agentmods.dev

paper_tutorial_vsc_water

paper_tutorial_vsc_water is a skill for Claude Code, Codex from TaoELi/MaxwellLink. It costs 65 tokens per session (1,125 once invoked), scanned A, original, GPL-2.0.

A tutorial for reproducing research results on vibrational strong coupling, where molecular vibrations interact strongly with light in a cavity, using liquid water and resonator simulations.

In plain words
What is it for?
Use it to reproduce the liquid-water spectra, compare a single-mode cavity with a Meep Bragg resonator, measure CPU scaling, or adapt the setup to related systems.
Why use it?
It provides a documented procedure for repeating the manuscript's spectra and CPU-scaling results instead of designing the simulation workflow from scratch.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 9repo 15d ago A scan 65 tokens GPL-2.0

Good fit Use it to reproduce the liquid-water spectra, compare a single-mode cavity with a Meep Bragg resonator, measure CPU scaling, or adapt the setup to related systems.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/taoeli/maxwelllink/paper_tutorial_vsc_water
View source ↗ TaoELi/MaxwellLink maxwelllink.org
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.

Any agent
npx skills add TaoELi/MaxwellLink --skill paper_tutorial_vsc_water
Clone the repo
git clone --depth 1 https://github.com/TaoELi/MaxwellLink

Made for: Claude Code, Codex.

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 paper_tutorial_vsc_water

README.md
[![agentmods](https://agentmods.dev/badge/skills/taoeli/maxwelllink/paper_tutorial_vsc_water/github.svg)](https://agentmods.dev/skills/taoeli/maxwelllink/paper_tutorial_vsc_water)
Your own site
<a href="https://agentmods.dev/skills/taoeli/maxwelllink/paper_tutorial_vsc_water"><img src="https://agentmods.dev/badge/skills/taoeli/maxwelllink/paper_tutorial_vsc_water/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 paper_tutorial_vsc_water

Your own site · 80×15
<a href="https://agentmods.dev/skills/taoeli/maxwelllink/paper_tutorial_vsc_water"><img src="https://agentmods.dev/badge/skills/taoeli/maxwelllink/paper_tutorial_vsc_water.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 65 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,125 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 $0.00065 $0.01125
Opus 5.5 $0.00026 $0.00450
Sonnet 5.5 $0.00013 $0.00225
Haiku 4.5 $0.00006 $0.00112

Measured 2mo ago against content hash 96b50458cf2c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

paper_tutorial_vsc_water 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 2mo ago.

The scan reads SKILL.md. This mod also ships 21 executable files (assets/implementation_2025/plotting/columnplots.py, assets/implementation_2025/plotting/plot_fig3_vsc.py, assets/implementation_2025/vsc_water_maxwellmd/bragg_resonator_spectrum/bragg_resonator.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/paper_tutorial_vsc_water/SKILL.md · 74 lines

The source is not reproduced here

Licensed GPL-2.0

The repository is licensed GPL-2.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

35 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 2mo ago First seen · 74 lines · 65 tokens per session scan A 96b50458cf2c

Subscribe to this mod's changes

paper_tutorial_vsc_water is a skill published in the GitHub repository TaoELi/MaxwellLink (9 stars, last pushed 15d ago), licensed GPL-2.0. It adds 65 tokens to every session and 1,125 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 2026-08-31.

EMLearning and teachingScientificfdtdlight-mattermoleculepolariton
Related

paper_tutorial_vsc_water compared with skills from other repositories

paper_tutorial_vsc_water next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
paper_tutorial_vsc_waterTaoELi/MaxwellLinkSkill915d agoGPL-2.0A65Claude Code, Codex
build-interactive-explainersEverMind-AI/RavenSkill6.0kyesterdayApache-2.0A102Claude Code, Codex
tooluniverse-organic-chemistrymims-harvard/ToolUniverseSkill1.8kyesterdayApache-2.0A86Claude Code
scaffold-exercisespedrohcgs/claude-code-my-workflowSkill1.7k2d agoMITA101Claude Code
edu-chem-reactionwy51ai/edulabSkill1.8k14d agoApache-2.0A495Claude Code
present-paperAperivue/medsci-skillsSkill3674d agoMITA59Claude Code
anatomy-quiz-masteraipoch/medical-research-skillsSkill2.0k1mo agoMITA17Claude Code, Codex