Library

AnnData agent skills for Claude Code, Codex and other agents.

Python data structure for annotated matrices used in single-cell and omics analysis.
skills
88
Type
Library
Website
anndata.readthedocs.io
Official GitHub
scverse

AnnData skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

AnnData skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
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/claude-code-templates32k16 repos~2.8kAutomated safety check: PassMITtoday
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/alphagenome-pytorch162—~868Automated safety check: PassApache-2.022 days ago
3

Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology.

JimLiu/science-skills2274 repos~1.3kAutomated safety check: PassApache-2.03 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/claude-code-templates32k12 repos~4kAutomated safety check: PassMITtoday
5

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/claude-code-templates32k12 repos~2.5kAutomated safety check: PassMITtoday
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/Oh-my--paper7381 repo~1.4kAutomated safety check: PassMIT5 mo ago
7

Single-cell RNA-seq data preparation and quality control pipeline.

harrisongzhang/TheVirtualBiotech118—~2.9kAutomated safety check: PassMIT20 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/ezST101—~576Automated safety check: PassMIT1 mo ago
9

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/scientific-agent-skills48k2 repos~4kAutomated safety check: NotesMIT2 days ago
10

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/scientific-agent-skills48k1 repo~5.1kAutomated safety check: PassBSD-3-Clause2 days ago
11

Queries the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data.

K-Dense-AI/scientific-agent-skills48k1 repo~3.4kAutomated safety check: NotesMIT2 days ago
12

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/scientific-agent-skills48k1 repo~2.1kAutomated safety check: PassApache-2.02 days ago
13

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/DrugClaw125—~1.1kAutomated safety check: PassApache-2.06 mo ago
14

Annotated matrices for single-cell genomics. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3702 repos~5.8kAutomated safety check: PassBSD-3-Clause8 days ago
15

Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem.

K-Dense-AI/scientific-agent-skills48k1 repo~3.9kAutomated safety check: NotesBSD-3-Clause2 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/ClawBio1.2k1 repo~2kAutomated safety check: PassMITyesterday
17

Stage 1 of the spatial transcriptomics workflow — load 10x Visium data and QC-filter low-quality spots.

QING1105/ezST101—~467Automated safety check: PassMIT1 mo ago
18

Read, write, and create single-cell data objects using Seurat (R) and Scanpy (Python).

FreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repo~2kAutomated safety check: PassNo licence2 mo ago
19

Load spatial transcriptomics data from Visium, Xenium, MERFISH, Slide-seq, and other platforms using Squidpy and SpatialData.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repo~2kAutomated safety check: PassNo licence2 mo ago
20

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/medical-research-skills2k—~1.8kAutomated safety check: PassMIT20 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/bioSkills1.2k1 repo~2.5kAutomated safety check: PassMIT1 mo ago
22

Read, write, create, and convert single-cell objects across AnnData (Python), Seurat (R), and SingleCellExperiment (R).

GPTomics/bioSkills1.2k1 repo~3.3kAutomated safety check: PassMIT1 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/bioSkills1.2k1 repo~4.2kAutomated safety check: PassMIT1 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/bioSkills1.2k1 repo~4.4kAutomated safety check: PassMIT1 mo ago
25

Automated scRNA-seq cell type annotation via pre-trained logistic regression.

jaechang-hits/SciAgent-Skills3702 repos~5.4kAutomated safety check: PassMIT8 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/OpenClaw-Medical-Skills3.1k1 repo~850Automated safety check: PassNo licence2 mo ago
27

Open-source FAIR biology data framework. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3702 repos~4kAutomated safety check: PassApache-2.08 days ago
28

Standard single-cell RNA-seq analysis pipeline. An agent skill from aipoch/medical-research-skills.

aipoch/medical-research-skills2k—~3.9kAutomated safety check: PassMIT20 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/claude-skill-registry6663 repos~994Automated safety check: PassMITtoday
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/bioSkills1.2k1 repo~6.6kAutomated safety check: PassMIT1 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/bioSkills1.2k1 repo~5.6kAutomated safety check: PassMIT1 mo ago
32

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/medical-research-skills2k—~1.5kAutomated safety check: PassMIT20 days ago
33

Data structure for annotated matrices in single-cell analysis; use when reading/writing .h5ad (or zarr) and exchanging data with the scverse ecosystem.

aipoch/medical-research-skills2k—~1.7kAutomated safety check: PassMIT20 days ago
34

Multi-Omics Factor Analysis v2 (MOFA+) with mofapy2. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3702 repos~6.5kAutomated safety check: PassLGPL-3.08 days ago
35

Multi-modal single-cell analysis with muon/MuData. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3702 repos~8.1kAutomated safety check: PassBSD-3-Clause8 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/SciAgent-Skills3702 repos~7.2kAutomated safety check: PassBSD-3-Clause8 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/claude-skill-registry6662 repos~936Automated safety check: PassMITtoday
38

Run omicverse's CellPhoneDB v5 wrapper on annotated single-cell data to infer ligand-receptor networks and produce CellChat-style visualisations.

majiayu000/claude-skill-registry6662 repos~1.4kAutomated safety check: PassMITtoday
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/OmicsClaw161—~1.5kAutomated safety check: PassApache-2.02 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/OmicsClaw161—~1.4kAutomated safety check: PassMIT2 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/OmicsClaw161—~1.6kAutomated safety check: PassMIT2 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/OmicsClaw161—~1.9kAutomated safety check: PassMIT2 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/OmicsClaw161—~1.3kAutomated safety check: PassMIT2 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/OmicsClaw161—~1kAutomated safety check: PassApache-2.02 mo ago
45

Load when turning scRNA FASTQ (or existing CellRanger/STARsolo/SimpleAF/kb-python output) into a downstream-ready AnnData.

TianGzlab/OmicsClaw161—~1.3kAutomated safety check: PassMIT2 mo ago
46

Load when computing per-cell differentiation potency / stemness scores from gene-expression complexity on a scRNA AnnData via the CytoTRACE-simple method.

TianGzlab/OmicsClaw161—~1.3kAutomated safety check: PassMIT2 mo ago
47

Load when finding marker genes per cluster or comparing condition expression in single-cell RNA-seq.

TianGzlab/OmicsClaw161—~1.5kAutomated safety check: PassMIT2 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/OmicsClaw161—~1.6kAutomated safety check: PassMIT2 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.