Crawlora MCP
Hosted MCP server for structured public web data — 319 tools across search, maps, commerce, social & finance, returning clean JSON.
README
Crawlora MCP
Crawlora MCP is a hosted Model Context Protocol server that gives AI clients and agents 323 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 any MCP‑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, see
llms-install.md.
What you can call (323 tools / 30+ categories)
| Category | Tools | Examples |
|---|---|---|
| Finance & crypto | 82 | Yahoo Finance, Google Finance, CoinGecko, Polymarket — quotes, financials, screeners, markets, trending, coins, prediction markets |
| 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 | 26 | Google, Bing, Brave, Google Trends — SERPs, suggestions, news, videos, 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 | 14 | 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, 323 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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