PKU-YuanGroup

200 mods across 1 repository, 626 stars between them.

admet_genetic

01

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

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.

not rated 626 +4 changed 1mo ago A SkillSpector: pass 63 tokens original MIT

alphafold2

02

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022, github.com/sokrypton/ColabFold; AlphaFold2 Jumper et al. 2021). Reach for this skill to fold a sequence or complex with the AF2/AF2-Multimer evoformer, to validate designed sequences by self-consistency…

not rated 626 +4 changed 1mo ago A SkillSpector: warn 117 tokens original MIT

audit-dataset

03

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Audit tabular datasets before analysis or training for schema drift, missing values, duplicate rows or IDs, target imbalance, and entity or group leakage across splits using pure-stdlib helpers.

not rated 626 +4 changed 1mo ago A SkillSpector: pass 40 tokens original MIT

bioprobench

04

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Score an LLM's biological-protocol reasoning on the BioProBench benchmark: protocol QA, step ordering, error detection, protocol generation, and LLM-judged error reasoning; or generate the responses.

not rated 626 +4 changed 1mo ago A SkillSpector: pass 46 tokens original MIT

bio-alignment-io

05

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Read, write, and convert multiple sequence alignment files using Biopython Bio.AlignIO. Supports Clustal, PHYLIP, Stockholm, FASTA, Nexus, and other alignment formats for phylogenetics and conservation analysis. Use when reading, writing, or converting alignment file formats.

not rated 626 +4 yesterday A 64 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Trim multiple sequence alignments using ClipKIT, trimAl, BMGE, Divvier, or HMMcleaner with mode selection guidance per downstream goal. Use when removing unreliable columns or contaminating residues before phylogenetic inference, HMM building, or selection analysis.

not rated 626 +4 yesterday A 60 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Trim PCR primers from aligned reads in amplicon-panel BAMs using samtools ampliconclip. Use when processing SARS-CoV-2 ARTIC, hereditary cancer panels, ctDNA hot-spot panels, or any amplicon assay where primer-derived bases would falsely confirm reference at primer footprints.

not rated 626 +4 yesterday A 71 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Filter alignments by flags, mapping quality, and regions using samtools view and pysam. Use when extracting specific reads, removing low-quality alignments, or subsetting to target regions.

not rated 626 +4 yesterday A 44 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Create and use BAI/CSI indices for BAM/CRAM files using samtools and pysam. Use when enabling random access to alignment files or fetching specific genomic regions.

not rated 626 +4 yesterday A 41 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Sort alignment files by coordinate or read name using samtools and pysam. Use when preparing BAM files for indexing, variant calling, or paired-end analysis.

not rated 626 +4 yesterday A 37 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Validate alignment quality with insert size distribution, proper pairing rates, GC bias, strand balance, and other post-alignment metrics. Use when verifying alignment data quality before variant calling or quantification.

not rated 626 +4 yesterday A 43 tokens copy · 92% MIT

bio-bam-statistics

12

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Generate alignment statistics using samtools flagstat, stats, depth, coverage, and mosdepth. Use when assessing alignment quality, calculating coverage, or generating QC reports.

not rated 626 +4 yesterday A 39 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Mark and remove PCR/optical duplicates using samtools fixmate and markdup. Use when preparing alignments for variant calling or when duplicate reads would bias analysis.

not rated 626 +4 yesterday A 39 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Generate pileup data for variant calling using samtools mpileup and pysam. Use when preparing data for variant calling, analyzing per-position read data, or calculating allele frequencies.

not rated 626 +4 yesterday A 42 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Generate consensus sequences and manage reference files using samtools. Use when creating consensus from alignments, indexing references, or creating sequence dictionaries.

not rated 626 +4 yesterday A 32 tokens copy · 94% MIT

bio-sam-bam-basics

16

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

View, convert, and understand SAM/BAM/CRAM alignment files using samtools and pysam. Use when inspecting alignments, converting between formats, or understanding alignment file structure.

not rated 626 +4 yesterday A 45 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Parse and analyze multiple sequence alignments using Biopython. Extract sequences, identify conserved regions, analyze gaps, work with annotations, and manipulate alignment data for downstream analysis. Use when parsing or manipulating multiple sequence alignments.

not rated 626 +4 yesterday A 52 tokens copy · 86% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Calculate alignment statistics including sequence identity, conservation scores, substitution matrices, and similarity metrics. Use when comparing alignment quality, measuring sequence divergence, and analyzing evolutionary patterns.

not rated 626 +4 yesterday A 40 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Perform multiple sequence alignment using MAFFT, MUSCLE5, ClustalOmega, or T-Coffee. Guides tool and algorithm selection based on dataset size, sequence divergence, and downstream application. Use when aligning three or more homologous sequences for phylogenetics, conservation analysis, or evolutionary studies.

not rated 626 +4 yesterday A 66 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Perform pairwise sequence alignment using Biopython Bio.Align.PairwiseAligner. Use when comparing two sequences, finding optimal alignments, scoring similarity, and identifying local or global matches between DNA, RNA, or protein sequences.

not rated 626 +4 yesterday A 52 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Align protein structures using Foldseek 3Di, TM-align, US-align, DALI, or Foldmason for structural MSA. Predict, score, and superpose backbone coordinates when sequence identity is below the twilight zone or remote-homology detection is required. Use when sequence MSA fails (<25% identity), when the dark proteome is…

not rated 626 +4 yesterday A 102 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Detects differential alternative splicing between conditions using rMATS-turbo (binomial LRT on junction counts), leafcutter (Dirichlet-multinomial GLM on intron clusters), MAJIQ V3 deltapsi/HET (Bayesian posterior on LSVs), SUPPA2 (empirical-null on TPM-derived PSI), or Shiba (junction-imbalance-corrected, 2025 SOTA…

not rated 626 +4 yesterday A 146 tokens copy · 94% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Analyzes differential transcript usage (DTU) and isoform switches with functional consequence prediction (NMD via 50nt rule, ORF disruption, protein domain loss/gain, signal peptide changes, IDR alterations, coding-potential shifts). Tools include IsoformSwitchAnalyzeR v2 (auto-selects satuRn for >5 reps else DEXSeq)…

not rated 626 +4 yesterday A 170 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Analyzes alternative splicing from PacBio Iso-Seq (HiFi, Kinnex/MAS-Iso-seq) and Oxford Nanopore (direct cDNA, direct RNA, R10.4.1+) long-read RNA-seq with full-isoform resolution. Tools include FLAIR (correct/collapse/quantify/diffSplice for PacBio + ONT), IsoQuant (de-novo or annotation-guided isoform discovery 2024…

not rated 626 +4 yesterday A 0 tokens copy · 95% MIT

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