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shiny-py-optimize

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By posit-dev/skills (GitHub) · coding · 564 stars · scanned at commit 9519594

Diagnose and fix performance problems in Shiny for Python apps — slow startup, sluggish interactions, blocking operations, and apps that struggle beyond a handful of concurrent users. Use when a Shiny for Python app is slow, hangs, recomputes too much, times out, or must support more users; when the user asks to "speed up", "optimize", or "make faster" a Python Shiny app; or when preparing a prototyped app for real-world traffic.

Works with any agent that supports SKILL.md skills.

What this skill can do

Downloads and installs other software

The author does not mention this.

Found in 3 places.

Runs commands on your computer

The author does not mention this. Expected for a coding skill.

Found in 1 place.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'shiny-py-optimize' ] || [ -L ~/.agents/skills/'shiny-py-optimize' ]; then echo 'A skill folder named shiny-py-optimize already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/posit-dev/skills' "$d" && git -C "$d" checkout --quiet '951959403f4ecc9d0274adf35538fc67153b6f31' -- 'shiny/shiny-py-optimize' && mkdir -p ~/.agents/skills && cp -R "$d"/'shiny/shiny-py-optimize' ~/.agents/skills/'shiny-py-optimize' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'shiny-py-optimize' ~/.claude/skills/'shiny-py-optimize' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

DateVersionScore
2026-11-13951959480
2026-11-0845685aa80
2026-11-0745685aa80