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Health: Not checked yetWe have not completed a health check for this listing yet.Last checked 8/11/2026, 12:26:06 AM

Math Mcp

Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

GPU-accelerated MCP server: symbolic algebra, numerical computing, FFT, optimization, linear algebra

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Install Config Generator

Choose your client
claude_desktop_config.json
{
  "mcpServers": {
    "math-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "math-mcp"
      ]
    }
  }
}

πŸ’‘ Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

Install Directory Badge Claim listing Alternatives🏒 More in Workplace & Productivity

Documentation Overview

Math-Physics-ML MCP System

PyPI - Math MCP PyPI - Quantum MCP PyPI - Molecular MCP PyPI - Neural MCP Documentation License: MIT

GPU-accelerated Model Context Protocol servers for computational mathematics, physics simulations, and machine learning.

πŸ“š Documentation

View Full Documentation β†’

GuideDescription
InstallationSetup instructions for pip, uv, and uvx
ConfigurationClaude Desktop & Claude Code setup
Quick StartGet running in 5 minutes
API ReferenceComplete tool documentation
Visual DemosInteractive physics simulations

About

This system enables AI assistants to perform real scientific computing β€” from solving differential equations to running molecular dynamics simulations.

Double-Slit Interference
Quantum Wave Mechanics
Double-slit interference pattern from solving the time-dependent SchrΓΆdinger equation
Galaxy Collision
N-Body Dynamics
Galaxy merger simulation using gravitational N-body calculations
Bragg Scattering
Crystal Diffraction
Bragg scattering from a hexagonal (graphene-like) lattice
Triple-Slit
Multi-Slit Interference
Complex interference patterns from three coherent sources

Overview

This system provides 4 specialized MCP servers that bring scientific computing capabilities to AI assistants like Claude:

ServerDescriptionTools
Math MCPSymbolic algebra (SymPy) + numerical computing14
Quantum MCPWave mechanics & Schrodinger simulations12
Molecular MCPClassical molecular dynamics15
Neural MCPNeural network training & evaluation16

Key Features:

  • GPU acceleration with automatic CUDA detection (10-100x speedup)
  • Async task support for long-running simulations
  • Cross-MCP workflows via URI-based data sharing
  • Progressive discovery for efficient tool exploration

Quick Start

Installation with uvx (Recommended)

Run any MCP server directly without installation:

bash
# Run individual servers
uvx scicomp-math-mcp
uvx scicomp-quantum-mcp
uvx scicomp-molecular-mcp
uvx scicomp-neural-mcp

Installation with pip/uv

bash
# Install individual servers
pip install scicomp-math-mcp
pip install scicomp-quantum-mcp
pip install scicomp-molecular-mcp
pip install scicomp-neural-mcp

# Or install all at once
pip install scicomp-math-mcp scicomp-quantum-mcp scicomp-molecular-mcp scicomp-neural-mcp

# With GPU support (requires CUDA)
pip install scicomp-math-mcp[gpu] scicomp-quantum-mcp[gpu] scicomp-molecular-mcp[gpu] scicomp-neural-mcp[gpu]

Configuration

Claude Desktop

Add to your Claude Desktop configuration file:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json Windows: %APPDATA%\Claude\claude_desktop_config.json

config.json
{
  "mcpServers": {
    "math-mcp": {
      "command": "uvx",
      "args": ["scicomp-math-mcp"]
    },
    "quantum-mcp": {
      "command": "uvx",
      "args": ["scicomp-quantum-mcp"]
    },
    "molecular-mcp": {
      "command": "uvx",
      "args": ["scicomp-molecular-mcp"]
    },
    "neural-mcp": {
      "command": "uvx",
      "args": ["scicomp-neural-mcp"]
    }
  }
}

Claude Code

Add to your project's .mcp.json:

config.json
{
  "mcpServers": {
    "math-mcp": {
      "command": "uvx",
      "args": ["scicomp-math-mcp"]
    },
    "quantum-mcp": {
      "command": "uvx",
      "args": ["scicomp-quantum-mcp"]
    }
  }
}

Or configure globally in ~/.claude/settings.json.

Usage Examples

Math MCP

python
# Solve equations symbolically
symbolic_solve(equations="x**3 - 6*x**2 + 11*x - 6")
# Result: [1, 2, 3]

# Compute derivatives
symbolic_diff(expression="sin(x)*exp(-x**2)", variable="x")
# Result: cos(x)*exp(-x**2) - 2*x*sin(x)*exp(-x**2)

# GPU-accelerated matrix operations
result = matrix_multiply(a=matrix_a, b=matrix_b, use_gpu=True)

Quantum MCP

python
# Create a Gaussian wave packet
psi = create_gaussian_wavepacket(
    grid_size=[256],
    position=[64],
    momentum=[2.0],
    width=5.0
)

# Solve time-dependent Schrodinger equation
simulation = solve_schrodinger(
    potential=barrier_potential,
    initial_state=psi,
    time_steps=1000,
    dt=0.1,
    use_gpu=True
)

Molecular MCP

python
# Create particle system
system = create_particles(
    n_particles=1000,
    box_size=[20, 20, 20],
    temperature=1.5
)

# Add Lennard-Jones potential
add_potential(system_id=system, potential_type="lennard_jones")

# Run MD simulation
trajectory = run_nvt(system_id=system, n_steps=100000, temperature=1.0)

# Analyze diffusion
msd = compute_msd(trajectory_id=trajectory)

Neural MCP

python
# Define model
model = define_model(architecture="resnet18", num_classes=10, pretrained=True)

# Load dataset
dataset = load_dataset(dataset_name="CIFAR10", split="train")

# Train
experiment = train_model(
    model_id=model,
    dataset_id=dataset,
    epochs=50,
    batch_size=128,
    use_gpu=True
)

# Export for deployment
export_model(model_id=model, format="onnx", output_path="model.onnx")

Development

bash
# Clone the repository
git clone https://github.com/andylbrummer/math-mcp.git
cd math-mcp

# Install dependencies
uv sync --all-extras

# Install MCP servers in editable mode (required for entry points)
uv pip install --python .venv/bin/python \
  -e servers/math-mcp \
  -e servers/quantum-mcp \
  -e servers/molecular-mcp \
  -e servers/neural-mcp

# Run tests
uv run pytest -m "not gpu"  # CPU only
uv run pytest               # All tests (requires CUDA)

# Run with coverage
uv run pytest --cov=shared --cov=servers

Note: The editable install step is required because uv sync doesn't install entry point scripts for workspace packages. After this step, you can run servers directly with uv run scicomp-math-mcp.

See CONTRIBUTING.md for development guidelines.

Performance

GPU acceleration provides significant speedups for compute-intensive operations:

MCPOperationCPUGPUSpeedup
MathMatrix multiply (4096x4096)2.1s35ms60x
Quantum2D Schrodinger (512x512, 1000 steps)2h2min60x
MolecularMD (100k particles, 10k steps)1h30s120x
NeuralResNet18 training (1 epoch)45min30s90x

Architecture

For technical details about the system architecture, see ARCHITECTURE.md.

License

MIT License - see LICENSE for details.

Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.

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Frequently Asked Questions about Math Mcp

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "math-mcp": { "command": "npx", "args": ["-y", "math-mcp"] } }

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Technical Specs & Signals

Category🏒Workplace & Productivity
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
0/4 checks healthy over the last 6h
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28Quality signal: Emerging Β· 28/100How this signal is calculated β–Ύ
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Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools12/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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