Library
AnnData agent skills for Claude Code, Codex and other agents.
- skills
- 88
- Type
- Library
- Website
- anndata.readthedocs.io
- Official GitHub
- scverse
AnnData skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Walks through single-cell RNA-seq analysis with Scanpy: loading .h5ad and 10X data, QC, normalization, PCA and UMAP, Leiden clustering, marker genes and cell type annotation. | davila7/ | 32k | 16 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 2 | Run AlphaGenome-PyTorch to get genomic track predictions — via the agt predict CLI (single locus, BED regions, whole chromosomes, raw FASTA sequences, or per-gene count tables/AnnData), variant… | genomicsxai/ | 162 | — | ~868 | Automated safety check: Pass | Apache-2.0 | 22 days ago |
| 3 | 3.Scgpt Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. | JimLiu/ | 227 | 4 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 4 | Runs differential gene expression analysis on bulk RNA-seq counts with PyDESeq2: design formulas, Wald tests, FDR correction and volcano or MA plots. | davila7/ | 32k | 12 repos | ~4k | Automated safety check: Pass | MIT | today |
| 5 | 5.Anndata This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling… | davila7/ | 32k | 12 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 6 | Runs a seven-step quality-control and exploration pipeline on scRNA-seq, CyTOF or flow cytometry data and writes a plain-language report of what it found. | LigphiDonk/ | 738 | 1 repo | ~1.4k | Automated safety check: Pass | MIT | 5 mo ago |
| 7 | Single-cell RNA-seq data preparation and quality control pipeline. | harrisongzhang/ | 118 | — | ~2.9k | Automated safety check: Pass | MIT | 20 days ago |
| 8 | Atera platform branch of the spatial transcriptomics workflow — load and validate Atera cell-level output (AnnData + Zarr segmentation) for downstream analysis. | QING1105/ | 101 | — | ~576 | Automated safety check: Pass | MIT | 1 mo ago |
| 9 | 9.Geniml Supports audited local Geniml genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer compatibility, and assess consensus universes. | K-Dense-AI/ | 48k | 2 repos | ~4k | Automated safety check: Notes | MIT | 2 days ago |
| 10 | 10.Scanpy Performs Scanpy single-cell RNA-seq QC, normalization, HVG selection, PCA/UMAP/t-SNE, clustering, exploratory marker ranking, pseudobulk preparation, visualization, and Seurat or… | K-Dense-AI/ | 48k | 1 repo | ~5.1k | Automated safety check: Pass | BSD-3-Clause | 2 days ago |
| 11 | Queries the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data. | K-Dense-AI/ | 48k | 1 repo | ~3.4k | Automated safety check: Notes | MIT | 2 days ago |
| 12 | 12.Lamindb Manages biological datasets and models with LaminDB, including artifact registration, lineage tracking, schema validation, Bionty ontology annotation, query/search, collections, branches, storage… | K-Dense-AI/ | 48k | 1 repo | ~2.1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 13 | 13.Omics Tools Omics and single-cell workflow guide for AnnData, Scanpy-style dataset profiling, PyDESeq2-oriented count checks, pysam alignment inspection, and pyOpenMS mass-spectrometry summaries. | DrugClaw/ | 125 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 14 | Annotated matrices for single-cell genomics. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 370 | 2 repos | ~5.8k | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 15 | 15.Anndata Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem. | K-Dense-AI/ | 48k | 1 repo | ~3.9k | Automated safety check: Notes | BSD-3-Clause | 2 days ago |
| 16 | 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 | yesterday |
| 17 | Stage 1 of the spatial transcriptomics workflow — load 10x Visium data and QC-filter low-quality spots. | QING1105/ | 101 | — | ~467 | Automated safety check: Pass | MIT | 1 mo ago |
| 18 | Read, write, and create single-cell data objects using Seurat (R) and Scanpy (Python). | FreedomIntelligence/ | 3.1k | 1 repo | ~2k | Automated safety check: Pass | No licence | 2 mo ago |
