Home / pku-yuangroup / openai4s · skills/admet_genetic/SKILL.md · GitHub

admet_genetic skillA

admet_genetic is agent-read markdown (skill) from pku-yuangroup/openai4s: ADMET-guided genetic molecule optimization workflow from seed SMILES; use when the agent needs to build or run an RDKit/SA-Score/ADMET-AI GA pipeline for molecule optimization, enforce molecule lineage logs, render optimization-history HTML dashboards, and write candidate triage reports..

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.

What the file says

# ADMET Genetic Optimization

Use this skill to build and run a molecular optimization loop from seed SMILES. The target artifact is a ranked set of optimized candidate molecules with auditable lineage, scores, and report artifacts.

The sidecar deliberately does not provide a fixed GA engine. The agent must
assemble and tune mutation, crossover, evaluation, filtering, and selection for
the user's objective. `kernel.py` provides reusable molecule normalization,
ADMET aggregation, lineage validation, and result visualization.

## Special Reminder
In this skill, when see `references/<file_name>.md` is suggested, use host call to retrieval the complementary material.
```python
host.skills.read("admet_genetic", "references/<file_name>.md")
```

## Prerequisites

```bash
conda create -n admet-sa-ga python=3.11 -y
conda activate admet-sa-ga
python -m pip install pandas pyyaml matplotlib rdkit
python -m pip install admet-ai  # depends on torch; installation/import may take time
```

After creating the environment, select it with `host.env.use("admet-sa-ga")`
before importing this skill's sidecar. Switching environments restarts the
…

Read the whole file at its exact version.

How to install

Latest version
mdr add pku-yuangroup/openai4s/admet_genetic@git:20260828.e9753be
Exact content
mdr add pku-yuangroup/openai4s/admet_genetic@sha256:a2b0882670424f37

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_onswsd54j3j4uli5.svg)](https://markdownregistry.com/a/art_onswsd54j3j4uli5)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260828.e9753be latest2026-08-28 e9753be 13,642 BA view · diff
git:20260826.541380e2026-08-26 541380e 13,586 BA view · diff
git:20260711.d39be3d2026-07-11 d39be3d 8,824 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 (13642 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

pku-yuangroup/openai4s · 586 stars · license MIT · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_onswsd54j3j4uli5
GET https://markdownregistry.com/api/v1/resolve?ref=pku-yuangroup/openai4s/admet_genetic
GET https://markdownregistry.com/api/v1/blob/a2b0882670424f3796851fae0f365707a8f7022eeef53afdc8e5e50c37681662

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

More from pku-yuangroup/openai4s

AGENTS.md agents
pku-yuangroup/openai4s · AGENTS.md
git:20260706.f0fd27c · audit B · 586 stars
CLAUDE.md claude
pku-yuangroup/openai4s · CLAUDE.md
git:20260916.bb0d860 · audit B · 586 stars
alphafold2 skill
pku-yuangroup/openai4s · skills/alphafold2/SKILL.md · Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022…
git:20260828.e9753be · audit A · 586 stars
audit-dataset skill
pku-yuangroup/openai4s · skills/audit-dataset/SKILL.md · Audit tabular datasets before analysis or training for schema drift, missing values, duplicate rows or IDs, target…
git:20260828.e9753be · audit A · 586 stars
bioprobench skill
pku-yuangroup/openai4s · skills/bioprobench/SKILL.md · Score an LLM's biological-protocol reasoning on the BioProBench benchmark: protocol QA, step ordering, error detection…
git:20260828.e9753be · audit A · 586 stars
bio-alignment-io skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-alignment-io/SKILL.md · Read, write, and convert multiple sequence alignment files using Biopython Bio.AlignIO. Supports Clustal, PHYLIP…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-trimming skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-alignment-trimming/SKILL.md · Trim multiple sequence alignments using ClipKIT, trimAl, BMGE, Divvier, or HMMcleaner with mode selection guidance per…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-amplicon-clipping skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-amplicon-clipping/SKILL.md · Trim PCR primers from aligned reads in amplicon-panel BAMs using samtools ampliconclip. Use when processing SARS-CoV-2…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-filtering skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-filtering/SKILL.md · Filter alignments by flags, mapping quality, and regions using samtools view and pysam. Use when extracting specific…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-indexing skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-indexing/SKILL.md · Create and use BAI/CSI indices for BAM/CRAM files using samtools and pysam. Use when enabling random access to…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-sorting skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-sorting/SKILL.md · Sort alignment files by coordinate or read name using samtools and pysam. Use when preparing BAM files for indexing…
git:20260821.2d1b678 · audit A · 586 stars
bio-alignment-validation skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-validation/SKILL.md · Validate alignment quality with insert size distribution, proper pairing rates, GC bias, strand balance, and other…
git:20260821.2d1b678 · audit A · 586 stars

Every file in pku-yuangroup/openai4s

Browse by kind, by grade A, or by owner.