debugging

debugging is a Runtime diagnostics & profiling skill for AI agents, published by posit-dev in the py-shiny repository on GitHub. Skillspace rates debugging D (68/100) and it passed the safety scan; the rating is based on static analysis only.

Use when observing server-side state of a Shiny for Python (py-shiny) app - inspecting reactive/calc values in a running session, capturing current input/output state, exposing internal values to a test harness, asserting server-side values in snapshot tests, or when tempted to add print statements or hidden outputs to see server-side values. (For writing Playwright end-to-end tests against the rendered UI, use the testing skill.)

Grade
D
Quality
68 / 100
Safety
Passed
GitHub stars
1,739

Unproven: rated by static analysis only, not yet compared head-to-head.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
100 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
MIT
Adoption
Adopted by 0 other repositories, in 0 collections
Scope
Vendor-specific: built around one product. Uses py-shiny's public test mode to debug Shiny apps

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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