviews are negative. You have to watch          ads before the app shows your own weight.        • MAC+: login and verification-code errors ("hata veriyor") dominate.        • HUAWEI Health: can't log in after switching phones or after updates.

Summarized from real tool output: Turkish App Store, 1 Oct 2026, 150 recent reviews per app.

[Top 5 Turkish health & fitness apps compared by review-miner]

Why

You want to knowWithout itWith review-miner
Why an app's rating droppedScroll reviews by handrating_by_version shows which update broke it
What a whole category fails atRead 5 apps × 500 reviewsOne call compares them side by side
Whether an idea has demandGuessReal complaints, with quotes and counts

How it works

mermaid
flowchart LR    C[Claude / MCP client] -->|tool call| S[review-miner-mcp]    S --> A[Apple iTunes Search + RSS]    S --> T[Steam Store + Web API]    S --> X[Stats: rating mix, per-version rating,<br/>top complaint phrases]    X -->|compact summary + best review samples| C

The server does the cheap, deterministic part (fetching, counting, phrase extraction). The model does the interpretation. Only the most helpful review texts are returned, so your context window is not flooded.

Install

Requires uv.

Claude Code

bash
claude mcp add review-miner -- uvx review-miner-mcp

Claude Desktop / Cursor (claude_desktop_config.json / .cursor/mcp.json)

json
{  "mcpServers": {    "review-miner": {      "command": "uvx",      "args": ["review-miner-mcp"]    }  }}

Tools

ToolWhat it does
review_top_appsCurrent top charts: App Store by category (free / paid / grossing) or Steam weekly top sellers / most played / new releases
review_search_appsFind an app or game and get its ID
review_fetchRecent reviews for one app: rating mix, rating per version, top complaint phrases, most helpful texts
review_compare_apps2–8 competitors side by side, App Store and Steam mixed

Prompts: find_opportunities (category → product gaps), competitor_teardown (one app, love vs hate).

Every tool supports country (e.g. tr, de, us) and response_format (markdown / json).

Try these

  • "Compare the reviews of the top 5 finance apps in Turkey. What does every one of them get wrong?"
  • "Did Duolingo's latest version lower its rating? Show rating by version."
  • "What do negative Steam reviewers of Cyberpunk 2077 complain about, and how many hours had they played?"
  • "Run find_opportunities for health-fitness in Germany."

Limits (set by the sources)

  • App Store: most recent ~500 reviews per country (Apple's feed limit).
  • App Store: Apple's review feed is sometimes empty for an app/country for a while. The server retries equivalent feed URLs automatically; if all are empty it tells you so instead of reporting "no reviews". Retrying a few minutes later or trying another country usually works.
  • Steam: most recent reviews, filtered by language (english, turkish, all...).
  • Results are cached for 15 minutes; concurrency is capped to stay polite.

Development

bash
uv sync --extra devuv run pytest                          # offline tests with mocked APIsuv run python scripts/smoke_live.py    # live check against Apple and Steamnpx @modelcontextprotocol/inspector uv run review-miner-mcp   # click-through UIuv run --with rich python scripts/demo.py finance tr        # terminal demo (vhs docs/demo.tape records the GIF)

MIT © Ali Altunar

來源：README.md，提交 38d2e75

工具

0
工具後設資料尚未被收錄。

版本歷史

1
  1. v0.1.0最新Oct 1, 2026