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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.Esmfold2 Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. | JimLiu/ | 228 | 4 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 2 | 2.Evo2 Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model. | JimLiu/ | 228 | 4 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 3 | 3.Scgpt Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. | JimLiu/ | 228 | 4 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 4 | 4.Geniml This skill should be used when working with genomic interval data (BED files) for machine learning tasks. | davila7/ | 33k | 11 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 5 | 5.Explore A skill your agent uses when the user wants to survey a journal or field, fetch papers from OpenAlex, cluster topics, build exploration embeddings, or search named explore libraries under… | ZimoLiao/ | 577 | — | ~755 | Automated safety check: Pass | MIT | 15 days ago |
| 6 | 6.Esm Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and… | davila7/ | 33k | 9 repos | ~2.6k | Automated safety check: Warn | MIT | today |
| 7 | 7.Unimol A standardized CLI wrapper for Uni-Mol molecular ML workflows that handles representation extraction (embeddings), model training (regression/classification), and property prediction with built-in… | jinzhezenggroup/ | 148 | — | ~1.5k | Automated safety check: Pass | LGPL-3.0-or-later | 2 days ago |
| 8 | Semantic Similarity Index for disease research literature using PubMedBERT embeddings | ClawBio/ | 1.2k | 3 repos | ~1.4k | Automated safety check: Pass | MIT | 2 days ago |
| 9 | Write code that calls the installed nvMolKit Python API for GPU-accelerated, batched RDKit-style operations - Morgan fingerprints, Tanimoto/cosine similarity, ETKDG conformer embedding, MMFF/UFF… | NVIDIA-BioNeMo/ | 479 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 10 | 10.Scholar Ling Design and analyze studies in sociolinguistics, language variation, acoustic phonetics, discourse analysis, language contact, and computational linguistics. | joshzyj/ | 168 | — | ~6.7k | Automated safety check: Pass | Unknown | 22 days ago |
| 11 | Semantic search across UK Biobank's 12,000+ data fields and publications — find the right variables for your research question. | ClawBio/ | 1.2k | 2 repos | ~1k | Automated safety check: Pass | MIT | 2 days ago |
| 12 | 12.Molfeat Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Notes | Apache-2.0 | 6 days ago |
| 13 | Local scVI/scANVI-based single-cell latent embedding and batch-aware integration from raw-count .h5ad or 10x Matrix Market input, with stable integrated AnnData export for downstream latent analysis. | ClawBio/ | 1.2k | 1 repo | ~2k | Automated safety check: Pass | MIT | 2 days ago |
| 14 | Produce and interpret PCA, t-SNE, UMAP, and PHATE plots for high-dimensional omics data with rigor about which method preserves what (variance, local structure, manifold, transitions)… | GPTomics/ | 1.2k | 2 repos | ~4.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 15 | 15.Kermt Embed Extract per-molecule embeddings from any encoder-bearing KERMT checkpoint (groverbase / cmim / hybrid / finetuned). | NVIDIA-BioNeMo/ | 479 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 16 | Given a gene and a single-cell atlas, compute how cell-type-specific its expression is — the tau specificity index, Sarle's expression bimodality coefficient, and the cell types that drive the… | ClawBio/ | 1.2k | — | ~4.3k | Automated safety check: Pass | MIT | 2 days ago |
| 17 | A skill your agent uses when performing sample-level dimensionality reduction and visualization on abundance or OTU-style matrices with a companion group file, generating UMAP and/or t-SNE… | aipoch/ | 1.9k | — | ~2.7k | Automated safety check: Pass | MIT | 24 days ago |
| 18 | Integrate multimodal single-cell data (CITE-seq RNA+protein, 10x Multiome RNA+ATAC, unpaired/diagonal RNA+ATAC) and choose the right joint method. | GPTomics/ | 1.2k | 1 repo | ~4.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 19 | Orchestrates the end-to-end 10x Multiome (paired scRNA + scATAC) pipeline from Cell Ranger ARC output to a jointly-embedded, annotated object, chaining per-modality QC, AMULET fragment-based ATAC… | GPTomics/ | 1.2k | 1 repo | ~4.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 20 | Walk through omicverse's single-cell preprocessing tutorials to QC PBMC3k data, normalise counts, detect HVGs, and run PCA/embedding pipelines on CPU, CPU–GPU mixed, or GPU stacks. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.8k | Automated safety check: Pass | No licence | 2 mo ago |
| 21 | Molecular featurization hub (100+ featurizers) for ML. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 374 | 1 repo | ~4.3k | Automated safety check: Pass | Apache-2.0 | 12 days ago |
| 22 | 22.Geniml Machine learning toolkit for genomic interval (BED) data; use it when you need to tokenize BED collections and train embeddings for regions/cells/labels, build consensus peak universes, or run… | aipoch/ | 1.9k | — | ~1.9k | Automated safety check: Pass | MIT | 24 days ago |
| 23 | 23.Esm Toolkit for protein language models (ESM3 for multimodal generative protein design; ESM C for efficient embeddings). | aipoch/ | 1.9k | — | ~1.7k | Automated safety check: Pass | MIT | 24 days ago |
| 24 | 24.Scholar Open Implement open science practices for a social science study. | joshzyj/ | 168 | — | ~14k | Automated safety check: Pass | Unknown | 22 days ago |
| 25 | Load when building the neighbour graph, embedding (UMAP/t-SNE/diffmap/PHATE), and clustering (Leiden/Louvain) on a normalised single-cell AnnData. | TianGzlab/ | 161 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | 3 days ago |
| 26 | 26.Sc Metacell Load when aggregating single cells into metacells (sample-aware coarse-grained pseudo-cells) on a normalised scRNA AnnData via SEACells or KMeans on a low-D embedding. | TianGzlab/ | 161 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 days ago |
| 27 | Protein language models (ESM3, ESM C) for sequence generation, structure prediction, inverse folding, and embeddings. | jaechang-hits/ | 374 | 1 repo | ~4k | Automated safety check: Pass | MIT | 12 days ago |
| 28 | 28.Esm ESM2 protein language model for embeddings and sequence scoring. | NeverSight/ | 217 | 1 repo | ~1.1k | Automated safety check: Pass | MIT | yesterday |
| 29 | 29.Geniml Python library for genomic interval ML. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 374 | — | ~4.3k | Automated safety check: Pass | BSD-2-Clause | 12 days ago |