| 19 | Load spatial transcriptomics data from Visium, Xenium, MERFISH, Slide-seq, and other platforms using Squidpy and SpatialData. | FreedomIntelligence/ | 3.1k | 1 repo | ~2k | Automated safety check: Pass | No licence | 2 mo ago |
| 20 | 20.Pydeseq Differential gene expression analysis for bulk RNA-seq count matrices using a DESeq2-like workflow in Python; use when you need Wald tests, FDR correction, and optional LFC shrinkage for… | aipoch/ | 2k | — | ~1.8k | Automated safety check: Pass | MIT | 20 days ago |
| 21 | Reads, inspects, and writes Flow Cytometry Standard (FCS) files from conventional, spectral, and mass cytometry (CyTOF), and parses FlowJo/Cytobank/Diva workspaces. | GPTomics/ | 1.2k | 1 repo | ~2.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 22 | Read, write, create, and convert single-cell objects across AnnData (Python), Seurat (R), and SingleCellExperiment (R). | GPTomics/ | 1.2k | 1 repo | ~3.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 23 | Loads spatial transcriptomics data from Visium, Visium HD, Xenium, MERFISH/MERSCOPE, CosMx, Slide-seq/Curio, and Stereo-seq into AnnData or SpatialData using spatialdata-io and Squidpy. | GPTomics/ | 1.2k | 1 repo | ~4.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 24 | Integrates single-cell paired TCR/BCR (10x VDJ, AIRR, dandelion, BD Rhapsody) with gene expression in an AnnData/MuData object using scirpy - chain-pairing QC, clonotype definition, clonal… | GPTomics/ | 1.2k | 1 repo | ~4.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 25 | Automated scRNA-seq cell type annotation via pre-trained logistic regression. | jaechang-hits/ | 370 | 2 repos | ~5.4k | Automated safety check: Pass | MIT | 8 days ago |
| 26 | Guide Claude through ingesting TCGA sample sheets, expression archives, and clinical carts into omicverse, initialising survival metadata, and exporting annotated AnnData files. | FreedomIntelligence/ | 3.1k | 1 repo | ~850 | Automated safety check: Pass | No licence | 2 mo ago |
| 27 | Open-source FAIR biology data framework. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 370 | 2 repos | ~4k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 28 | 28.Scanpy Standard single-cell RNA-seq analysis pipeline. An agent skill from aipoch/medical-research-skills. | aipoch/ | 2k | — | ~3.9k | Automated safety check: Pass | MIT | 20 days ago |
| 29 | Map scRNA-seq atlases onto spatial transcriptomics slides using omicverse's Single2Spatial workflow for deep-forest training, spot-level assessment, and marker visualisation. | majiayu000/ | 666 | 3 repos | ~994 | Automated safety check: Pass | MIT | today |
| 30 | Imports gene expression count matrices from featureCounts, HTSeq, STAR ReadsPerGene, Salmon/kallisto via tximport or tximeta, RSEM, 10X Genomics MTX/H5, AnnData H5AD, and RDS. | GPTomics/ | 1.2k | 1 repo | ~6.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 31 | Stores and operates on sparse expression matrices for single-cell and large bulk RNA-seq, covering dgCMatrix/dgRMatrix/dgTMatrix when-each-is-fast, the dgCMatrix (CSC, R) <- CSR (Python) implicit… | GPTomics/ | 1.2k | 1 repo | ~5.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 32 | 32.Scvi Tools Deep generative models for single-cell omics; use when you need probabilistic batch correction (scVI), transfer learning, uncertainty-aware differential expression, or multimodal integration… | aipoch/ | 2k | — | ~1.5k | Automated safety check: Pass | MIT | 20 days ago |
| 33 | 33.Anndata Data structure for annotated matrices in single-cell analysis; use when reading/writing .h5ad (or zarr) and exchanging data with the scverse ecosystem. | aipoch/ | 2k | — | ~1.7k | Automated safety check: Pass | MIT | 20 days ago |
| 34 | Multi-Omics Factor Analysis v2 (MOFA+) with mofapy2. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 370 | 2 repos | ~6.5k | Automated safety check: Pass | LGPL-3.0 | 8 days ago |
