Individual skill
bioimage-analysis
Microscopy image analysis for cell biology. Cell segmentation (Cellpose, watershed), object tracking (trackpy), morphology quantification, colony counting, colocalization analysis, and cytoskeleton characterization. For pathology WSI use pathml; for flow cytometry use flow-cytometry-analysis.
backend/cli/skills/biology/bioimage-analysis/SKILL.md
Source commit a08e0ad0ad3d6448123039ee4659163eb2e35d99
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 4,351
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesSKILL.mdcore · 18,182 bytesscripts/analyze_morphology.pyruns · 12,016 bytesscripts/colocalization.pyruns · 11,982 bytesscripts/count_colonies.pyruns · 10,766 bytesscripts/segment_cells.pyruns · 10,025 bytesscripts/track_cells.pyruns · 14,549 bytes
Read excerpt
# Bioimage Analysis: Microscopy Image Analysis for Cell Biology
## Overview
Bioimage Analysis provides computational tools for processing and quantifying microscopy images in cell biology research. From cell segmentation using deep learning (Cellpose) and classical methods (watershed, Otsu thresholding) to object tracking across time-lapse sequences, morphology quantification, colony counting, colocalization analysis, and cytoskeleton characterization. This skill covers the full pipeline from raw microscopy images to quantitative measurements suitable for statistical analysis.
## When to Use This Skill
- Segmenting cells or nuclei from brightfield or fluorescence microscopy images
- Tracking cell migration or particle movement in time-lapse sequences
- Quantifying cell morphology (area, eccentricity, circularity, aspect ratio)
- Counting bacterial or mammalian cell colonies on plates
- Analyzing colocalization of proteins from multi-channel fluorescence images
- Characterizing cytoskeleton fiber orientation and alignment