Pricing

from $25.00 / 1,000 review pain signals

Go to Apify Store

Review Pain Extractor

Mine public reviews for customer complaints, missing features, severity, affected workflows, sentiment clues, and product or sales opportunities.

Pricing

from $25.00 / 1,000 review pain signals

Rating

0.0

(0)

Developer

Techionik

Actor stats

0

Bookmarked

2

Total users

1

Monthly active users

5 days ago

Last modified

Categories

Developer tools

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Marketplace App Review Gap Miner

seeb/marketplace-app-review-gap-miner

Mine app marketplace reviews for complaints, missing features, affected workflows, ratings, buyer segments, and product gap opportunities.

Techionik

2

App Review Pain Miner - AI Product Intelligence from Reviews

george.the.developer/app-review-pain-miner

Mine app store reviews to uncover user pain points, feature requests, and sentiment. AI-powered product intelligence from real customer feedback.

George Kioko

2

Review Pain-Point Miner

mrprince90/review-painpoint-miner

Mine public reviews from Amazon, Trustpilot, and Google Play to score product pain points fast with keyword heuristics.

Mr Prince

1

Local Review Complaint Miner - Google Reviews API

changeable_peddler/local-review-complaint-miner

Mine Google reviews for local-business complaints, objection themes, low-star risk signals, and sales or reputation opportunities.

Sean J

2

Google Play Review Pain Miner

creative_maitake/google-play-review-pain-miner

Mine low-star public Google Play reviews into scored product pain points and grouped app opportunity ideas.

Brian Murray

2

Review Pain Miner API

webdata_labs/review-pain-miner-api

[💵 $5.00 / 1K] Turn product reviews into ranked pain themes, severity, trend signals, evidence, and recommended actions.

WebData Labs

2

App Store Review Pain Miner

creative_maitake/app-store-review-pain-miner

Mine low-star public App Store reviews into scored product pain points and grouped app opportunity ideas.

Brian Murray

2

GitHub Issues Scraper for Product Pain Points

happyfhantum/github-issue-pain-signal-finder

Find recurring complaints and product pain points in public GitHub issues.

Kelsey Todd

2

App Store Competitor Review Gap Finder

happyfhantum/appstore-competitive-gaps

Compare competitor App Store reviews to find complaints, missing features, and product gaps.

Kelsey Todd

2

🧠 Review Sentiment Analyzer — Themes, Trends & Complaints

nexgenwatch/review-sentiment-analyzer

Turn any review set into themes, complaints, sentiment % and trends.

NexGen Watch

2

You can access the Review Pain Extractor programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

Python

JavaScript

JavaScript

CLI

OpenAPI

OpenAPI

HTTP

MCP

{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=seeb/review-pain-extractor",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

Configure MCP server with Review Pain Extractor

Get a ready-to-use configuration for your MCP client with the Review Pain Extractor Actor preconfigured at mcp.apify.com?tools=seeb/review-pain-extractor .

You can connect to the Apify MCP Server using clients like Tester MCP Client, or any other MCP client of your choice.

If you want to learn more about our Apify MCP implementation, check out our MCP documentation. To learn more about the Model Context Protocol in general, refer to the official MCP documentation or read our blog post.