Skip to main content
GitHub 저장소

MatCreator

MatCreator에는 AI4MS에서 수집한 skills 22개가 있으며, 저장소 수준 직업 범위와 사이트 내 skill 상세 페이지를 제공합니다.

수집된 skills
22
Stars
11
업데이트
2026-07-26
Forks
10
직업 범위
직업 카테고리 6개 · 100% 분류됨
저장소 탐색

이 저장소의 skills

vasp-pymatgen
소프트웨어 개발자

Generate VASP inputs (INCAR/POSCAR/POTCAR/KPOINTS) via pymatgen.io.vasp.sets for DFT calculations: MPRelaxSet (geometry relaxation), MPStaticSet (SCF), MPNonSCFSet (band structure), MatPESStaticSet (MLFF energy/force labeling). INCAR is driven by pymatgen defaults; the agent only supplies user_incar_settings overrides. Use when the user asks to prepare VASP calculations, run DFT, or generate MLFF training data from structures. Do NOT use for VASP result post-processing / analysis, non-VASP DFT codes, or molecular dynamics — this skill only generates input files and submits jobs.

2026-07-26
deepmd
데이터 과학자

Deep potential models finetuning and testing using the DeePMD-kit. Use this skill whenever finetuning a Deep Potential (DPA-1 / DPA-2 / DPA-3 / DPA-4) model or running model tests on a dataset. The oldest DP descriptors such as se_e2_a, se_e2_r, and se_e3 are no longer supported. Training from scratch is NEVER advised unless distilling a student model from a teacher model. Multitask fine-tuning is NOT supported.

2026-07-21
ase
소프트웨어 개발자

Skill for running ASE calculations, including energy/force/stress evaluation, molecular dynamics (MD) and structure optimization. Now only use machine-learned force fields (MLFFs) as calculators.

2026-07-21
machine-learning-force-field
데이터 과학자

Concept skill for Machine Learning Force Fields (MLFFs). Describes what MLFFs are, the distinction between fine-tuning and distillation, and which tool skills to use. Load this before selecting a specific MLFF framework (DeePMD, MatterSim, etc.).

2026-07-20
molecular-dynamics
데이터 과학자

Concept skill for Molecular Dynamics (MD) simulation. Describes MD ensembles, key parameters, and which tool skills to invoke for MD runs. Use this to understand MD concepts before selecting a specific simulation tool.

2026-07-20
eos
데이터 과학자

Equation-of-State (EOS) benchmark skill — compare DFT, pretrained, and finetuned model E(V) curves to evaluate force-field quality for bulk crystals and simple systems.

2026-07-20
equation-of-states
데이터 과학자

Skill for computing equation of states (energy-volume curve).

2026-07-20
lammps
데이터 과학자

LAMMPS molecular dynamics with DeepMD/DPA machine-learning potentials ONLY. This skill generates LAMMPS input files (in.lammps) using pair_style deepmd. Classical force fields (Stillinger-Weber, Tersoff, EAM, etc.) are NOT supported and must NEVER be suggested. The default model is the DPA3 pretrained checkpoint frozen with the Omat24 head (from DEEPMD_MODEL_PATH env var), identical to the ase skill. A model file is always required — do NOT ask the user whether they want to use a classical potential instead. Bohrium's default DeepMD image (registry.dp.tech/dptech/deepmd-kit) already includes LAMMPS — no separate LAMMPS installation is needed. Covers structure conversion, input generation, Bohrium submission via bohrium skill, and result collection.

2026-07-20
phonon
소프트웨어 개발자

Run local MLFF phonon calculations from a POSCAR and a DeePMD/DPA model, including phonon bands, DOS, thermal free energy, entropy, heat capacity, and validated outputs.

2026-07-20
dft-calculation
데이터 과학자

Concept skill for Density Functional Theory (DFT) calculations. Describes what DFT is, when to use it, and which tool skills to invoke for DFT jobs. Use this to understand the DFT landscape before selecting a specific code (VASP or ABACUS).

2026-07-17
bohrium
네트워크·컴퓨터 시스템 관리자

Submit and manage computational jobs on Bohrium (bohrium.com) cloud platform using bohr CLI. Recommended for submitting to Bohrium.

2026-07-17
materials-design
기타 생물 과학자

Iterative workflow for materials design through candidate generation, property prediction, screening, and refinement.

2026-07-17
mattergen-evaluation
기타 생물 과학자

Evaluate MatterGen-generated crystal structures for novelty, uniqueness, stability, and S.U.N. criteria, and produce filtered relaxed structures and evaluation reports.

2026-07-17
mattergen-finetune
기타 생물 과학자

Finetune MatterGen models and produce a reusable finetuned checkpoint for downstream crystal generation.

2026-07-17
mattergen-generation
기타 생물 과학자

Generate inorganic crystal structures with MatterGen, supporting unconditional sampling, property-conditioned generation, and sampling from custom trained or finetuned checkpoints.

2026-07-17
mattergen
소프트웨어 개발자

MatterGen is a diffusion-based generative model for inorganic crystal structure generation. Use this skill to understand what MatterGen can do and which sub-skill to load. For generation, fine-tuning, or evaluation tasks, load the appropriate sub-skill.

2026-07-17
mattersim
소프트웨어 개발자

Run MatterSim workflows for batch structure relaxation, molecular dynamics, model finetuning, and post-MD ionic conductivity analysis on crystal structure datasets..

2026-07-17
e2b
소프트웨어 개발자

Submit and manage tracked remote E2B sandboxes on Bohrium platform.

2026-07-17
structure-conversion
소프트웨어 개발자

Convert crystal structure files between extxyz and CIF, including splitting multi-frame extxyz into per-frame CIF files.

2026-07-04
matcraft-kit
기타 엔지니어

A modular Python framework for building and analyzing atomic structures with CLI tools for materials modelling.

2026-07-02
skill-creation
기타 컴퓨터 관련 직업

Guide for creating, checking, and evaluating reusable ADK skill bundles under the user-global MatCreator skill root.

2026-06-23
materials-project
소프트웨어 개발자

Query Materials Project data for crystal structures, stability, electronic properties, phase diagrams.

2026-06-15