mod-003c-missing-required-class-docstring-sections

mod-003c-missing-required-class-docstring-sections is a cursor rule for Cursor from NVIDIA/physicsnemo. It costs 32 tokens per session (477 once invoked), scanned A, original, Apache-2.0.

A documentation rule for model and layer class docstrings. Each class must explain its Parameters, Forward operation, and Outputs in the project's required format.

In plain words
What is it for?
Use it when documenting or updating a machine-learning model or layer class, especially its inputs, main operation, and results.
Why use it?
It gives users one consistent place to learn how a model is configured, called, and what it produces.

Cursor rule for Cursor ✓ vendor

Written for Cursor: installed under .cursor/.

Good fit Use it when documenting or updating a machine-learning model or layer class, especially its inputs, main operation, and results.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/nvidia/physicsnemo/mod-003c-missing-required-class-docstring-sections
About the project

PhysicsNeMo is an open-source PyTorch framework for creating, training, and fine-tuning machine-learning models for physics, scientific computing, and engineering. Researchers and engineers use its reusable components and training recipes for applications such as aerodynamics, weather forecasting, structural mechanics, geophysics, and thermal design. The catalogue entries provide rules and skills for working with PhysicsNeMo projects.

NVIDIA/physicsnemo · 3,356 stars · on GitHub · developer.nvidia.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/NVIDIA/physicsnemo

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for mod-003c-missing-required-class-docstring-sections

README.md
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Your own site
<a href="https://agentmods.dev/rules/nvidia/physicsnemo/mod-003c-missing-required-class-docstring-sections"><img src="https://agentmods.dev/badge/rules/nvidia/physicsnemo/mod-003c-missing-required-class-docstring-sections/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/rules/nvidia/physicsnemo/mod-003c-missing-required-class-docstring-sections"><img src="https://agentmods.dev/badge/rules/nvidia/physicsnemo/mod-003c-missing-required-class-docstring-sections.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 477 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.00477
Opus 5.5 $0.00013 $0.00191
Sonnet 5.5 $0.00006 $0.00095
Haiku 4.5 $0.00003 $0.00048

Measured 1mo ago against content hash 5d6fbd7729d1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

mod-003c-missing-required-class-docstring-sections scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.cursor/rules/mod-003c-missing-required-class-docstring-sections.mdc · 81 lines

What it actually says

When writing class docstrings, rule MOD-003c must be followed. Explicitly reference "Following rule MOD-003c, which requires class docstrings to have Parameters, Forward, and Outputs sections..." when structuring documentation.

MOD-003c: Missing required class docstring sections

Description:

The class docstring should at least contain three sections: Parameters, Forward, and Outputs. The forward method should be documented in the docstring of the model class, instead of being in the docstring of the forward method itself. A docstring for the forward method is still possible but it should be concise and to the point.

Other sections such as Notes, Examples, or ..important:: or ..code-block:: python are possible. Other sections are not recognized by our Sphinx documentation and are prohibited.

Rationale:

Standardized sections ensure documentation is consistent and complete across all models. The Forward and Outputs sections in the class docstring provide a centralized place to document the model's primary behavior, making it easier for users to understand the model's API.

Example:

class MyModel(Module):
    r"""
    A simple encoder model.

    Parameters
    ----------
    input_dim : int
        Dimension of input features.
    output_dim : int
        Dimension of output features.

    Forward
    -------
    x : torch.Tensor
        Input tensor of shape :math:`(B, D_{in})`.

    Outputs
    -------
    torch.Tensor
        Output tensor of shape :math:`(B, D_{out})`.
    """
    pass

Anti-pattern:

# WRONG: Missing Parameters, Forward, or Outputs sections
class BadModel(Module):
    r"""
    A simple encoder model.

    No proper sections defined.
    """
    pass

# WRONG: Using unrecognized section names
class BadModel(Module):
    r"""
    Description
    -----------
    A simple encoder model.

    Args
    ----
    input_dim: dimension
    """
    pass
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 81 lines · 32 tokens per session scan A 5d6fbd7729d1

Subscribe to this mod's changes

mod-003c-missing-required-class-docstring-sections is a cursor rule published in the GitHub repository NVIDIA/physicsnemo (3,356 stars, last pushed today), licensed Apache-2.0. It adds 32 tokens to every session and 477 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.