molecular-dynamics-guide

molecular-dynamics-guide is a skill for Claude Code, Codex from wentorai/research-plugins. It costs 17 tokens per session (2,138 once invoked), scanned A, original, MIT.

A practical guide to molecular dynamics, computer simulations that model how atoms move over time. It covers preparing systems, running simulations, and analyzing their trajectories.

In plain words
What is it for?
Use it to prepare molecular structures, choose force fields, run simulations with GROMACS or OpenMM, analyze trajectories with MDAnalysis, and calculate free energies.
Why use it?
It brings the main steps and common tools for molecular simulation into one workflow, helping researchers avoid gaps between setup, execution, and analysis.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: built for openclaw.

Good fit Use it to prepare molecular structures, choose force fields, run simulations with GROMACS or OpenMM, analyze trajectories with MDAnalysis, and calculate free energies.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wentorai/research-plugins/molecular-dynamics-guide
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 wentorai/research-plugins --skill molecular-dynamics-guide
Clone the repo
git clone --depth 1 https://github.com/wentorai/research-plugins

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 molecular-dynamics-guide

README.md
[![agentmods](https://agentmods.dev/badge/skills/wentorai/research-plugins/molecular-dynamics-guide/github.svg)](https://agentmods.dev/skills/wentorai/research-plugins/molecular-dynamics-guide)
Your own site
<a href="https://agentmods.dev/skills/wentorai/research-plugins/molecular-dynamics-guide"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/molecular-dynamics-guide/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 molecular-dynamics-guide

Your own site · 80×15
<a href="https://agentmods.dev/skills/wentorai/research-plugins/molecular-dynamics-guide"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/molecular-dynamics-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 17 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,138 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00017 $0.02138
Opus 5 $0.00009 $0.01069
Sonnet 5 $0.00003 $0.00428
Haiku 4.5 $0.00002 $0.00214

Measured 6d ago against content hash b3b51c012b6a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

molecular-dynamics-guide 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 6d 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.

skills/domains/chemistry/molecular-dynamics-guide/SKILL.md · 238 lines

How it starts

The opening of the file, as written. The whole thing — 238 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Molecular Dynamics Guide

A skill for setting up, running, and analyzing molecular dynamics (MD) simulations. Covers force field selection, system preparation, simulation protocols, trajectory analysis, and free energy calculations using GROMACS, OpenMM, and MDAnalysis.

System Preparation

Building a Simulation System

The standard workflow for preparing an MD simulation:

1. Obtain structure (PDB, homology model, or docking pose)
2. Clean structure (add missing atoms, fix protonation states)
3. Assign force field parameters
4. Solvate in explicit water box
5. Add counterions to neutralize charge
6. Energy minimize
7. Equilibrate (NVT then NPT)
8. Production run

GROMACS System Setup

# 1. Generate topology from PDB
gmx pdb2gmx -f protein.pdb -o processed.gro -water tip3p -ff amber99sb-ildn

# 2. Define simulation box (dodecahedron, 1.0 nm buffer)
gmx editconf -f processed.gro -o boxed.gro -c -d 1.0 -bt dodecahedron

# 3. Solvate
gmx solvate -cp boxed.gro -cs spc216.gro -o solvated.gro -p topol.top

# 4. Add ions to neutralize and set ionic strength (0.15 M NaCl)
gmx grompp -f ions.mdp -c solvated.gro -p topol.top -o ions.tpr
gmx genion -s ions.tpr -o ionized.gro -p topol.top -pname NA -nname CL -neutral -conc 0.15

# 5. Energy minimization
gmx grompp -f minim.mdp -c ionized.gro -p topol.top -o em.tpr
gmx mdrun -deffnm em

# 6. NVT equilibration (100 ps, 300 K)
gmx grompp -f nvt.mdp -c em.gro -r em.gro -p topol.top -o nvt.tpr
gmx mdrun -deffnm nvt

# 7. NPT equilibration (100 ps, 300 K, 1 bar)
gmx grompp -f npt.mdp -c nvt.gro -r nvt.gro -t nvt.cpt -p topol.top -o npt.tpr
gmx mdrun -deffnm npt

# 8. Production MD (100 ns)
gmx grompp -f md.mdp -c npt.gro -t npt.cpt -p topol.top -o md.tpr
gmx mdrun -deffnm md

Force Field Selection

Common Force Fields

Force Field Strengths Typical Use
AMBER ff14SB Protein structure, dynamics Protein simulations
AMBER ff19SB Improved backbone dihedrals Latest protein simulations
CHARMM36m Proteins, lipids, carbohydrates Membrane systems
OPLS-AA/M Small molecules, organic liquids Drug-like molecules
GAFF2 General small molecules Ligand parameterization
CGenFF CHARMM-compatible small molecules Ligands in CHARMM systems

Read the full file on GitHub · 238 lines

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. 6d ago First seen · 238 lines · 17 tokens per session scan A b3b51c012b6a

Subscribe to this mod's changes

molecular-dynamics-guide is a skill published in the GitHub repository wentorai/research-plugins (291 stars, last pushed 2mo ago), licensed MIT. It adds 17 tokens to every session and 2,138 once invoked, about $0.0001 per session on Opus 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 2026-09-03.

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