jinzhezenggroup/computational-chemistry-agent-skills · machine-learning-potentials/deepmd-train/SKILL.md

deepmd-train skillA

deepmd-train is agent-read markdown (skill) from jinzhezenggroup/computational-chemistry-agent-skills: Train DeePMD-kit models with progressive disclosure. Use when the user wants to train a DeePMD-kit potential, prepare an input.json, choose between model families such as se_e2_a/DeepPot-SE and DPA3, run `dp train`, monitor learning curves, freeze checkpoints, or test trained models. Start with model selection and read only the selected model reference under `models/` when model-specific configuration is needed..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add jinzhezenggroup/computational-chemistry-agent-skills/deepmd-train@v1.1
Exact content
mdr add jinzhezenggroup/computational-chemistry-agent-skills/deepmd-train@sha256:a0cb614920ae4de0

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_olqtbe3zd4yxvkov.svg)](https://markdownregistry.com/a/art_olqtbe3zd4yxvkov)

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Versions

versioncommittedcommitsizeaudit
v1.1 latest2026-06-19 93ea0c4 5,825 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5825 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

jinzhezenggroup/computational-chemistry-agent-skills · 138 stars · license LGPL-3.0 · pushed 2026-09-18 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_olqtbe3zd4yxvkov
GET https://markdownregistry.com/api/v1/resolve?ref=jinzhezenggroup/computational-chemistry-agent-skills/deepmd-train
GET https://markdownregistry.com/api/v1/blob/a0cb614920ae4de0f80e2c220d8193344f5095b18ba92ee446a9f966808dd4fb

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.