"Google Earth Engine" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
SnapRender gives AI agents eyes on the web through a hosted MCP server. Send a public URL and get the page back as an image, a PDF or clean markdown, with no browser to run or maintain. Capture the viewport or the full page as PNG, JPEG, WebP or PDF, at desktop size or with a phone, tablet or laptop preset, in light or dark mode. Ads and cookie banners are removed by default, and you can hide elements or click one before the capture. extract_content reads the same page as markdown, text, article, links or metadata, so an agent can see a page and read it in one session. Made for monitoring and client work: batch up to 50 URLs in one job, check the cache for free before spending a capture, share signed links that render without an API key, and get webhooks when a batch finishes or a scheduled capture spots a change. Track competitors' pricing and landing pages, or send clients current screenshots of their sites. Connect with OAuth (Google, GitHub or email) or an API key. Works with Claude, ChatGPT, Cursor, VS Code and any MCP client. Free plan: 200 screenshots a month, no credit card. Paid plans from $9 a month for 2,000 up to $199 a month for 200,000. Home: https://snap-render.com Docs: https://snap-render.com/ai-agents
Search YouTube and read video, channel and transcript data as JSON. No Google Cloud project.
Google SERP as JSON: organic, AI Overview, People Also Ask, AI Mode, news, shopping. No Cloud setup.
Google Flights itineraries with fares, legs, carbon emissions and price history, as JSON.
Web scraping with real-browser rendering, browser automation recipes, full-page screenshots, Google AI Overview and ChatGPT answers, and Booking.com data through one hosted MCP server. Auth via OAuth 2.1 or API key.
Search Google, images, news, maps, shopping, YouTube, jobs, hotels, flights and trends with Zenserp.
Google search, news, maps, webpages, cited answers, research and ChatGPT/Gemini answers for agents.
Run live 68-point AI Engine Optimization (AEO), GEO, Schema.org, llms.txt, and WebMCP readiness audits on any website URL.
Live AEO, GEO, JSON-LD Schema, robots.txt AI crawler, and Agent Readiness diagnostic auditor.
Google Scholar search results, citation counts and citation export formats, as structured JSON.
Free and easy-to-use Google Maps scraper for extracting business data, reviews, photos, and API access at scale.
Audit websites for SEO from your AI assistant: scores, issues with fixes, Google indexability
Lint and diff DESIGN.md files with the official Google linter, or write one from a web page.
Google Images results with source pages, thumbnails and full-resolution URLs, as JSON.
Find local businesses on Google Maps, Yellow Pages and Yelp, then pull emails and phones from sites.
69 PR-CY tools for keyword demand, SERP, rank tracking, site audits, Google Search Console, Yandex Webmaster, Yandex Metrika, page content/screenshots, articles and HTML artifacts. Streamable HTTP with a user-supplied PR-CY API key (Authorization header, Bearer scheme). Account permissions and limits apply. Docs: https://github.com/costeels/pr-cy-mcp-docs (documentation, not server source). Submitted by the documentation maintainer.
Google Maps places, reviews, contributor history, photos and posts as JSON. No Google Cloud.
Let Claude, Cursor or Cline fetch pages and run Google searches from a real Singapore mobile IP (Singtel/M1). Hosted; free 24-hour trial key.
Real-time Meta, Google, LinkedIn and TikTok ad library access for AI assistants. No API keys.
A plain-language trip description becomes dated flight deals with prices and booking links.