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pathml

8.3

by K-Dense-AI

129Favorites
425Upvotes
0Downvotes

Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ slide formats. For simple tile extraction from H&E slides, histolab may be simpler.

pathology

8.3

Rating

0

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Machine Learning

Category

Quick Review

Excellent computational pathology skill with comprehensive coverage of advanced WSI analysis workflows. The description clearly articulates when to use this vs. simpler alternatives (histolab), and SKILL.md provides strong overview of 6 major capability areas with explicit pointers to detailed reference files. Structure is exemplary: concise main file with organized references for image loading, preprocessing, graphs, ML, multiparametric imaging, and data management. Task knowledge is extensive, covering complex workflows from CODEX/Vectra analysis to nucleus segmentation and graph neural networks. The skill addresses genuinely complex computational pathology tasks (160+ slide formats, HoVer-Net training, spatial proteomics) that would require substantial token expenditure and specialized domain knowledge for a CLI agent to handle independently. Quick start examples demonstrate practical usage patterns. Minor improvement possible in description brevity, but overall this is a high-quality, well-structured skill for advanced pathology computational workflows.

LLM Signals

Description coverage9
Task knowledge10
Structure10
Novelty9

GitHub Signals

6,871
818
49
3
Last commit 1 days ago

Publisher

K-Dense-AI

K-Dense-AI

Skill Author

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Publisher

K-Dense-AI avatar
K-Dense-AI

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