Synthesize an insect repellent on a cloud chemistry robot
The ChemCrow agent took a one-line request, picked a target molecule, planned the route and ran the synthesis of DEET and three organocatalysts on IBM's cloud-connected RoboRXN platform.
The request, as quoted in the source
“Plan and execute the synthesis of an insect repellent”
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.
- IBM RoboRXNManual through the provider
Named in the source. It is not in our directory yet, so use it from its own site.
- Real World MCPFind it through our connector
Add our server and ask your agent to run search_tools. It lists Adaptyv Bio, Open University Remote SEM, Plasmidsaurus and Twist Bioscience with prices and links. It does not place orders.
- Order a protein test 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
- Run protein synthesis experiments in a cloud lab with GPT-5
OpenAI and Ginkgo Bioworks let GPT-5 design, run and interpret rounds of cell-free protein synthesis experiments on Ginkgo's automated cloud lab. It found a recipe that cut the cost per gram of protein by 40% against the prior best, with humans mainly loading reagents.
- Plan and run chemistry reactions on lab robots with GPT-4
Carnegie Mellon's Coscientist used GPT-4 to read documentation, write code for Opentrons liquid handlers and the Emerald Cloud Lab, and carry out palladium-catalysed coupling reactions from a plain-text request.
- Program an Opentrons robot for a home drug-screening project
An independent researcher said all in-vitro screening for his basement Alzheimer's drug project ran on an Opentrons OT-2 liquid handler programmed by Claude Code, with ChatGPT Pro used across the discovery work.
- Let Claude Code read your oscilloscope to check a circuit
An engineer gave Claude Code MCP servers for his LeCroy oscilloscope and a SPICE simulator so it could compare real measurements with simulation and iterate on embedded code. His tips: tell it what is wired where and keep raw data out of its context.
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.