Scrappa MCP for Openclaw

A comprehensive Model Context Protocol server providing AI agents with instant access to over 80 web scraping and data retrieval tools.

userlip
v0.1.0
Jan 25, 2026
2
2.9k
0

Install & Download

1. ClawHub CLI

The fastest way to install a skill directly from the registry.

npx clawhub@latest install scrappa-skill

2. Manual Installation

Copy the skill folder to one of these locations

Global
~/.openclaw/skills/
Workspace
<project>/skills/

Priority: Workspace > Local > Bundled

3. Prompt Installation

Copy this prompt to OpenClaw to install it automatically.

Help me install scrappa-skill using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).

Prefer to download?

Get the raw skill files in a ZIP archive.

What is Scrappa MCP?

Scrappa MCP is a high-performance integration designed to bridge the gap between AI agents and the live web. By incorporating this skill into your Openclaw Skills library, you enable your agent to interact with a vast ecosystem of platforms including Google Search, Amazon, LinkedIn, and specialized travel or real estate engines. It transforms an LLM from a static knowledge base into a dynamic researcher capable of fetching real-time data, analyzing reviews, and monitoring global marketplaces.

This tool is particularly valuable for developers and power users who require structured data from sources that are traditionally difficult to scrape. With built-in support for 22 Amazon marketplaces, YouTube metadata, and European review platforms like Trustpilot and Kununu, Scrappa MCP provides a unified API surface that simplifies complex data gathering tasks through a single configuration.

Scrappa MCP Use Cases

  • Automated market research and product tracking across global Amazon marketplaces.
  • Real-time travel planning and price monitoring using Google Flights and Hotels.
  • Lead generation and professional networking research via LinkedIn profile and company scraping.
  • Competitive intelligence gathering through sentiment analysis of Trustpilot and Google Reviews.
  • Content strategy optimization by extracting YouTube trending data, chapters, and comments.

How Scrappa MCP Works

  1. The user provides a natural language command to their AI agent that requires external web data.
  2. The AI agent identifies the specific tool within the Scrappa MCP server that matches the request (e.g., searching for jobs on Indeed or finding apartments on ImmobilienScout24).
  3. The agent sends a structured request through the Openclaw Skills gateway using your configured Scrappa API key.
  4. Scrappa fetches the live, requested data from the target web platform and returns it as a structured JSON object.
  5. The AI agent processes this data to provide a comprehensive answer, summary, or action based on the retrieved information.

Scrappa MCP Setup

To activate this skill, you must first obtain an API key by signing up at scrappa.co.

CLI Configuration

Add the Scrappa server to your environment using the following command:

mcporter config add scrappa --url "https://scrappa.co/mcp" --headers "X-API-KEY=YOUR_API_KEY"

Manual Configuration

Alternatively, edit your ~/clawd/config/mcporter.json file to include the server details:

{
  "mcpServers": {
    "scrappa": {
      "baseUrl": "https://scrappa.co/mcp",
      "headers": {
        "X-API-KEY": "your_api_key_here"
      }
    }
  }
}

Restart

Restart your gateway to apply the changes:

clawdbot gateway restart

Scrappa MCP Data Schema & Taxonomy

Scrappa MCP returns highly structured data that allows Openclaw Skills to maintain high accuracy during synthesis. Data is organized by source and intent:

Source Category Output Schema Details
Search Engines JSON arrays containing titles, snippets, source URLs, and search metadata.
E-commerce Detailed product attributes including price, rating, ASIN, and marketplace region.
Professional Structured profile data, company statistics, and post-engagement metrics.
Travel Flight/Hotel listings with timestamps, carrier codes, and pricing insights.
Reviews Standardized objects for sentiment analysis, including ratings and text bodies.

Scrappa MCP Advanced Features

  • Support for over 22 Amazon international marketplaces for localized price and product data.
  • Advanced Google Search filtering including News, Jobs, and Images for targeted research.
  • Specialized real estate tools for the German market including price-per-square-meter insights.
  • Comprehensive YouTube metadata extraction including video chapters, related videos, and community posts.
  • Privacy-focused search capabilities via Brave Search integration.

SKILL.md


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