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Loadbench

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An MCP server that provides structural load and stability math (tipping, support reactions, beam checks) that language models often get wrong, enabling AI assis

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An MCP server that provides structural load and stability math (tipping, support reactions, beam checks) that language models often get wrong, enabling AI assistants to compute accurate engineering estimates.

README

loadbench-mcp

An MCP server that does the structural load & stability math language models get wrong. AI assistants call it instead of guessing.

Tool Question it answers
check_tipping Will these weights topple over their footprint?
solve_supports How much load does each leg / bracket carry?
beam_check Will this beam or shelf hold the load? (stress + deflection)

All math is verified against hand-computed answers (tests/test_physics.py).

Install & run

Once published to PyPI, any MCP client can launch it with no install step:

uvx loadbench-mcp

Or install it:

pip install loadbench-mcp
loadbench-mcp

Use it in Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "loadbench": {
      "command": "uvx",
      "args": ["loadbench-mcp"]
    }
  }
}

Restart Claude Desktop, then ask things like "A 2 m pine shelf on two brackets 0.3 m from each end — will it hold 40 kg in the middle?"

Local development

uv run --with mcp --with numpy python -m load_solver.server   # run from source
python -m pytest tests                                         # verify the math

Inputs are SI units (metres, kilograms, newtons; 1 kg ≈ 9.81 N). Tool docstrings carry the full argument details, which the model reads automatically.

Estimates for planning, not certified engineering. For loads where a failure could cause injury or real damage, have a qualified engineer check the result.

License

MIT

from github.com/jeongho54/loadbench-mcp

Install Loadbench in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install loadbench-mcp

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add loadbench-mcp -- uvx loadbench-mcp

FAQ

Is Loadbench MCP free?

Yes, Loadbench MCP is free — one-click install via Unyly at no cost.

Does Loadbench need an API key?

No, Loadbench runs without API keys or environment variables.

Is Loadbench hosted or self-hosted?

A hosted option is available: Unyly runs the server in the cloud, no local setup required.

How do I install Loadbench in Claude Desktop, Claude Code or Cursor?

Open Loadbench on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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