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VisualTorch

VisualTorch is an MCP server that adds tools to AI assistants such as Claude Desktop, Claude Code and Cursor. Render PyTorch architecture diagrams and animated GIF reveals from trusted model source. It has 341 GitHub stars, is released under the MIT license and runs locally with uvx visualtorch.

github.com/hiddenstateresearch/visualtorch (opens in a new tab)

Data as of from the GitHub API and the official MCP registry; description from the project's repository. Report an error

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Install VisualTorch

Generated from the server's MCP registry entry. Replace your-value with your own values.

Claude Desktop

claude_desktop_config.json
{
  "mcpServers": {
    "visualtorch": {
      "command": "uvx",
      "args": [
        "visualtorch"
      ]
    }
  }
}

Settings > Developer > Edit Config. macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\. Restart Claude Desktop afterwards.

Claude Code

claude mcp add --transport stdio visualtorch -- uvx visualtorch

Cursor

.cursor/mcp.json
{
  "mcpServers": {
    "visualtorch": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "visualtorch"
      ]
    }
  }
}

Project file; use ~/.cursor/mcp.json to enable it in every project.

VS Code

.vscode/mcp.json
{
  "servers": {
    "visualtorch": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "visualtorch"
      ]
    }
  }
}

Config formats checked against the official docs on Oct 7, 2026: modelcontextprotocol.io (opens in a new tab), code.claude.com (opens in a new tab), cursor.com (opens in a new tab), code.visualstudio.com (opens in a new tab).

About VisualTorch

VisualTorch aims to help visualize Torch-based neural network architectures. It currently supports generating flow-style, graph-style, and LeNet-style architectures for PyTorch Sequential and Custom models. Its original visual styles were inspired by visualkeras, pytorchviz, pytorch-summary, and torchview; since then, it has grown its own unified tracing backend and architecture-handling logic well beyond its origins.

  • architecture-diagram
  • architecture-visualization
  • neural-network
  • pytorch
  • torch
  • visualization
  • visualtorch
  • artificial-intelligence
  • deep-learning
  • machine-learning

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FAQ

VisualTorch FAQ

Still curious? Email info@appsgit.com.

How do I install the VisualTorch MCP server?

Add the command uvx visualtorch to your MCP client: put it in claude_desktop_config.json for Claude Desktop, run claude mcp add for Claude Code, or add it to .cursor/mcp.json (Cursor) or .vscode/mcp.json (VS Code). The snippets on this page are ready to paste.

Is VisualTorch free?

The server is open source under the MIT license, so running it is free. It does not declare any required API key.

Is VisualTorch actively maintained?

The most recent commit was on Oct 16, 2026. The latest release is v1.4.1, published Jul 28, 2026. appsgit only lists MCP servers with a commit in the last six months.