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Crawlora MCP

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

Crawlora MCP

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Crawlora MCP is a hosted Model Context Protocol server that gives AI clients andagents 319 structured public‑web‑data tools across 30+ categories — search, maps,e‑commerce, social, finance, travel, app stores, media, and reviews — each returning clean,normalized JSON instead of HTML to parse.

This is a remote/hosted server — there is nothing to build or run locally. Point anyMCP‑capable client at the hosted endpoint and authenticate with your Crawlora API key.Start free with 2,000 credits/month (no card) at crawlora.net.

Connection
Endpoint https://mcp.crawlora.net/mcp
Transport Streamable HTTP
Auth Authorization: Bearer <CRAWLORA_API_KEY> (preferred) — x-api-key: <key> also accepted
Get a key https://crawlora.net (free 2,000 credits/mo)
Server card https://crawlora.net/.well-known/mcp/server-card.json

A missing or invalid API key returns 401.

Quick start

Generic mcp.json (Claude Desktop, Cursor, and most clients)

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

Codex CLI

codex mcp add crawlora \
  --url https://mcp.crawlora.net/mcp \
  --bearer-token-env-var CRAWLORA_API_KEY

VS Code (.vscode/mcp.json)

{
  "servers": {
    "crawlora": {
      "type": "http",
      "url": "https://mcp.crawlora.net/mcp",
      "headers": { "Authorization": "Bearer ${env:CRAWLORA_API_KEY}" }
    }
  }
}

More ready‑to‑paste configs are in examples/. For Cline, seellms-install.md.

What you can call (319 tools / 30+ categories)

Category Tools Examples
Finance & crypto 80 Yahoo Finance, Google Finance, CoinGecko — quotes, financials, screeners, markets, trending, coins
Media & entertainment 64 Spotify, Spotify Podcasts, Apple Podcasts, JustWatch — tracks, artists, charts, episodes, where‑to‑watch
Social & video 47 YouTube, TikTok, Instagram, Reddit, LinkedIn — search, profiles, posts, comments, transcripts, trends
E‑commerce 36 Amazon, eBay, Shopify, Shop.app — product, search, sellers, collections, reviews
Search & web 24 Google, Bing, Brave, Google Trends — SERPs, suggestions, news, images, interest‑over‑time
App stores 20 App Store, Google Play — app details, reviews, rankings, similar apps
Reviews & companies 18 Trustpilot, Product Hunt — business reviews, launches, makers, leaderboards
Travel & real estate 13 Airbnb, TripAdvisor, Zillow — listings, calendars, hotels, property data
Data & utility 12 Datasets, SimilarWeb, usage — curated datasets, website intelligence, account usage
Maps & places 5 Google Maps, Geocoding — place search, details, forward/reverse geocoding

Full, always‑current tool list with parameters, response examples, and a live Playground:https://crawlora.net/docs.

Why Crawlora

  • Normalized JSON per tool — ship data features, not scraper infrastructure.
  • No proxies, browsers, or parsers to maintain.
  • Pay on success — credit‑based, billed only on 2xx responses.
  • One key, 319 tools — search, commerce, social, finance, and more behind a single MCP endpoint.

A good alternative to stitching together SerpApi, Firecrawl, ScraperAPI, or ScrapingBee.

Links

License

See LICENSE. The Crawlora MCP service itself is a hosted SaaS governed by theCrawlora terms; this repository contains connection docs and manifests.

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