py-shiny-release

py-shiny-release is a skill for Claude Code, Codex from posit-dev/py-shiny. It costs 122 tokens per session (3,638 once invoked), scanned A, original, MIT.

An interactive release checklist for Shiny for Python, a framework for building interactive web applications in Python, and its related packages. It moves through release phases one at a time and waits for confirmation before continuing.

In plain words
What is it for?
Use it to publish new versions of Shiny for Python and related packages, handle GitHub releases and tags, troubleshoot failed phases, and clean up processes after each phase.
Why use it?
It prevents a multi-package release from skipping checks or leaving development servers and other background processes running.

Skill for Claude CodeCodex

About the project

Shiny for Python is a Python framework for building interactive web applications and data visualizations with reactive behavior. Data scientists and Python developers use it for prototypes as well as larger applications. Its bundled agent skills provide coding agents with Shiny documentation so they can create better Shiny applications.

posit-dev/py-shiny · 1,750 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/posit-dev/py-shiny/py-shiny-release
Any agent
npx skills add posit-dev/py-shiny --skill py-shiny-release
Clone the repo
git clone --depth 1 https://github.com/posit-dev/py-shiny

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for py-shiny-release

README.md
[![agentmods](https://agentmods.dev/badge/skills/posit-dev/py-shiny/py-shiny-release.svg)](https://agentmods.dev/skills/posit-dev/py-shiny/py-shiny-release)
Your own site
<a href="https://agentmods.dev/skills/posit-dev/py-shiny/py-shiny-release"><img src="https://agentmods.dev/badge/skills/posit-dev/py-shiny/py-shiny-release.svg" alt="Measured on agentmods" height="20"></a>
Per session 122 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,638 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00122 $0.03638
Opus 5 $0.00061 $0.01819
Sonnet 5 $0.00024 $0.00728
Haiku 4.5 $0.00012 $0.00364

Measured 5d ago against content hash e7a3832cc888, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

py-shiny-release scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (references/test_shinylive_site.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s -o /dev/null -m 3 -w "%{http_code}\n" http://localhost:3000/ || echo closed
.claude/skills/py-shiny-release/SKILL.md · 284 lines

How it starts

The opening of the file, as written. The whole thing — 284 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Shiny for Python Release Train

Walk through releasing the full py-shiny ecosystem interactively. Each phase requires explicit user confirmation before proceeding to the next.

Interactive Protocol

  • Present one phase at a time with its checklist
  • After presenting a phase, stop and wait for the user to confirm completion or ask for help
  • Use gh CLI for GitHub operations (PRs, releases, tags)
  • Track progress with a TodoWrite checklist
  • If the user says "skip", mark the phase done and move on
  • If a phase fails, help debug before moving on
  • Never proceed to the next phase until the current one is resolved or explicitly skipped
  • Shut down every long-running process a phase started before marking it complete (see below)

Clean up background processes at the end of each phase

Several phases start servers or watchers that never exit on their own — most notably Phase 6's make serve (a watch-mode dev server on port 3000). Left running, they hold ports, keep rebuilding on file changes, and clutter the background task list for the rest of a release that spans many hours.

When a phase is done, before marking it complete:

  1. Identify what the phase left behind, e.g.:
    lsof -nP -iTCP:3000 -sTCP:LISTEN     # Phase 6 `make serve`
    lsof -nP -iTCP:8100 -sTCP:LISTEN     # Playwright's _shinylive webServer
    
  2. Kill it and confirm the port actually closed, rather than assuming:
    kill <pid>
    curl -s -o /dev/null -m 3 -w "%{http_code}\n" http://localhost:3000/ || echo closed
    
  3. Say in the phase wrap-up which processes were shut down.

Only keep a server alive past its phase if a later step genuinely needs it, and say so explicitly. Note that Playwright's own webServer (port 8100) stops itself when a run finishes — it is make serve that lingers.

Watchers that poll CI or PyPI are fine to leave; they exit on their own. It is the servers that need killing.

Pre-release gate (REQUIRED before any release action)

Read the full file on GitHub · 284 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 284 lines · 122 tokens per session scan A e7a3832cc888

Subscribe to this mod's changes

py-shiny-release is a skill published in the GitHub repository posit-dev/py-shiny (1,750 stars, last pushed yesterday), licensed MIT. It adds 122 tokens to every session and 3,638 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.