Claude Skills · Coding

Run Python inference with DeePMD-kit models using the DeepPot API. Use when the user wants to load a trained/frozen DeePMD model (.pth or .pb) or a built-in pretrained model (e.g., DPA-3.2-5M) in Python, predict energy/force/virial for atomic configurations, evaluate descriptors, or calculate model deviation between multiple models. Also covers using `dp test` CLI for batch evaluation against labeled data.

★ 136 LGPL-3.0-or-later Synced 2 hours ago View SKILL.md

At a glance

Coding Manual install Python Actively maintained LGPL-3.0-or-later

This skill is for Coding and helps you run deepmd model inference on atomic structures, predict energy and forces with deepmd, and evaluate model deviation between deepmd models.

Install git clone --depth 1 https://github.com/jinzhezenggroup/computational-chemistry-agent-skills cp -r computational-chemistry-agent-skills/machine-learning-potentials/deepmd-python-inference ~/.claude/skills/deepmd-python-inference
Can use Not declared by the author

Setup, runtime and requirements describe jinzhezenggroup/computational-chemistry-agent-skills, the repo this skill ships in.

Deepmd Kitmolecular-dynamicsmachine-learningAtomic SimulationpythonDeepot Api

Also in jinzhezenggroup/computational-chemistry-agent-skills

View the repo

It is a specification for semantic workflows used by agents to plan, generate, formalize, summarize, and execute complex tasks, projects, ex...

A command-line tool in AmberTools for preparing small molecules or non-standard residues within GAFF/AMBER-compatible chemical space for mol...

Ase Coding

Unified ASE router skill with a tree of subskills for static/relax/MD/NEB workflows and backend adapters (GPAW, MACE). Use when you need bac...

Fine-tune a DPA3 model in DeePMD-kit using the PyTorch backend. Use when the user wants to adapt a pre-trained DPA3 model to a new downstrea...

Deepmd Train Coding

Train DeePMD-kit models with progressive disclosure. Use when the user wants to train a DeePMD-kit potential, prepare an input.json, choose...

Dft Abinit Research

Route ABINIT requests to task-specific subskills based on user intent. Use when the user asks for ABINIT workflows and you must decide betwe...

Route DFTB+ requests to task-specific subskills based on user intent. Use when the user asks for DFTB+ workflows and you must decide between...

Route CP2K requests to task-specific subskills based on user intent. Use when the user asks for CP2K workflows and you must decide between s...

Dft Gpaw Research

Route GPAW DFT requests to task-specific subskills based on user intent. Use when the user asks for GPAW workflows and you must decide betwe...

Generate Quantum ESPRESSO DFT input tasks from a user-provided structure plus user-specified DFT settings. Use when the user wants to prepar...

Dft Siesta DevOps & Infrastructure

Route SIESTA requests to task-specific subskills based on user intent. Use when the user asks for SIESTA workflows and you must decide betwe...

Route VASP DFT requests to task-specific subskills based on user intent. Use when the user asks for VASP workflows and you must decide betwe...

Other Coding skills

Karpathy Guidelines multica-ai/andrej-karpathy-skills

Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make...

Webapp Testing anthropics/skills

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI be...

MCP Builder anthropics/skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-design...

Claude API anthropics/skills

Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model...

Web Artifacts Builder anthropics/skills

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS,...

Improve Codebase Architecture mattpocock/skills

Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.