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Quantum Simulator: Model Complex Systems, Optimize Algorithms - MCP Implementation

Quantum Simulator: Model Complex Systems, Optimize Algorithms

Transform quantum ideas into reality with Quantum Simulator: model complex systems, optimize algorithms, and pioneer breakthroughs—where innovation meets scalability. Start now." )

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About Quantum Simulator

What is Quantum Simulator: Model Complex Systems, Optimize Algorithms?

Quantum Simulator is a computational framework designed to emulate quantum computing environments, enabling developers to model intricate systems and refine algorithms through precise circuit simulation. Leveraging the Model Context Protocol (MCP), it provides an interface for integrating with development platforms like Claude for Desktop. The tool supports noise modeling, algorithm optimization, and result visualization, bridging the gap between theoretical research and practical implementation.

How to Use Quantum Simulator: Model Complex Systems, Optimize Algorithms?

Begin by deploying the Docker container via docker run with MCP-enabled stdin configuration. Configure your development environment by mapping output directories using Docker volume mounts. Execute pre-built example workflows or author custom OpenQASM 2.0 scripts to simulate quantum operations. Results are rendered as interactive histograms, while noise parameters can be tuned in real-time to assess system resilience under different error conditions.

Quantum Simulator Features

Key Features of Quantum Simulator: Model Complex Systems, Optimize Algorithms?

  • Architecture-agnostic execution across x86 and ARM64 platforms
  • Comprehensive noise profile library including thermal decay and gate fidelity degradation
  • Dynamic visualization engine for probability distribution analysis
  • Pre-integrated algorithm templates for Grover's search and Shor's factoring
  • Real-time debugging through MCP protocol message inspection

Use Cases of Quantum Simulator: Model Complex Systems, Optimize Algorithms?

Researchers use this tool to:

  • Develop error-correcting codes by stress-testing circuits under simulated decoherence
  • Optimize variational algorithms through iterative parameter sweeps
  • Validate quantum machine learning models against classical benchmarks
  • Create educational modules demonstrating entanglement and superposition principles
  • Conduct architectural comparisons between quantum computing paradigms

Quantum Simulator FAQ

FAQ from Quantum Simulator: Model Complex Systems, Optimize Algorithms?

Why does my container exit immediately?
Ensure the -i flag is used to keep stdin open for MCP communication.

Can I use this on ARM-based Macs?
Full compatibility confirmed for M1/M2 chips via Docker Desktop ARM64 emulation.

What if my histograms don't render?
Verify volume mounts match HOST_OUTPUT_DIR and check file permissions in your project directory.

Is source code available?
The MIT-licensed repository includes full source and documentation at GitHub.

Does Windows support exist?
Preliminary testing shows compatibility with Docker Desktop for Windows, though performance profiling is ongoing.

Content

Quantum Simulator MCP Server

A Docker image providing a quantum circuit simulator that implements the Model Context Protocol (MCP), allowing integration with MCP clients such as Claude for Desktop.

Features

  • Support for OpenQASM 2.0 quantum circuits
  • Quantum circuit simulation using Qiskit
  • Support for various noise models (depolarizing, thermal relaxation, readout error)
  • Multiple result types including counts, statevector, and visualized histograms
  • Pre-configured example circuits
  • Seamless integration with MCP clients

Quick Start

get the docker image

docker pull ychen94/quantum-simulator-mcp:latest

Simply run the container with the following command:

docker run -i --rm -v /tmp:/data/quantum_simulator_results -e HOST_OUTPUT_DIR="/tmp" ychen94/quantum-simulator-mcp:latest

This command:

  • Mounts the /tmp directory on your host to store histogram output files
  • Sets the HOST_OUTPUT_DIR environment variable to /tmp
  • Keeps the container running with -i (interactive mode)
  • Automatically removes the container when it exits with --rm

Using with Claude for Desktop

  1. Install Claude for Desktop

  2. Edit the Claude configuration file:

* macOS: `~/Library/Application Support/Claude/claude_desktop_config.json`
* Windows: `%APPDATA%\Claude\claude_desktop_config.json`
  1. Add the following configuration to the mcpServers section:
{
  "mcpServers": {
    "quantum-simulator": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-v", "/tmp:/data/quantum_simulator_results",
        "-e", "HOST_OUTPUT_DIR=/tmp",
        "ychen94/quantum-simulator-mcp:latest"
      ]
    }
  }
}
  1. Restart Claude for Desktop
  2. Look for the hammer icon in the Claude UI, indicating available MCP tools

MCP Tools

The server provides the following MCP tools:

  • run_circuit : Run a quantum circuit with specified noise model
  • list_noise_models : List all available noise models and their descriptions
  • list_result_types : List all available result types and their descriptions
  • get_circuit_stats : Analyze a quantum circuit and return statistics
  • create_test_histogram : Create a test histogram file to verify output directory configuration

MCP Resources

The server provides example quantum circuits:

  • qasm://examples/bell-state.qasm: Bell state preparation circuit
  • qasm://examples/grover-2qubit.qasm: 2-qubit Grover's algorithm implementation
  • qasm://examples/qft-4qubit.qasm: 4-qubit Quantum Fourier Transform
  • quantum://noise-models/examples.json: Example noise model configurations

Example Usage in Claude

Here are some prompts you can use in Claude:

  1. "Run a Bell state circuit and show me the results"

  2. "What noise models are available in the quantum simulator?"

  3. "Simulate a 2-qubit Grover's algorithm with 0.01 depolarizing noise"

  4. "Create a test histogram and show me the file path"

  5. "Please provide a simple QAOA algorithm, only get the result_types: histogram, and view the histogram using iterm"

chat

result_pic

Volume Mapping

The container generates histogram PNG files in /data/quantum_simulator_results. These files need to be accessible from your host system. The volume mapping (-v /tmp:/data/quantum_simulator_results) makes these files available in your host's /tmp directory.

Environment Variables

  • QUANTUM_OUTPUT_DIR: Output directory for histogram files inside the container (default: /data/quantum_simulator_results)
  • HOST_OUTPUT_DIR: Corresponding path on the host system (default: /tmp)

Multi-Architecture Support

This image supports the following architectures:

  • linux/amd64
  • linux/arm64 (confirmed working on Mac M-series chips)

Note: The image has not been tested on Windows systems yet, but should work as long as Docker Desktop is properly configured.

Troubleshooting

Issue : Claude cannot access the histogram files.
Solution : Ensure the volume mapping is correct and the HOST_OUTPUT_DIR environment variable matches the host path in your volume mapping.

Issue : Docker container exits immediately.
Solution : Make sure to use the -i flag to keep stdin open, which is required for the MCP STDIO transport.

License

This project is licensed under the MIT License. For more details, please see the LICENSE file in this project repository.

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