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Crawlora-org/crawlora-mcp

by Various

Hosted MCP server for structured public web data — 319 tools across search, maps, commerce, social & finance, returning clean JSON.

MCP

Crawlora-org/crawlora-mcp

Added 11 June 2026

#ai-agents #api #crawlora #data-extraction #mcp #model-context-protocol #serp-api #web-scraping

Overview

Crawlora-org/crawlora-mcp is a hosted MCP server that provides 319 tools for extracting structured public web data. It covers search, maps, commerce, social, and finance sources, returning clean JSON.

Best for

Best for
Developers needing a broad, ready-to-use MCP server for scraping public web data

Use cases

  • Scrape product listings and pricing from e-commerce sites
  • Extract business data from maps and local directories
  • Collect social media posts or financial data for analysis

How to use

Install

CRAWLORA_API_KEY=your-key npx -y crawlora-mcp

Tools exposed

  • npx
  • npm
  • docker

Tested with

Claude Code, Claude Desktop, Cursor, Codex CLI, VS Code, Windsurf, Gemini CLI, Cline

Example client config

{\n  "mcpServers": {\n    "crawlora": {\n      "url": "https://mcp.crawlora.net/mcp",\n      "transport": "streamable-http",\n      "headers": { "Authorization": "Bearer YOUR_CRAWLORA_API_KEY" }\n    }\n  }\n}

Notes

Crawlora-org/crawlora-mcp is a hosted MCP server that provides 319 tools for extracting structured public web data. It covers search, maps, commerce, social, and finance sources, returning clean JSON.

0 stars on GitHub. Last updated 2026-06-11. Licensed MIT.

Use cases

  • Scrape product listings and pricing from e-commerce sites
  • Extract business data from maps and local directories
  • Collect social media posts or financial data for analysis

Pros

  • Large toolset covering many data sources
  • Returns structured JSON, easy to integrate
  • Hosted service reduces infrastructure overhead

Cons

  • No public stars or community activity on GitHub
  • Dependency on external hosting may limit customization
  • Documentation and support may be sparse

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Large toolset covering many data sources
  • Returns structured JSON, easy to integrate
  • Hosted service reduces infrastructure overhead

Cons

  • No public stars or community activity on GitHub
  • Dependency on external hosting may limit customization
  • Documentation and support may be sparse
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