Crawlora MCP
OfficialCrawlora MCP is a hosted Model Context Protocol server providing 320+ structured public web-data tools across 30+ categories, returning clean normalized JSON instead of raw HTML. Key capabilities include:
Search & Trends – Web, image, news, and video searches via Google, Bing, and Brave; autocomplete suggestions from Bing, Brave, and Amazon; Google Trends (interest over time, by region, related queries/topics, trending now)
Finance & Crypto – Google Finance and Yahoo Finance quotes, charts, financials, news, and market movers; CoinGecko coin profiles, market rankings, exchanges, NFTs, trending, gainers/losers; Polymarket prediction markets
Social & Video – YouTube, TikTok, Instagram, Reddit, and LinkedIn content (profiles, posts, comments, transcripts)
E-Commerce – Amazon product details and search; eBay item details, seller profiles, and feedback; Shopify/Shop.app store and collection data
Media & Entertainment – Spotify tracks, artists, and charts; Apple Podcasts and Spotify Podcasts (shows, episodes, rankings); JustWatch streaming availability
App Stores – iOS App Store app details, reviews, ratings, rankings, version history, and privacy info; Google Play search and app data
Travel & Real Estate – Airbnb stays (search, room details, calendars, reviews); TripAdvisor hotel data; Zillow property listings
Reviews & Companies – Trustpilot business reviews and ratings; Product Hunt launches, makers, and leaderboards
Maps & Geocoding – Google Maps place search and details; forward/reverse geocoding via Nominatim/OSM; searchable stored dataset of Google Maps businesses with filters
Data & Utilities – Brand/domain profiles (logos, colors, socials); SimilarWeb website intelligence; curated scraped datasets; account usage tracking
All tools use credit-based billing with no HTML parsing or proxy setup required.
Provides tools for searching and retrieving Airbnb listings and calendar data.
Provides tools for searching products, viewing sellers, collections, and reviews on Amazon.
Provides tools for searching and retrieving Apple Podcasts episodes and charts.
Provides tools for retrieving app details, reviews, rankings, and similar apps from the App Store.
Provides tools for searching the web via Brave Search.
Provides tools for searching and retrieving eBay product listings and seller information.
Provides tools for searching the web, retrieving news, videos, images, and Google Trends data.
Provides tools for place search, details, and forward/reverse geocoding using Google Maps.
Provides tools for retrieving app details, reviews, rankings, and similar apps from Google Play.
Provides tools for searching profiles, posts, and comments on Instagram.
Provides tools for retrieving product launches, makers, and leaderboards from Product Hunt.
Provides tools for searching posts, comments, and trending content on Reddit.
Provides tools for searching and retrieving Shopify product listings and seller information.
Provides tools for retrieving website intelligence and traffic data via SimilarWeb.
Provides tools for searching tracks, artists, and retrieving charts from Spotify.
Provides tools for searching videos, profiles, and trending content on TikTok.
Provides tools for searching and retrieving hotel and restaurant listings from TripAdvisor.
Provides tools for retrieving business reviews and ratings from Trustpilot.
Provides tools for searching videos, channels, retrieving transcripts, and trending content on YouTube.
Provides tools for searching and retrieving property data and listings from Zillow.
Crawlora MCP
Crawlora MCP is a hosted Model Context Protocol server that gives AI clients and agents 445 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.
Two ways to use it: connect any MCP client to the hosted endpoint (
https://mcp.crawlora.net/mcp), or run the small open‑source local server in this repo (npx/ Docker, stdio) — both expose the same tools and authenticate with your Crawlora API key. Start free with 2,000 credits/month (no card) at crawlora.net.
Connection
Endpoint |
|
Transport | Streamable HTTP |
Auth |
|
Get a key | https://crawlora.net (free 2,000 credits/mo) |
Server card |
A missing or invalid API key returns 401.
Related MCP server: WebScraping-AI MCP Server
Connect your client
Crawlora MCP works with any MCP‑capable client. Pick yours below — they all point at the same
hosted endpoint (https://mcp.crawlora.net/mcp, Streamable HTTP) and authenticate with your
CRAWLORA_API_KEY. Prefer keeping the key in an environment variable over pasting it literally,
and never commit it. Ready‑to‑paste files for each client live in examples/.
Claude Code (CLI)
claude mcp add --transport http crawlora https://mcp.crawlora.net/mcp \
--header "Authorization: Bearer ${CRAWLORA_API_KEY}"Adds at local scope by default. Use --scope user to make it available in every project, or
--scope project to write a shared .mcp.json. Confirm with claude mcp list.
