Build a crop detector on Sentinel-2 satellite data with AI coding help
A developer listed among their AI-assisted projects a system that trains neural nets to recognise crops from Sentinel-2 imagery. Crop detection works fairly well; spotting mowing and ploughing is harder without labels.
Do this with your agent
How you could do the same thing today. “Official MCP” is the vendor's own server. “Manual” means you use the provider's own site or app.
- Copernicus Data Space APIsAPI from the vendor
Named in this story. Search and download Sentinel satellite imagery of any place on Earth.
- Real World MCPFind it through our connector
Add our server and ask your agent to run search_tools. It lists Raspberry Shake data and SkyFi with prices and links. It does not place orders.
- Buy satellite imagery with an AI agentStep by step
What works today, through which server, at what price.
Every MCP server and API we list for this kind of job, with install lines, auth and price.
Add Real World MCP to your agent
22 live tools- Open the Add custom connector dialog , prefilled. Or go to Customize → Connectors → + Add → Add custom connector.
- Name it Real World MCP, paste this URL, pick No sign in, then Add.
https://www.realworldmcp.com/api/mcp
- On ChatGPT on the web, open Plugins, click +, then Add custom MCP server.
- Name it, paste this URL under Connection, and pick No authentication.
- Accept the warning, click Create as a plugin, then install it.
https://www.realworldmcp.com/api/mcp
Run once in your terminal, then type /mcp in Claude Code to see the tools.
claude mcp add --transport http realworldmcp https://www.realworldmcp.com/api/mcp
Run this once, or add the two lines below to ~/.codex/config.toml.
codex mcp add realworldmcp --url https://www.realworldmcp.com/api/mcp
Gemini app: on gemini.google.com, Settings → Connected Apps, then under Custom apps paste this URL and click Next.
https://www.realworldmcp.com/api/mcp
Gemini CLI:
gemini mcp add --transport http --scope user realworldmcp https://www.realworldmcp.com/api/mcp
Add to Cursor opens Cursor with the server filled in. Or add this to ~/.cursor/mcp.json.
{
"mcpServers": {
"realworldmcp": {
"url": "https://www.realworldmcp.com/api/mcp"
}
}
}Run this once (macOS or Linux shell), or add the server to .vscode/mcp.json. Then use it from Copilot Chat in agent mode.
code --add-mcp '{"name":"realworldmcp","type":"http","url":"https://www.realworldmcp.com/api/mcp"}'In Cascade's MCP menu, choose Open MCP config file and add this server. Then press refresh.
{
"mcpServers": {
"realworldmcp": {
"serverUrl": "https://www.realworldmcp.com/api/mcp"
}
}
}Any client that speaks Streamable HTTP MCP. No auth. Most take this JSON, or just the URL.
{
"mcpServers": {
"realworldmcp": {
"url": "https://www.realworldmcp.com/api/mcp"
}
}
}search_tools, get_tool and call_tool and 22 live tools. All clients and full steps
ChatGPT, Claude, Codex, Cursor, GitHub Copilot, Gemini and Windsurf are trademarks of their respective owners. Real World MCP is not affiliated with them, and compatibility does not imply endorsement or partnership.
Related use cases
- Have Claude Code build the backend for a home weather station
A user had Claude Code write the whole Go service that receives readings from their weather station, including SQL, handlers, deploy scripts, systemd units, tests and an API-key tool.
- Search, price and order satellite imagery from Claude or ChatGPT
SkyFi launched an MCP server so assistants like Claude and ChatGPT can search its archive, compare sources, task new captures and place orders in chat, paid at standard SkyFi prices.
- Find cheap eggs with Operator (and watch it buy them)
A columnist asked OpenAI's Operator to find cheap delivered eggs; it placed a $31.43 Instacart order on his saved card without the confirmation OpenAI says it requires. The eggs arrived.
- Have Claude Code add ESPHome sensors and drivers around the house
A user points Claude Code at a folder of ESPHome configs to add new devices, including sensor drivers. Their house now has a vinyl streamer, ESP32 speakers, plant sensors, a solar bird-house camera and a sleep sensor.
The story is in our words. The source was opened on Nov 2, 2026 and a key phrase was found in it. See all use cases.