Qiskit Gym MCP Server

Official registry Other

MCP server for qiskit-gym reinforcement learning quantum circuit synthesis

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

PYPI package qiskit-gym-mcp-server
Claude Code
claude mcp add qiskit-gym-mcp-server -- uvx qiskit-gym-mcp-server==0.4.2
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "qiskit-gym-mcp-server": {
            "command": "uvx",
            "args": [
                "qiskit-gym-mcp-server==0.4.2"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. Qiskit MCP Servers
  2. Quick Start
  3. Available Servers
  4. Examples
  5. Architecture
  6. Development
  7. Resources
  8. Contributing
  9. License

Qiskit MCP Servers

A collection of Model Context Protocol (MCP) servers that give AI assistants, LLMs, and agents seamless access to IBM Quantum services and Qiskit libraries. Generate quantum code, connect to real hardware, analyze backends, execute circuits, and search Qiskit documentation — all through a standardized protocol that works with any MCP-compatible client.

Quick Start

Prerequisites
  • Python 3.10+ (3.11+ recommended)
  • IBM Quantum account and API token (only required for IBM cloud servers: Runtime, Transpiler)
Install from PyPI
# Install all servers (core + community)
pip install "qiskit-mcp-servers[all]"

# Install core servers only (default, excludes community)
pip install qiskit-mcp-servers

Install individual servers

pip install "qiskit-mcp-servers[qiskit]"          # Qiskit server only
pip install "qiskit-mcp-servers[runtime]"         # IBM Runtime server only
pip install "qiskit-mcp-servers[transpiler]"      # IBM Transpiler server only
pip install "qiskit-mcp-servers[docs]"            # Documentation server only
pip install "qiskit-mcp-servers[gym]"             # Qiskit Gym server only (community)
Install from Source

Each server runs independently — the directory name and command are the same:

cd qiskit-mcp-server  # or any server directory
pip install -e .
qiskit-mcp-server
Configuration

Servers that connect to IBM Quantum cloud services require a QISKIT_IBM_TOKEN environment variable. See each server's README for the full list of environment variables and configuration options.

export QISKIT_IBM_TOKEN="your_ibm_quantum_token_here"
Client Setup

All servers are compatible with any MCP client. Pick your client below.

Claude Code

# No auth required
claude mcp add qiskit -- uvx qiskit-mcp-server
claude mcp add qiskit-docs -- uvx qiskit-docs-mcp-server
claude mcp add qiskit-gym -- uvx qiskit-gym-mcp-server

# Require QISKIT_IBM_TOKEN (https://quantum.ibm.com)
claude mcp add qiskit-ibm-runtime -e QISKIT_IBM_TOKEN=$QISKIT_IBM_TOKEN -- uvx qiskit-ibm-runtime-mcp-server
claude mcp add qiskit-ibm-transpiler -e QISKIT_IBM_TOKEN=$QISKIT_IBM_TOKEN -- uvx qiskit-ibm-transpiler-mcp-server
IBM Bob

Add to your ~/.bob/settings/mcp_settings.json:

{
    "mcpServers": {
        "qiskit": {
            "command": "uvx",
            "args": ["qiskit-mcp-server"],
            "alwaysAllow": [],
            "disabled": false
        },
        "qiskit-docs": {
            "command": "uvx",
            "args": ["qiskit-docs-mcp-server"],
            "alwaysAllow": [],
            "disabled": false
        },
        "qiskit-gym": {
            "command": "uvx",
            "args": ["qiskit-gym-mcp-server"],
            "alwaysAllow": [],
            "disabled": false
        },
        "qiskit-ibm-runtime": {
            "command": "uvx",
            "args": ["qiskit-ibm-runtime-mcp-server"],
            "env": {
                "QISKIT_IBM_TOKEN": "<your IBM Quantum token>",
                "QISKIT_IBM_RUNTIME_MCP_INSTANCE": "<Optional: Your IBM Quantum instance CRN>"
            },
            "alwaysAllow": [],
            "disabled": false
        },
        "qiskit-ibm-transpiler": {
            "command": "uvx",
            "args": ["qiskit-ibm-transpiler-mcp-server"],
            "env": {
                "QISKIT_IBM_TOKEN": "<your IBM Quantum token>"
            },
            "alwaysAllow": [],
            "disabled": false
        }
    }
}

