lamm-mitCommunity·10 Agent Skills Included

ScienceSkills

Scientific simulation, materials analysis, and research visualization workflows

Runs molecular dynamics, fracture, beam, and topology optimization simulations with ready-made scripts. Analyzes crystal structures, molecules, and networks using pymatgen, RDKit, and NetworkX. Generates publication-quality plots, interactive D3 charts, Chladni patterns, and simulation movies. Eliminates manual solver setup and plotting boilerplate so researchers get verified artifacts faster.

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npx skills add lamm-mit/ScienceSkills --all -g -y

All Skills in This Repository (10)

Pure Emerald Level Indicators

📦 In Repo

lamm-mit

networkx

Create, analyze, and visualize complex networks with Python and NetworkX.

seaborn

Create statistical visualizations from pandas DataFrames using seaborn.

pymatgen

Create crystal structures, compute phase diagrams, and analyze electronic structures with pymatgen.

fracture-mechanics

Simulate 2D lattice fractures with customizable parameters and generate plots, movies, and data files.

torchsim

Run atomistic molecular dynamics simulations with TorchSim for materials analysis.

hierarchical-topopt

Automate 2D minimum-compliance topology optimization and export STL geometry.

beam-mechanics

Simulate 1D Euler-Bernoulli beam mechanics with boundary conditions and point forces.

chladni-plates

Generate Chladni plate resonance visuals and animations in Python.

d3-viz

Create custom interactive SVG data visualizations with d3.js.

rdkit

Analyze and manipulate molecular structures with RDKit Python APIs.

Community

Advanced

Frequently Asked Questions

FAQPage Schema

How to install ScienceSkills?▼

Run `npx skills add lamm-mit/ScienceSkills --all -g -y` in your terminal to install all ten scientific skills globally.

What can ScienceSkills do for materials research?▼

It runs atomistic MD simulations with TorchSim, analyzes crystal structures and phase diagrams with pymatgen, and simulates fracture, beams, and topology optimization with bundled scripts.

Can it help with chemistry and drug discovery tasks?▼

Yes. The RDKit skill handles SMILES parsing, molecular descriptors, fingerprints, similarity search, and substructure filtering for cheminformatics workflows.

Does ScienceSkills create visualizations?▼

Yes. It produces statistical plots with seaborn, interactive charts with D3.js, network graphs with NetworkX, and animated Chladni plate resonance patterns.

Do I need coding experience to use ScienceSkills?▼

No. Each skill includes pre-built scripts and clear instructions, so your agent runs the simulations and analysis from plain-English requests.