molecular-dynamics

molecular-dynamics is a skill for Claude Code, Codex from Zaoqu-Liu/ScienceClaw. It costs 131 tokens per session (2,689 once invoked), scanned A, original, MIT.

A workflow for simulating how proteins and protein–ligand systems move over time at the molecular level. It prepares structures, runs the simulation, and examines results such as stability and interactions.

In plain words
What is it for?
Use it to simulate a protein or protein bound to a drug-like molecule, then inspect stability, movement, hydrogen bonds, and related results.
Why use it?
It brings the many stages of a molecular dynamics study into one process, from obtaining a structure to analyzing its movement. This avoids having to assemble and track each stage manually.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to simulate a protein or protein bound to a drug-like molecule, then inspect stability, movement, hydrogen bonds, and related results.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/zaoqu-liu/scienceclaw/molecular-dynamics
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 Zaoqu-Liu/ScienceClaw --skill molecular-dynamics
Clone the repo
git clone --depth 1 https://github.com/Zaoqu-Liu/ScienceClaw

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

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/molecular-dynamics"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/molecular-dynamics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 131 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,689 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00131 $0.02689
Opus 5 $0.00066 $0.01345
Sonnet 5 $0.00026 $0.00538
Haiku 4.5 $0.00013 $0.00269

Measured 7d ago against content hash defb4d3fc741, 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 scanned grade A with 1 finding 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 7d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s "https://files.rcsb.org/download/PDBID.pdb" -o structure.pdb
skills/molecular-dynamics/SKILL.md · 293 lines

How it starts

The opening of the file, as written. The whole thing — 293 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Molecular Dynamics Simulation Pipeline

Autonomous molecular dynamics simulation from structure to analysis. Inspired by DynaMate's three-module architecture: Experiment Planner → Simulation Performer → Result Analyzer.

When to Use

  • "帮我跑个 MD 模拟" or "molecular dynamics simulation for X"
  • "计算 X 和 Y 的结合自由能" or "binding free energy"
  • "这个蛋白稳定吗" or "protein stability analysis"
  • "蛋白-配体相互作用模拟"
  • User provides a PDB ID, UniProt ID, or protein structure file

Prerequisites Check

Before starting any simulation, verify the environment:

bash: python3 << 'PYEOF'
import sys

checks = {"openmm": False, "ambertools": False, "mdtraj": False, "pdbfixer": False, "nglview": False}

try:
    import openmm
    checks["openmm"] = True
    print(f"✅ OpenMM {openmm.__version__}")
except ImportError:
    print("❌ OpenMM not installed")
    print("   Install: conda install -c conda-forge openmm")

try:
    import parmed
    checks["ambertools"] = True
    print("✅ AmberTools (via parmed)")
except ImportError:
    print("⚠️  AmberTools not installed (optional, for ligand parameterization)")
    print("   Install: conda install -c conda-forge ambertools")

try:
    import mdtraj
    checks["mdtraj"] = True
    print(f"✅ MDTraj {mdtraj.__version__}")
except ImportError:
    print("❌ MDTraj not installed (needed for analysis)")
    print("   Install: pip install mdtraj")

try:
    import pdbfixer
    checks["pdbfixer"] = True
    print("✅ PDBFixer")
except ImportError:
    print("❌ PDBFixer not installed (needed for structure preparation)")
    print("   Install: conda install -c conda-forge pdbfixer")

if not checks["openmm"]:
    print("\n⛔ Cannot run MD simulations without OpenMM.")
    print("Recommend: conda create -n md python=3.11 openmm pdbfixer mdtraj parmed -c conda-forge")
    sys.exit(1)

print("\n✅ Environment ready for MD simulations")
PYEOF

If OpenMM is not available, report clearly and do not attempt the simulation.


Pipeline

Step 1: Structure Retrieval

Read the full file on GitHub · 293 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. 7d ago First seen · 293 lines · 131 tokens per session scan A defb4d3fc741

Subscribe to this mod's changes

molecular-dynamics is a skill published in the GitHub repository Zaoqu-Liu/ScienceClaw (60 stars, last pushed 5mo ago), licensed MIT. It adds 131 tokens to every session and 2,689 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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