spatial-transcriptomics
squidpy spatial gold chain on SpatialData .zarr or AnnData .h5ad with obsm['spatial'].
Skill by HERRY423
Install
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-29cde0
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: presentations
Reviews
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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.
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Signals
- Stars
- 31
- Forks
- 4
- Open issues
- 9
- 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
- Repository
- github.com/HERRY423/BioNexus
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
Same skill elsewhere
Copies of this SKILL.md published by others; search shows only one of them.
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Cite this page
spatial-transcriptomics skill. Agent Mart. https://agentmart.dev/skills/herry423-spatial-transcriptomics-29cde0 (last updated 2026-10-24)