Skills for Real Engineers. Straight from my .agents directory.
cellxgene-census
Agent skill fromK-Dense-AI/scientific-agent-skills
Queries the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data. Use when you need population-scale cell metadata, gene expression slices, Census summary counts, source H5AD URIs/downloads, embeddings, spatial Census data, or reference atlas comparisons across organisms, tissues, diseases, assays, and cell types. For analyzing your own local single-cell data use scanpy, anndata, or scvi-tools.
How to install cellxgene-census
npx skills add K-Dense-AI/scientific-agent-skills# or add only this skill to Claude Code: copy the folder
skills/cellxgene-census/
# into
~/.claude/skills/cellxgene-census/ (all projects)
.claude/skills/cellxgene-census/ (one project)
1# CZ CELLxGENE Census23## Overview45The CZ CELLxGENE Census provides programmatic access to a comprehensive, versioned collection of standardized single-cell and spatial transcriptomics data from CZ CELLxGENE Discover. This skill enables efficient querying and analysis of public Census releases without downloading whole datasets first.67The Census includes:8- **217+ million total cells** and **125+ million unique cells** in the 2025-11-08 stable LTS release9- **1,845 datasets** in the 2025-11-08 stable LTS release10- **Human, mouse, marmoset, rhesus macaque, and chimpanzee** data in the current schema11- **Standardized metadata** (cell types, tissues, diseases, donors)12- **Raw gene expression** matrices and source H5AD lookup/download helpers13- **Pre-calculated summary counts, embeddings, and spatial data**14- **Integration with AnnData, Scanpy, TileDB-SOMA, TileDB-SOMA-ML, and other analysis tools**1516## When to Use This Skill1718This skill should be used when:19- Querying single-cell expression data by cell type, tissue, or disease20- Exploring available single-cell datasets and metadata21- Training machine learning models on single-cell data22- Performing large-scale cross-dataset analyses23- Integrating Census data with scanpy or other analysis frameworks24- Computing statistics across millions of cells25- Accessing pre-calculated embeddings or model predictions2627## Installation and Setup2829Install the Census API:30```bash31uv pip install "cellxgene-census==1.18.0"32```33…
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