Review Miner

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

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

已验证STDIO仅桌面Developer Tools

概览

AI 生成的概览

抓取 App Store 与 Steam 的公开评论，汇总差评、评分趋势与竞品弱点，用于产品调研。

功能
获取 App Store 应用和 Steam 游戏的近期公开评论，并返回精简摘要：评分分布、各版本评分、高频抱怨短语以及最有帮助的评论文本。工具包括 review_top_apps（当前榜单）、review_search_apps（查找应用 ID）、review_fetch（单个应用）和 review_compare_apps（2 至 8 个竞品并列对比）。find_opportunities 和 competitor_teardown 等提示词可引导品类级机会分析。所有工具都支持国家代码以及 markdown 或 JSON 响应格式。
适用场景
当你想知道某应用评分为何下降、整个品类普遍做错了什么，或某个想法是否真有需求，又不想手动翻阅成百上千条评论时使用。适合竞品调研、产品缺口分析，以及针对 App Store 和 Steam 的版本级评分排查。
运行要求
以 PyPI 包（review-miner-mcp）形式通过 stdio 在本地运行，使用 uvx 启动，因此需要安装 uv。未声明任何 API 密钥、账号或环境变量。需要网络访问 Apple 的 iTunes Search 与 RSS 源，以及 Steam 商店和 Web API。仅支持桌面客户端。
安装前请注意
它从 Apple 和 Steam 读取公开评论数据，因此查询内容和所选国家会发送给这些第三方。结果缓存 15 分钟，并发受限。App Store 源每个国家最多约 500 条最新评论，且有时为空；Steam 结果按语言过滤。不涉及凭据、付款或写入操作。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Review Miner，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only，通过 STDIO。 STDIO 服务会启动本地进程，因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

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

来源：README.md，提交 38d2e75

工具

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版本历史

1
  1. v0.1.0最新Oct 1, 2026