Google Earth Engine MCP Server

Google Earth Engine MCP Server

MCP server for interacting with Google Earth Engine, enabling geospatial analysis such as dataset visualization, statistics computation, and search via AI assistants.

Category
Visit Server

README

Google Earth Engine MCP Server

Uses @vercel/mcp-adapter <img width="1658" alt="image" src="https://github.com/user-attachments/assets/28f1e354-5182-4f2d-91c5-c2c87de6ed79" /> <img width="1665" alt="image" src="https://github.com/user-attachments/assets/ce2c5900-c02e-41d0-b8f4-745af50e9a19" />

Usage

This sample app uses the Vercel MCP Adapter that allows you to drop in an MCP server on a group of routes in any Next.js project.

Update app/[transport]/route.ts with your tools, prompts, and resources following the MCP TypeScript SDK documentation.

Google Earth Engine Tools

This project includes MCP tools for interacting with Google Earth Engine, a cloud-based platform for geospatial analysis. These tools allow AI assistants to:

  • Initialize and authenticate with Earth Engine
  • Visualize Earth Engine datasets as maps
  • Retrieve information about Earth Engine datasets
  • Compute statistics for Earth Engine data in specified regions
  • Search for Earth Engine datasets

For more details, see the Earth Engine Tools README.

To use Earth Engine tools, you'll need:

  1. A Google Earth Engine account
  2. A Google Cloud service account with Earth Engine access
  3. A service account private key for authentication

Notes for running on Vercel

  • To use the SSE transport, requires a Redis attached to the project under process.env.REDIS_URL
  • Make sure you have Fluid compute enabled for efficient execution
  • After enabling Fluid compute, open app/route.ts and adjust maxDuration to 60 (or higher if using a Vercel Pro or Enterprise account)
  • Deploy the Next.js MCP template

Sample Client

script/test-client.mjs contains a sample client to try invocations.

node scripts/test-client.mjs https://mcp-for-next-js.vercel.app

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured