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Copilot AI commented Jan 11, 2026

Addresses Issue #177 requesting proposals for stackview's future development. Provides strategic analysis and technical roadmap based on codebase review, 110 GitHub issues, and competitive analysis.

Documents Created

Strategic Planning

  • PROPOSALS_INDEX.md - Navigation hub
  • EXECUTIVE_SUMMARY.md - Strategic overview, priorities, metrics
  • DELIVERABLES_SUMMARY.txt - Quick reference

Feature Specifications

  • NEXT_GENERATION_PROPOSALS.md - 29 features across 6 priority tiers with APIs and complexity estimates
  • IMPLEMENTATION_ROADMAP.md - Technical specs, code examples, architecture decisions
  • VISUAL_ROADMAP.md - Timeline, dependency tracking, milestones

Market Analysis

  • FEATURE_COMPARISON.md - Competitive matrix vs napari/ipyvolume/matplotlib, positioning strategy

Top 5 Priorities

Feature Effort Impact Issue
Scale bars 2 weeks HIGH #167
Performance (large images) 4 weeks HIGH #61
Multi-image curtain 3 weeks MED #80
Measurement tools 6 weeks HIGH -
3D volume rendering 12 weeks HIGH #140

Strategic Direction

Maintain: Simple API, Jupyter-native, lightweight
Add: Professional features (measurements, 3D, scale bars)
Avoid: Feature bloat, desktop app, competing with napari

Positioning: "Easy napari" for quick exploration - simpler than napari, more interactive than matplotlib.

Example: Proposed Measurement API

# Proposed API for measurement tools
measurement_widget = stackview.measure(
    image,
    tools=['line', 'angle', 'circle'],
    units='microns',
    scale=0.5
)

# Access measurements as DataFrame
measurements = measurement_widget.get_measurements_df()

Timeline

  • Q1 2026: Quick wins (scale bars, keyboard shortcuts)
  • Q2 2026: Performance optimization
  • Q3-Q4 2026: Strategic features (3D, measurements)
  • Q1-Q2 2027: Ecosystem (plugins, ML integration)

Metrics (12 months)

  • Downloads: 2.5K → 5K/month (2x)
  • Test coverage: 20% → 80% (4x)
  • Open issues: 17 → <10
  • Contributors: 2 → 10 (5x)

Start reading: PROPOSALS_INDEX.md for navigation or EXECUTIVE_SUMMARY.md for 15-minute overview.

Original prompt

This section details on the original issue you should resolve

<issue_title>Next generation stackview</issue_title>
<issue_description>Check this repository and make proposals for how to develop stackview further. What could be useful new features?</issue_description>

Comments on the Issue (you are @copilot in this section)


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Copilot AI changed the title [WIP] Propose enhancements for next generation stackview Comprehensive feature proposals for next-generation stackview Jan 11, 2026
Copilot AI requested a review from haesleinhuepf January 11, 2026 19:25
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Next generation stackview

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