Trace Shiny reactive-state failures through the dependency graph.
npx skills add https://github.com/blankuzr/R-Skills --skill r-shiny-debugging
Please help me install this Agent Skill. Skill: r-shiny-debugging Source: https://github.com/blankuzr/R-Skills/tree/main/gpt/skills/r-shiny-debugging Command: npx skills add https://github.com/blankuzr/R-Skills --skill r-shiny-debugging
Diagnose Shiny bugs by narrowing the reactive path, inspecting the structure and dependency layer, stabilizing input updates, and reproducing the failure in a module test.
Reproduce the bug with the smallest possible click path and viewport, then consult the references to guide diagnosis.
High-intent search queries and answers about installing and using this skill.
To debug Shiny reactive loops and stale outputs, trace the failure path from inputs to outputs through the dependency graph. You can stabilize input updates and reproduce the specific failure within a module test to isolate and guide fixes.
The best way to trace a Shiny reactivity failure across modules is to inspect the dependency graph and failure path. Reproduce the bug with the smallest possible click path and viewport, then use reference-guided diagnostics to map dependencies.
Yes, this debugging workflow can be used for Shiny apps with dynamic UI and background tasks. It diagnoses reactive state bugs across modular applications, handling complex scenarios involving maps, tables, plots, and accessibility checks.
To reproduce a Shiny bug and inspect its dependency layer, recreate the failure using the smallest possible click path and viewport. This minimizes variables, allowing you to stabilize inputs and accurately trace dependencies through module-tested scenarios.
Shiny apps show stale outputs after dynamic UI updates when reactive dependencies are not properly invalidated. Diagnose this by inspecting the dependency graph to ensure inputs stabilize and trigger the correct reactive path through reference-guided diagnostics.
blankuzrBuild production-grade Shiny applications with modular architecture and accessible UX.
Melsaeed276Implement Flutter platform integration patterns for permissions, channels, and lifecycle.
hejhiBuild dynamic Rimitive views with el, map, and match for UI components.
RdindaGenerate standalone interactive 3D HTML visualizations of software architecture from module and dependency inputs.
