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    Ax Mcp

    Axiomatic_AI MCP Server

    7 stars
    Python
    Updated Oct 18, 2025

    Table of Contents

    • 🚀 Quickstart
    • 1. Check system requirements
    • 2. Install your favourite client
    • 3. Get an API key
    • 4. Install Axiomatic Operators (all except AxPhotonicsPreview)
    • Click the button to install:
    • Reporting Bugs
    • Connect on Discord
    • Troubleshooting
    • Cannot install in Conda environment
    • Server not appearing in Cursor
    • The "Add to cursor" button does not work
    • Multiple servers overwhelming the LLM
    • API connection errors
    • Tools not appearing
    • Individual servers
    • 🖌️ AxEquationExplorer
    • 📄 AxDocumentParser
    • 📝 AxDocumentAnnotator
    • 🔬 AxPhotonicsPreview
    • 📊 AxPlotToData
    • ⚙️ AxModelFitter
    • Requesting Features
    • Support

    Table of Contents

    • 🚀 Quickstart
    • 1. Check system requirements
    • 2. Install your favourite client
    • 3. Get an API key
    • 4. Install Axiomatic Operators (all except AxPhotonicsPreview)
    • Click the button to install:
    • Reporting Bugs
    • Connect on Discord
    • Troubleshooting
    • Cannot install in Conda environment
    • Server not appearing in Cursor
    • The "Add to cursor" button does not work
    • Multiple servers overwhelming the LLM
    • API connection errors
    • Tools not appearing
    • Individual servers
    • 🖌️ AxEquationExplorer
    • 📄 AxDocumentParser
    • 📝 AxDocumentAnnotator
    • 🔬 AxPhotonicsPreview
    • 📊 AxPlotToData
    • ⚙️ AxModelFitter
    • Requesting Features
    • Support

    Documentation

    Axiomatic MCP Servers

    Static Badge

    MCP (Model Context Protocol) servers that provide AI assistants with access to the Axiomatic_AI Platform - a suite of advanced tools for scientific computing, document processing, and photonic circuit design.

    🚀 Quickstart

    1. Check system requirements

    • Python
    • Install here
    • uv
    • Install here
    • Recommended not to install in conda (see Troubleshooting)
    • install extra packages (optional)
    • If you wish to use the AxPhotonicsPreview, you will need to install extra dependencies before continuing. After installing uv, run uv tool install "axiomatic-mcp[pic]".

    2. Install your favourite client

    Cursor installation

    3. Get an API key

    Static Badge

    You will receive an API key by email shortly after filling the form. Check your spam folder if it doesn't arrive.

    4. Install Axiomatic Operators (all except AxPhotonicsPreview)

    ⚡ Claude Code

    bash
    claude mcp add axiomatic-mcp --env AXIOMATIC_API_KEY=your-api-key-here -- uvx --from axiomatic-mcp all

    🔷 Cursor

    Install MCP Server

    🤖 Claude Desktop

    1. Open Claude Desktop settings → Developer → Edit MCP config

    2. Add this configuration:

    json
    {
      "mcpServers": {
        "axiomatic-mcp": {
          "command": "uvx",
          "args": ["--from", "axiomatic-mcp", "all"],
          "env": {
            "AXIOMATIC_API_KEY": "your-api-key-here"
          }
        }
      }
    }

    3. Restart Claude Desktop

    🔮 Gemini CLI

    Follow the MCP install guide and use the standard configuration above.

    See the official instructions here: Gemini CLI MCP Server Guide

    json
    {
      "axiomatic-mcp": {
        "command": "uvx",
        "args": ["--from", "axiomatic-mcp", "all"],
        "env": {
          "AXIOMATIC_API_KEY": "your-api-key-here"
        }
      }
    }

    🌬️ Windsurf

    Follow the Windsurf MCP documentation.

