LangChain Gradient Dynamics: thermal and CFD simulation Resource/Engineering workflow guide
How to: LangChain Gradient Dynamics: thermal and CFD simulation Engineering workflow guide
Add Gradient Dynamics: thermal and CFD simulation to LangChain
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01
Open pip install langchain-mcp-adapters and merge this in. Keep any servers already there.
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"engineering": {
"transport": "streamable_http",
"url": "https://api.gradient-dynamics.com/mcp",
}
})
tools = await client.get_tools()
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02
Save the file and restart LangChain.
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03
Engineering workflow guide is surfaced through the client's resource API, read by URI. It is context to attach, not an action to run.
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04
If it does not appear, check that Gradient Dynamics: thermal and CFD simulation is connected and that you are looking at its resources rather than its tools.
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs
Same resource, other clients
Read from the server itself, by connecting to it and calling resources/list on 14 November 2026.
A listing does not declare its resources, so asking is the only way to know them, and this
is what the server actually offers rather than what its listing claims. Names only are
stored; connect the server for each resource's type and contents.