torchcell: Skill for Claude Code

.claude/skills/wandb-view/SKILL.md

wandb-view is a skill for Claude Code from Mjvolk3/torchcell. It costs 82 tokens per session (1,956 once invoked), scanned A, original, no licence file.

A way to find Weights & Biases views, groups, training runs, and plots for a particular experiment round. Weights & Biases is a service for tracking machine-learning experiments, including loss and hardware details.

In plain words
What is it for?
Use it when comparing training runs, checking loss plots, or opening hardware and round-level results in Weights & Biases.
Why use it?
It puts the loss plots first and provides direct links to the relevant run and round information. This avoids searching through the experiment-tracking interface manually.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is Mjvolk3/torchcell's own configuration. It tells Claude Code how to work on torchcell itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything torchcell configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Mjvolk3/torchcell. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Mjvolk3/torchcell/main/.claude/skills/wandb-view/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/Mjvolk3/torchcell

Made for: Claude Code.

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 wandb-view

README.md
[![agentmods](https://agentmods.dev/badge/skills/mjvolk3/torchcell/wandb-view/github.svg)](https://agentmods.dev/skills/mjvolk3/torchcell/wandb-view)
Your own site
<a href="https://agentmods.dev/skills/mjvolk3/torchcell/wandb-view"><img src="https://agentmods.dev/badge/skills/mjvolk3/torchcell/wandb-view/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.

agentmods 80×15 button for wandb-view

Your own site · 80×15
<a href="https://agentmods.dev/skills/mjvolk3/torchcell/wandb-view"><img src="https://agentmods.dev/badge/skills/mjvolk3/torchcell/wandb-view.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 82 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,956 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 unknown 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 $0.00082 $0.01956
Opus 5.5 $0.00033 $0.00782
Sonnet 5.5 $0.00016 $0.00391
Haiku 4.5 $0.00008 $0.00196

Measured 8d ago against content hash 654255b4d7d0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

wandb-view 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 8d 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.

.claude/skills/wandb-view/SKILL.md · 116 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 8d ago First seen · 116 lines · 82 tokens per session scan A 654255b4d7d0

Subscribe to this mod's changes

wandb-view is a skill published in the GitHub repository Mjvolk3/torchcell (3 stars, last pushed 3d ago), with no licence file. It adds 82 tokens to every session and 1,956 once invoked, about $0.0003 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 2026-10-30.

Related

wandb-view compared with skills from other repositories

wandb-view next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
wandb-viewMjvolk3/torchcellSkill33d agononeA82Claude Code
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training-checkwanshuiyin/Auto-claude-code-research-in-sleepSkill19k3d agoMITA35Claude Code
nemo-automodel-launcher-configNVIDIA/skillsSkill3.9kyesterdayApache-2.0A30Claude Code
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