Claude Desktop
Settings → Developer → Edit Config, then add to claude_desktop_config.json:
{
"mcpServers": {
"crawlora": {
"url": "https://mcp.crawlora.net/mcp",
"transport": "streamable-http",
"headers": { "Authorization": "Bearer YOUR_CRAWLORA_API_KEY" }
}
}
}Cursor
Project‑local .cursor/mcp.json (or ~/.cursor/mcp.json for all projects):
{
"mcpServers": {
"crawlora": {
"url": "https://mcp.crawlora.net/mcp",
"headers": { "Authorization": "Bearer ${CRAWLORA_API_KEY}" }
}
}
}Codex CLI
codex mcp add crawlora \
--url https://mcp.crawlora.net/mcp \
--bearer-token-env-var CRAWLORA_API_KEYVS Code (GitHub Copilot)
.vscode/mcp.json (project) or your user mcp.json:
{
"servers": {
"crawlora": {
"type": "http",
"url": "https://mcp.crawlora.net/mcp",
"headers": { "Authorization": "Bearer ${env:CRAWLORA_API_KEY}" }
}
}
}Windsurf
~/.codeium/windsurf/mcp_config.json (note the serverUrl key):
{
"mcpServers": {
"crawlora": {
"serverUrl": "https://mcp.crawlora.net/mcp",
"headers": { "Authorization": "Bearer ${env:CRAWLORA_API_KEY}" }
}
}
}Gemini CLI
~/.gemini/settings.json (note the httpUrl key):
{
"mcpServers": {
"crawlora": {
"httpUrl": "https://mcp.crawlora.net/mcp",
"headers": { "Authorization": "Bearer YOUR_CRAWLORA_API_KEY" }
}
}
}Cline / Roo Code
Add to cline_mcp_settings.json using the generic remote shape — full walkthrough in
llms-install.md:
{
"mcpServers": {
"crawlora": {
"url": "https://mcp.crawlora.net/mcp",
"transport": "streamable-http",
"headers": { "Authorization": "Bearer ${CRAWLORA_API_KEY}" }
}
}
}Other clients
Any client that speaks Streamable HTTP can use the generic config in
examples/mcp.json. stdio‑only clients (e.g. Zed) should run the
local server below and point at its npx command.
Run it locally (open‑source server)
This repo also ships a small stdio MCP server (index.mjs) that exposes the same 445
tools, each wrapping the Crawlora REST API (https://api.crawlora.net/api/v1) with your
CRAWLORA_API_KEY. Useful if you'd rather run the server yourself than use the hosted endpoint.
# Node 20+ (no install)
CRAWLORA_API_KEY=your-key npx -y crawlora-mcp
# or from a clone
npm install && CRAWLORA_API_KEY=your-key node index.mjs
# or Docker
docker build -t crawlora-mcp . && docker run -i -e CRAWLORA_API_KEY=your-key crawlora-mcpClient config (stdio):
{
"mcpServers": {
"crawlora": {
"command": "npx",
"args": ["-y", "crawlora-mcp"],
"env": { "CRAWLORA_API_KEY": "your-key" }
}
}
}The tool definitions in tools.json are generated from Crawlora's published API
catalog; each carries its real input schema and maps to a single REST endpoint.
What you can call (445 tools / 30+ categories)
Category | Tools | Examples |
Finance & crypto | 142 | Yahoo Finance, Google Finance, CoinGecko, Polymarket, Kalshi, Metaculus — quotes, financials, screeners, markets, trending, coins, prediction markets |
Media & entertainment | 113 | Spotify, Spotify Podcasts, Apple Podcasts, JustWatch, IMDb, Rotten Tomatoes, Box Office Mojo — tracks, artists, charts, episodes, where‑to‑watch, titles, ratings, box office |
Social & video | 54 | 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 | 27 | Google, Bing, Brave, Google Trends, Web Scrape — SERPs, suggestions, news, videos, images, interest‑over‑time, URL‑to‑markdown |
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 | 18 | Airbnb, TripAdvisor, Zillow, Redfin — listings, calendars, hotels, property data, estimates, region trends |
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
2xxresponses.One key, 445 tools — search, commerce, social, finance, and more behind a single MCP endpoint.
A good alternative to stitching together SerpApi, Firecrawl, ScraperAPI, or ScrapingBee.
Links
Website: https://crawlora.net/mcp
Docs & Playground: https://crawlora.net/docs · https://crawlora.net/playground
Pricing: https://crawlora.net/pricing
Server card: https://crawlora.net/.well-known/mcp/server-card.json
Official MCP registry manifest:
server.json
License
See LICENSE. The Crawlora MCP service itself is a hosted SaaS governed by the
Crawlora terms; this repository contains connection docs and manifests.
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