    Use the standard configuration above.

    json
    {
      "axiomatic-mcp": {
        "command": "uvx",
        "args": ["--from", "axiomatic-mcp", "all"],
        "env": {
          "AXIOMATIC_API_KEY": "your-api-key-here"
        }
      }
    }

    🧪 LM Studio

    Click the button to install:

    Install MCP Server

    Note: After installing via the button, open LM Studio MCP settings and add:

    ```json

    "env": {

    "AXIOMATIC_API_KEY": "your-api-key-here"

    }

    ```

    💻 Codex

    Create or edit the configuration file ~/.codex/config.toml and add:

    toml
    [mcp_servers.axiomatic-mcp]
    command = "uvx"
    args = ["--from", "axiomatic-mcp", "all"]
    env = { AXIOMATIC_API_KEY = "your-api-key-here" }

    For more information, see the Codex MCP documentation

    🌊 Other MCP Clients

    Use this server configuration:

    json
    {
      "command": "uvx",
      "args": ["--from", "axiomatic-mcp", "all"],
      "env": {
        "AXIOMATIC_API_KEY": "your-api-key-here"
      }
    }

    Note: This installs all tools except for AxPhotonicsPreview under one server. If you experience other issues, try individual servers instead.

    Reporting Bugs

    Found a bug? Please help us fix it by creating a bug report.

    Connect on Discord

    Join our Discord to engage with other engineers and scientists using Axiomatic Operators. Ask for help, discuss bugs and features, and become a part of the Axiomatic community!

    Static Badge

    Troubleshooting

    Cannot install in Conda environment

    It's not recommended to install axiomatic operators inside a conda environment. uv handles seperate python environments so it is safe to run "globally" without affecting your existing Python environments

    Server not appearing in Cursor

    1. Restart Cursor after updating MCP settings

    2. Check the Output panel (View → Output → MCP) for errors

    3. Verify the command path is correct

    The "Add to cursor" button does not work

    We have seen reports of the cursor window not opening correctly. If this happens you may manually add to cursor by:

    1. Open cursor

    2. Go to "Settings" > "Cursor Settings" > "MCP & Integration"

    3. Click "New MCP Server"

    4. Add the following configuration:

    code
    {
      "mcpServers": {
        "axiomatic-mcp": {
          "command": "uvx --from axiomatic-mcp all",
          "env": {
            "AXIOMATIC_API_KEY": "YOUR API KEY"
          },
          "args": []
        }
      }
    }

    Multiple servers overwhelming the LLM

    Install only the domain servers you need. Each server runs independently, so you can add/remove them as needed.

    API connection errors

    1. Verify your API key is set correctly

    2. Check internet connection

    Tools not appearing

    If you experience any issues such as tools not appearing, it may be that you are using an old version and need to clear uv's cache to update it.

    bash
    uv cache clean

    Then restart your MCP client (e.g. restart Cursor).

    This clears the uv cache and forces fresh downloads of packages on the next run.

    Individual servers

    You may find more information about each server and how to install them individually in their own READMEs.

    🖌️ AxEquationExplorer

    Compose equation of your interest based on information in the scientific paper.

    📄 AxDocumentParser

    Convert PDF documents to markdown with advanced OCR and layout understanding.

    📝 AxDocumentAnnotator

    Create intelligent annotations for PDF documents with contextual analysis, equation extraction, and parameter identification.

    🔬 AxPhotonicsPreview

    Design photonic integrated circuits using natural language descriptions. Additional requirements are needed, please refer to Check system requirements

    📊 AxPlotToData

    Extract numerical data from plot images for analysis and reproduction.

    ⚙️ AxModelFitter

    Fit parametric models or digital twins to observational data using advanced statistical analysis and optimization algorithms.

    Requesting Features

    Have an idea for a new feature? We'd love to hear it! Submit a feature request and:

    • Describe the problem your feature would solve
    • Explain your proposed solution
    • Share any alternatives you've considered
    • Provide specific use cases

    Support

    • **Join our Discord Server**
    • Issues: GitHub Issues

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