Crawlora MCP

Crawlora MCP Integration Guide - Crawlora

Connect Crawlora agent-native structured public web data APIs to AI clients through the hosted MCP endpoint.

[{"@context":"https://schema.org","@type":"Organization","@id":"https://crawlora.net/#organization","name":"Crawlora","alternateName":["Crawlora API","Crawlora.net"],"url":"https://crawlora.net/","logo":{"@type":"ImageObject","url":"https://crawlora.net/icons/favicon-512.png","width":512,"height":512},"description":"Crawlora provides agent-native web scraping APIs and hosted MCP tools for search, maps, geocoding, streaming media, travel, real estate, marketplaces, finance, social video, app intelligence, and AI workflows.","knowsAbout":["Web scraping","Web scraping API","SERP API","Structured web data extraction","Anti-bot bypass","Proxy infrastructure","Model Context Protocol","Web data for AI agents"],"sameAs":["https://github.com/Crawlora-org","https://www.npmjs.com/package/@crawlora-org/sdk","https://pypi.org/project/crawlora/","https://rubygems.org/gems/crawlora","https://packagist.org/packages/crawlora/sdk","https://pkg.go.dev/github.com/Crawlora-org/crawlora-go-sdk","https://mcpservers.org/servers/crawlora-net-mcp","https://www.wikidata.org/wiki/Q140216339","https://www.linkedin.com/company/crawlora-net","https://x.com/crawlora_net","https://www.crunchbase.com/organization/crawlora"]},{"@context":"https://schema.org","@type":"WebSite","@id":"https://crawlora.net/#website","name":"Crawlora","alternateName":"Crawlora API","url":"https://crawlora.net/","description":"Crawlora provides agent-native web scraping APIs and hosted MCP tools for search, maps, geocoding, streaming media, travel, real estate, marketplaces, finance, social video, app intelligence, and AI workflows.","inLanguage":"en","publisher":{"@id":"https://crawlora.net/#organization"}}]

[{"@context":"https://schema.org","@type":"WebPage","name":"Crawlora MCP Integration Guide - Crawlora","description":"Connect Crawlora agent-native structured public web data APIs to AI clients through the hosted MCP endpoint.","url":"https://crawlora.net/mcp","isPartOf":{"@type":"WebSite","name":"Crawlora","url":"https://crawlora.net/"}},{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://crawlora.net/"},{"@type":"ListItem","position":2,"name":"MCP","item":"https://crawlora.net/mcp"}]},{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is MCP?","acceptedAnswer":{"@type":"Answer","text":"Model Context Protocol is a pattern for exposing tools and resources to AI clients through a server interface."}},{"@type":"Question","name":"Does Crawlora have an official MCP server?","acceptedAnswer":{"@type":"Answer","text":"Yes. Use the hosted Streamable HTTP endpoint at https://mcp.crawlora.net/mcp with Authorization: Bearer. The MCP endpoint also accepts x-api-key for clients that support custom headers."}},{"@type":"Question","name":"Can I connect Crawlora MCP to ChatGPT or Claude as a custom connector?","acceptedAnswer":{"@type":"Answer","text":"Yes. Add https://mcp.crawlora.net/mcp as a custom connector in ChatGPT or Claude's web UI. The client handles OAuth 2.1 discovery, registration, and sign-in automatically, so you never paste an API key into the connector."}},{"@type":"Question","name":"Can I wrap Crawlora APIs as MCP tools?","acceptedAnswer":{"@type":"Answer","text":"Yes. Wrap narrow Crawlora HTTP calls behind server-side MCP tools and keep the API key in the server environment."}},{"@type":"Question","name":"Which Crawlora APIs are good MCP tools?","acceptedAnswer":{"@type":"Answer","text":"Search, Maps, Geocoding, Airbnb, TripAdvisor, Zillow, YouTube, TikTok, App Store, Google Play, Spotify, Spotify Podcasts, Apple Podcasts, Amazon, Product Hunt, Trustpilot, and review endpoints are useful candidates when they match your agent's task."}},{"@type":"Question","name":"How should I secure API keys?","acceptedAnswer":{"@type":"Answer","text":"Store keys server-side, restrict tool access, validate inputs, and avoid logging secrets."}},{"@type":"Question","name":"Can MCP tools consume credits?","acceptedAnswer":{"@type":"Answer","text":"Yes. Tool calls that invoke Crawlora API endpoints can consume credits according to endpoint billing rules."}},{"@type":"Question","name":"How is this different from LangChain tools?","acceptedAnswer":{"@type":"Answer","text":"MCP focuses on a protocol for exposing tools to clients. LangChain tools are framework-level wrappers inside LangChain workflows."}}]}]

Official OpenWeb Ninja MCP server connecting any AI agent to 40+ web data APIs for web search, e-commerce, local business, jobs, real estate, and finance data.

Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.

An MCP server that connects AI agents to Amazon product, search, and review data across 20 marketplaces via the ChocoData Amazon Scraper API.

Search and retrieve rental property details from Daft.ie via web scraping.

Scrape, crawl, and extract data from any website using the Firecrawl API.

Extract data from Google Maps, including places and reviews, using the Outscraper API.

Access Google Maps data, reviews, AI-structured insights, and business leads through the Outscraper MCP server, designed for seamless integration with AI agents and automation workflows.

Web scraper exposing 5 MCP tools — crawl, markdown extraction, search-and-crawl, sitemap parsing, and LLM JSON-schema structured extraction. AGPL-3.0.

Search job postings, companies, and technology stacks across 10M+ companies.