designing-real-world-ai-agents-workshop: Skill for Claude Code

.agents/skills/developing-with-streamlit/skills/organizing-streamlit-code/SKILL.md

organizing-streamlit-code is a skill for Claude Code, Codex from iusztinpaul/designing-real-world-ai-agents-workshop. It costs 40 tokens per session (582 once invoked), scanned A, original, MIT.

A guide for structuring Streamlit applications, which are Python apps that create interactive web pages from code. It explains when to keep code in one file and when to split it into UI pages, business logic, and helper modules.

In plain words
What is it for?
Use it to organize Streamlit projects, separate page display from application logic, and establish import and directory patterns.
Why use it?
It reduces clutter when data processing, shared features, or multiple pages make a Streamlit file difficult to maintain or test.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is iusztinpaul/designing-real-world-ai-agents-workshop's own configuration. It tells Claude Code and Codex how to work on designing-real-world-ai-agents-workshop itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything designing-real-world-ai-agents-workshop configures →

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Nothing to install: this file belongs to iusztinpaul/designing-real-world-ai-agents-workshop. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

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curl -O https://raw.githubusercontent.com/iusztinpaul/designing-real-world-ai-agents-workshop/main/.agents/skills/developing-with-streamlit/skills/organizing-streamlit-code/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop

Made for: Claude Code, Codex.

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Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 582 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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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 5.1 $0.00040 $0.00582
Opus 5 $0.00020 $0.00291
Sonnet 5 $0.00008 $0.00116
Haiku 4.5 $0.00004 $0.00058

Measured 11d ago against content hash 236d6c924749, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

organizing-streamlit-code scanned grade A with 0 findings 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 11d ago.

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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/developing-with-streamlit/skills/organizing-streamlit-code/SKILL.md · 92 lines

How it starts

The opening of the file, as written. The whole thing — 92 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Streamlit code organization

For most simple apps, keep everything in one file—it's cleaner and more straightforward. The app file should read like a normal Python script for data processing, with a few Streamlit commands sprinkled in.

Name the main file streamlit_app.py (Streamlit's default).

When to split

Keep in one file (most apps):

  • Apps under ~1000 lines
  • One-off scripts and prototypes
  • Apps where logic is straightforward

Consider splitting when:

  • Data processing is complex (50+ lines of non-UI code)
  • Multiple pages share logic
  • You want to test business logic separately

If splitting makes sense, here's how to organize it.

Directory structure

my-app/
├── streamlit_app.py      # Main entry point
├── app_pages/            # Page UI modules
│   ├── dashboard.py
│   └── settings.py
└── utils/                # Business logic & helpers
    ├── data.py
    └── api.py

Separating UI from logic

When you do split, keep Streamlit files focused on UI and move complex logic to utility modules:

# streamlit_app.py - UI-focused
import streamlit as st
from utils.data import load_sales_data, compute_metrics

st.title("Sales Dashboard")

start = st.date_input("Start")
end = st.date_input("End")

data = load_sales_data(start, end)
metrics = compute_metrics(data)

st.metric("Revenue", f"${metrics['revenue']:,.0f}")
st.dataframe(data)

Avoid if name == "main"

Streamlit apps run the entire file on each interaction. Don't use the main guard in Streamlit files.

# BAD - don't do this in streamlit_app.py or pages
if __name__ == "__main__":
    main()

# GOOD - just put the code directly
import streamlit as st

st.title("My App")

The main guard is fine in utility modules for quick testing:

# utils/data.py
def load_data(path):
    ...

# Optional: test this module directly with `python utils/data.py`
if __name__ == "__main__":
    print(load_data("test.csv"))

References

Read the full file on GitHub · 92 lines

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. 11d ago First seen · 92 lines · 40 tokens per session scan A 236d6c924749

Subscribe to this mod's changes

organizing-streamlit-code is a skill published in the GitHub repository iusztinpaul/designing-real-world-ai-agents-workshop (505 stars, last pushed 3mo ago), licensed MIT. It adds 40 tokens to every session and 582 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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