Gradient Dynamics: thermal and CFD simulation for LangChain
com.gradient-dynamics/engineering
GPU CFD and conjugate heat transfer for cold plates, heat sinks, battery packs and electronics.
client:LangChain
transport:streamable-http
tools:86
Install Gradient Dynamics: thermal and CFD simulation in LangChain
pip install langchain-mcp-adapters
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()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs
What LangChain can do once it is connected
- search_tools
- get_tool_schema
- get_capabilities
- list_projects
- create_project
- import_surface_attachment
- create_upload
- open_surface_upload
- prepare_surface_upload
- complete_surface_upload
- view_geometry
- inspect_mesh_geometry
- check_geometry
- plan_mesh
- validate_mesh
- create_mesh
- get_mesh_controls
- validate_simulation
- run_simulation
- get_solver_controls
- estimate_cost
- get_job
- list_jobs
- list_activity