Claude Desktop / Cline

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "qiskit": {
      "command": "uvx",
      "args": ["qiskit-mcp-server"]
    },
    "qiskit-docs": {
      "command": "uvx",
      "args": ["qiskit-docs-mcp-server"]
    },
    "qiskit-gym": {
      "command": "uvx",
      "args": ["qiskit-gym-mcp-server"]
    },
    "qiskit-ibm-runtime": {
      "command": "uvx",
      "args": ["qiskit-ibm-runtime-mcp-server"],
      "env": {
        "QISKIT_IBM_TOKEN": "your_ibm_quantum_token_here"
      }
    },
    "qiskit-ibm-transpiler": {
      "command": "uvx",
      "args": ["qiskit-ibm-transpiler-mcp-server"],
      "env": {
        "QISKIT_IBM_TOKEN": "your_ibm_quantum_token_here"
      }
    }
  }
}

MCP Inspector (interactive testing)

npx @modelcontextprotocol/inspector uvx qiskit-mcp-server
npx @modelcontextprotocol/inspector uvx qiskit-docs-mcp-server
npx @modelcontextprotocol/inspector uvx qiskit-ibm-runtime-mcp-server
# etc.

Available Servers

Core Servers
ServerDescriptionDirectory
Qiskit MCP ServerCircuit creation, transpilation, and serialization (QASM3, QPY) using Qiskitqiskit-mcp-server/
Qiskit IBM RuntimeFull access to IBM Quantum hardware via Qiskit IBM Runtimeqiskit-ibm-runtime-mcp-server/
Qiskit IBM TranspilerAI-optimized circuit routing and optimization via qiskit-ibm-transpilerqiskit-ibm-transpiler-mcp-server/
Qiskit DocsSearch and retrieve Qiskit documentation, guides, and API references. No auth required.qiskit-docs-mcp-server/
Community Servers
ServerDescriptionDirectory
Qiskit GymRL-based quantum circuit synthesis using qiskit-gym (permutation routing, linear functions, Clifford circuits)qiskit-gym-mcp-server/
Removed Servers
  • Qiskit Code Assistant MCP Server — previously published as qiskit-code-assistant-mcp-server. Removed because the underlying Qiskit Code Assistant service has been discontinued by IBM Quantum. See the sunset announcement. The PyPI package is archived and no longer maintained.

Examples

Each server includes an examples/ directory with a Jupyter notebook (langchain_agent.ipynb) and a Python script (langchain_agent.py) showing how to build AI agents with LangChain.

The root examples/ directory contains a multi-agent Quantum Volume Finder that orchestrates multiple MCP servers to find the highest achievable Quantum Volume on IBM Quantum hardware. See the examples README for details.

Architecture

All servers are built on FastMCP and share a consistent structure:

  • Async-first — all tool and resource handlers are async, using FastMCP's native async support
  • Standalone packages — each server is an independent PyPI package with its own pyproject.toml, tests, and CI
  • MCP Registry — every server ships a server.json manifest for automatic discovery
  • Unified meta-package — qiskit-mcp-servers installs any combination via pip extras
  • Full MCP protocol — tools (quantum operations), resources (backend info, service status), and stdio transport

Development

Running Tests
cd qiskit-mcp-server  # or any server directory
./run_tests.sh
Code Quality
  • Linting: ruff check and ruff format
  • Type checking: mypy src/
  • Testing: pytest with async support and coverage reporting
  • CI/CD: GitHub Actions for automated testing

Resources

Contributing

Contributions are welcome! Please see the CONTRIBUTING.md guide for details.

License

This project is licensed under the Apache License 2.0.

Frequently asked questions

What is Qiskit Gym MCP Server?

MCP server for qiskit-gym reinforcement learning quantum circuit synthesis

How do I install Qiskit Gym MCP Server?

It runs on your machine. In Claude Code: claude mcp add qiskit-gym-mcp-server -- uvx qiskit-gym-mcp-server==0.4.2. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Qiskit Gym MCP Server need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Qiskit Gym MCP Server open source?

Yes. Its code is on GitHub under the Apache-2.0 license.

Who maintains Qiskit Gym MCP Server?

It is published by Qiskit. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.