single-cell-vector-search

Community

Find similar cell states across scRNA-seq atlases.

Authortony-zhelonkin
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This skill enables researchers to identify biologically similar cell states across large-scale scRNA-seq atlases by embedding-based similarity, enabling cross-study comparisons and phenotype interpretation.

Core Features & Use Cases

  • SCimilarity-based centroid and nearest-neighbor searches for human 10x data
  • Census-based cross-species queries and API-driven analyses
  • End-to-end workflow from embedding to neighbor-based predictions and downstream analyses
  • Guidance on when to use SCimilarity vs Census for robust decision making

Quick Start

Provide a preprocessed AnnData object and run the vector-search workflow to retrieve similar cell states across SCimilarity and Census.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: single-cell-vector-search
Download link: https://github.com/tony-zhelonkin/SciAgent-toolkit/archive/main.zip#single-cell-vector-search

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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