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VisualTorch

Render PyTorch architecture diagrams and animated GIF reveals from trusted model source.

Connector by willyfh · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)★ 341
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Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/willyfh-visualtorch

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Render PyTorch architecture diagrams and animated GIF reveals from trusted model source.

Use cases: data-visualization, documentation

Reviews

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
3 read · 0 write · 0 delete · 1 not yet classified
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Tools by what they do 4

Read from the source code; the running server may list different tools.

Read 3 · Look things up without changing anything.

  • visualize_model
  • visualtorch_capabilities
  • visualtorch_reference

Not yet classified 1 · We could not tell from the name and description.

  • animate_model

Files it touches

  • Any path the agent passes to its tools

Tools (4)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • animate_model

    Render a trusted PyTorch model source as an animated VisualTorch GIF. The model-source and input-shape contract matches visualize_model. Put animation controls in options: frame_duration and final_hold_duration are milliseconds, and loop is a boolean. visualtorch_capabilities reports their defaults and every style-specific option. This tool executes source code with the current user's permissions. It is process-separated for reliability, not sandboxed for security, so only provide source you trust. The returned object describes the GIF written to disk; it does not embed the animation bytes.

  • visualize_model

    Render a trusted PyTorch model source as a static VisualTorch PNG. The source must define the model and any classes it needs. By default the worker evaluates ``model_expression="model"`` after executing source; use an expression such as ``Net()`` or ``build_model()`` when source defines a class or factory. Input shape includes the batch dimension and may be one shape or a list of shapes for a multi-input model. This tool executes source code with the current user's permissions. It is process-separated for reliability, not sandboxed for security, so only provide source you trust. The returned…

  • visualtorch_capabilities

    Return structured styles, options, palettes, output contracts, and safety constraints. Supply a canonical style or alias to limit the styles section, or omit it for the complete VisualTorch MCP capability manifest.

  • visualtorch_reference

    Return canonical upstream VisualTorch documentation links for all or one style.

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Stars
341
Forks
20
Open issues
3
Contributors
14
Weekly downloads
578
Last commit
Oct 16, 2026 (13 days ago)
Last release
Jul 28, 2026 (3 months ago)
Last package publish
Jul 28, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.willyfh/visualtorch
Version
1.4.1
Auth
No auth
Packages
pypi visualtorch
License
MIT
Repository
github.com/willyfh/visualtorch
Website
visualtorch.readthedocs.io/en/latest/markdown/get_started/mcp.html
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registrygithub-graphql
Cite this page

VisualTorch MCP server. Agent Mart. https://agentmart.dev/connectors/willyfh-visualtorch (last updated 2026-10-24)