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spatial-transcriptomics

squidpy spatial gold chain on SpatialData .zarr or AnnData .h5ad with obsm['spatial'].

Skill by HERRY423

IndexedApache-2.0★ 31
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/herry423-spatial-transcriptomics

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About

squidpy spatial gold chain on SpatialData .zarr or AnnData .h5ad with obsm['spatial']. Use when the user has Visium/Slide-seq/generic spots or cells with coordinates. Builds a knn spatial graph, Moran SVGs, and spatial_scatter plots. Multi-table SpatialData requires --table. Does not run Cell2location, BayesSpace, SpaGCN, or vendor HD/Xenium pipelines. Numeric clusters only.

Use cases: presentations

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Secrets
None asked for
Install scripts
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Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/spatial-transcriptomics

What's inside

Skill name
spatial-transcriptomics
Description
squidpy spatial gold chain on SpatialData .zarr or AnnData .h5ad with obsm['spatial']. Use when the user has Visium/Slide-seq/generic spots or cells with coordinates. Builds a knn spatial graph, Moran SVGs, and spatial_scatter plots. Multi-table SpatialData requires --table. Does not run Cell2location, BayesSpace, SpaGCN, or vendor HD/Xenium pipelines. Numeric clusters only.
License
Apache-2.0
Instructions
25 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (14)

  • SKILL.md
  • gold_chain.example.json · configs/
  • platform_configs.yml · configs/
  • _common.py · scripts/
  • spatial_clustering.py · scripts/
  • spatial_deconvolution.py · scripts/
  • spatial_inspect.py · scripts/
  • spatial_io.py · scripts/
  • spatial_niche_analysis.py · scripts/
  • spatial_pipeline.py · scripts/
  • spatial_plot.py · scripts/
  • spatial_preprocessing.py · scripts/
  • spatial_variable_genes.py · scripts/
  • spatial_visualization.py · scripts/

SKILL.md (first lines)

# Spatial transcriptomics gold chain (squidpy)

Default path is **squidpy**, not the legacy fused-graph / NNLS helpers.

```bash
python scripts/doctor.py   # need ready.spatial_ready
python skills/spatial-transcriptomics/scripts/spatial_inspect.py visium.h5ad
python skills/spatial-transcriptomics/scripts/spatial_pipeline.py visium.h5ad -o spatial_out.h5ad
python skills/spatial-transcriptomics/scripts/spatial_plot.py spatial_out.h5ad -o figures/ --color leiden
# SpatialData with several tables:
python skills/spatial-transcriptomics/scripts/spatial_inspect.py data.zarr --table table_name
```

Accepts SpatialData `.zarr` (requires `spatialdata`) or `.h5ad` with `obsm['spatial']`. Multiple tables **refuse** unless `--table` is set.

| Step | Script | Backend |
|---|---|---|
| inspect | `spatial_inspect.py` | AnnData / SpatialData I/O |
| pipeline | `spatial_pipeline.py` | `spatial_neighbors_knn` + Moran |
| deconvolve | `spatial_deconvolution.py` | Tangram optimal transport (`tangram-sc` / PyTorch) |
| plot | `spatial_plot.py` | `squidpy.pl.spatial_scatter` → `spatial_{color}.png` |

**Refuses** if squidpy is missing for Moran's I. For deconvolution, Tangram deep learning is used with transparent NNLS fallback.

From HERRY423/BioNexus, Apache-2.0.

Signals

Stars
31
Forks
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Open issues
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Last commit (this folder)
Aug 29, 2026 (2 months ago)
Last release
Aug 18, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

spatial-transcriptomics skill. Agent Mart. https://agentmart.dev/skills/herry423-spatial-transcriptomics (last updated 2026-10-24)