Review Miner

Find what users hate about competing apps and games: App Store and Steam reviews.

Connector by alialtunar · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)

Chalk Labs

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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/alialtunar-review-miner-mcp

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

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

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Nov 1, 2026.

Tools: 4 read · 0 write · 0 deleteRead-only
Secrets: None asked for
Install scripts: None found
Runs as: Python package

Tools by what they do 4

Read from the source code; the running server may list different tools.

Read 4 · Look things up without changing anything.

review_compare_apps
review_fetch
review_search_apps
review_top_apps

Network hosts it talks to 5

api.steampowered.com · found in code
github.com · found in code
glama.ai · found in code
itunes.apple.com · found in code
store.steampowered.com · found in code

Tools (4)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

review_compare_apps
Compare recent reviews of 2-8 competitors side by side: rating, negative share and top complaint terms per app, plus a few negative samples each. Use it to find gaps that every competitor fails at (= product opportunity).
review_fetch
Fetch recent reviews for one app/game and return stats (rating mix, rating per version, top complaint terms) plus the most helpful review texts. Best for 'why do users hate X?'.
review_search_apps
Find an app/game and its ID by name. Returns IDs in 'store:id' form for the other tools.
review_top_apps
List the current top charts (App Store by category, or Steam top sellers / most played / new releases). Use this to pick competitors before fetching their reviews.

Signals

Stars: 0
Forks: 0
Open issues: 0
Weekly downloads: 30
Last commit: Oct 1, 2026 (1 month ago)
Last release: Oct 1, 2026 (1 month ago)
Last package publish: Oct 1, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name: io.github.alialtunar/review-miner-mcp
Version: 0.1.0
Auth: No auth
Packages: pypi review-miner-mcp
License: MIT
Repository: github.com/alialtunar/review-miner-mcp
First seen: Oct 24, 2026
Last checked: Nov 1, 2026
Source: Official MCP Registry github-graphql

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Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped: 50+; launches shipped
media placements: 500+; media placements
founders on every account: 2; founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

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Cite this page

Review Miner MCP server. Agent Mart. https://agentmart.dev/connectors/alialtunar-review-miner-mcp (last updated 2026-11-01)