| 35 | Multi-modal single-cell analysis with muon/MuData. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 370 | 2 repos | ~8.1k | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 36 | Deep generative models for single-cell omics: probabilistic batch correction (scVI), semi-supervised annotation (scANVI), CITE-seq RNA+protein (totalVI), transfer learning (scARCHES), and DE with… | jaechang-hits/ | 370 | 2 repos | ~7.2k | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 37 | Use omicverse's pyComBat wrapper to remove batch effects from merged bulk RNA-seq or microarray cohorts, export corrected matrices, and benchmark pre/post correction visualisations. | majiayu000/ | 666 | 2 repos | ~936 | Automated safety check: Pass | MIT | today |
| 38 | Run omicverse's CellPhoneDB v5 wrapper on annotated single-cell data to infer ligand-receptor networks and produce CellChat-style visualisations. | majiayu000/ | 666 | 2 repos | ~1.4k | Automated safety check: Pass | MIT | today |
| 39 | Load when you want a verified multi-method consensus over spatial tissue domains on a preprocessed spatial AnnData — fanning out N domain methods, ranking base clusterings, and emitting a typed… | TianGzlab/ | 161 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 40 | Load when integrating multi-sample scRNA-seq with Harmony, scVI, scANVI, BBKNN, Scanorama, SIMBA, or supported R-backed methods to remove batch effects. | TianGzlab/ | 161 | — | ~1.4k | Automated safety check: Pass | MIT | 2 mo ago |
| 41 | Load when assigning cell-type labels to a clustered scRNA AnnData via marker dictionaries, CellTypist, PopV, KNNPredict, SingleR, scmap, SCSA, or a manual cluster-to-label map. | TianGzlab/ | 161 | — | ~1.6k | Automated safety check: Pass | MIT | 2 mo ago |
| 42 | Load when computing cell-cell ligand-receptor communication on an annotated scRNA AnnData via builtin scorer, LIANA, CellPhoneDB, CellChat (R), or NicheNet (R). | TianGzlab/ | 161 | — | ~1.9k | Automated safety check: Pass | MIT | 2 mo ago |
| 43 | Load when building the neighbour graph, embedding (UMAP/t-SNE/diffmap/PHATE), and clustering (Leiden/Louvain) on a normalised single-cell AnnData. | TianGzlab/ | 161 | — | ~1.3k | Automated safety check: Pass | MIT | 2 mo ago |
| 44 | Load when you want resolution-robust single-cell clusters on a preprocessed scRNA AnnData — fanning out leiden/louvain across a resolution sweep, scoring members by silhouette + cross-method NMI… | TianGzlab/ | 161 | — | ~1k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 45 | 45.Sc Count Load when turning scRNA FASTQ (or existing CellRanger/STARsolo/SimpleAF/kb-python output) into a downstream-ready AnnData. | TianGzlab/ | 161 | — | ~1.3k | Automated safety check: Pass | MIT | 2 mo ago |
| 46 | 46.Sc Cytotrace Load when computing per-cell differentiation potency / stemness scores from gene-expression complexity on a scRNA AnnData via the CytoTRACE-simple method. | TianGzlab/ | 161 | — | ~1.3k | Automated safety check: Pass | MIT | 2 mo ago |
| 47 | 47.Sc De Load when finding marker genes per cluster or comparing condition expression in single-cell RNA-seq. | TianGzlab/ | 161 | — | ~1.5k | Automated safety check: Pass | MIT | 2 mo ago |
| 48 | Load when testing whether cell-type / cluster proportions or neighbourhood densities differ between conditions in a multi-sample scRNA AnnData via Milo, scCODA, simple proportion screen, or R… | TianGzlab/ | 161 | — | ~1.6k | Automated safety check: Pass | MIT | 2 mo ago |
Questions, answered from the data.
What is the best AnnData skill?
Scanpy Single-Cell Analysis from davila7/claude-code-templates ranks first of the 88 AnnData skills listed here, with the highest score: its repository has 32k GitHub stars, 16 other GitHub owners carry a copy, its SKILL.md loads about 2.8k tokens and it passes the automated safety check with no findings. Next come Alphagenome Predictions and Scgpt.
Is there an official AnnData skill?
None yet. All 88 AnnData skills listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.