Paper Figures
EvoScientist/EvoSkills
A skill your agent uses to produce standalone, publication-ready PNG graphics and reproducible matplotlib scripts from tabular data (CSVs or DataFrames).
Agent skill
by iusztinpaul in iusztinpaul/designing-real-world-ai-agents-workshop
Building multi-page Streamlit apps. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-apps --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .claude/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .claude/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-appsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-apps --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .agents/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .agents/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-apps --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .cursor/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .cursor/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git --path .agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-apps --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .gemini/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .gemini/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-appsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .github/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .github/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install iusztinpaul/designing-real-world-ai-agents-workshop building-streamlit-multipage-apps --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps .opencode/skills/building-streamlit-multipage-apps && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "building-streamlit-multipage-apps" agent skill from https://github.com/iusztinpaul/designing-real-world-ai-agents-workshop/tree/main/.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps into .opencode/skills/building-streamlit-multipage-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "building-streamlit-multipage-apps", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
building-streamlit-multipage-appsBuilding multi-page Streamlit apps. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
Building Streamlit Multipage Apps is an agent skill from iusztinpaul/designing-real-world-ai-agents-workshop. Building multi-page Streamlit apps. Use when creating apps with multiple pages, setting up navigation, or managing state across pages.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Streamlit. The repository describes itself as: Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research Agent + Writing Workflow served as MCP servers. Includes code, slides, and video. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit ea4f6e9. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.streamlit.ioFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Building Streamlit Multipage Apps loads about 1.6k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 315 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from iusztinpaul/designing-real-world-ai-agents-workshop at commit ea4f6e9, republished under its Apache-2.0 licence (© iusztinpaul). 315 words, ~1,558 tokens.
.claude/skills/building-streamlit-multipage-apps/SKILL.md (or your agent's skills folder).Structure and navigation for apps with multiple pages.
streamlit_app.py # Main entry point
app_pages/
home.py
analytics.py
settings.pyImportant: Name your pages directory app_pages/ (not pages/). Using pages/ conflicts with Streamlit's old auto-discovery API and can cause unexpected behavior.
# streamlit_app.py
import streamlit as st
# Initialize global state (shared across pages)
if "api_client" not in st.session_state:
st.session_state.api_client = init_api_client()
# Define navigation
page = st.navigation([
st.Page("app_pages/home.py", title="Home", icon=":material/home:"),
st.Page("app_pages/analytics.py", title="Analytics", icon=":material/bar_chart:"),
st.Page("app_pages/settings.py", title="Settings", icon=":material/settings:"),
])
# App-level UI runs before page content
# Useful for shared elements like titles
st.title(f"{page.icon} {page.title}")
page.run()Note: When you handle titles in streamlit_app.py, individual pages should NOT use st.title again.
Few pages (3-7) → Top navigation:
page = st.navigation([...], position="top")Creates a clean horizontal menu. Great for simple apps. Sections are supported too—they appear as dropdowns in the top nav.
Many pages or nested sections → Sidebar:
page = st.navigation({
"Main": [
st.Page("app_pages/home.py", title="Home"),
st.Page("app_pages/analytics.py", title="Analytics"),
],
"Admin": [
st.Page("app_pages/settings.py", title="Settings"),
st.Page("app_pages/users.py", title="Users"),
],
}, position="sidebar")Mixed: Some pages ungrouped:
Use an empty string key "" for pages that shouldn't be in a section. These ungrouped pages always appear first, before any named groups. Put all ungrouped pages in a single "" key:
page = st.navigation({
"": [
st.Page("app_pages/home.py", title="Home"),
st.Page("app_pages/about.py", title="About"),
],
"Analytics": [
st.Page("app_pages/dashboard.py", title="Dashboard"),
st.Page("app_pages/reports.py", title="Reports"),
],
}, position="top")# app_pages/analytics.py
import streamlit as st
# Access global state
api = st.session_state.api_client
user = st.session_state.user
# Page-specific content (title is handled in streamlit_app.py)
data = api.fetch_analytics(user.id)
st.line_chart(data)Initialize state in the main module only if it's needed across multiple pages:
# streamlit_app.py
st.session_state.api = init_client()
st.session_state.user = get_user()
st.session_state.settings = load_settings()Tip: Use st.session_state.setdefault("key", default_value) to initialize values only if they don't exist.
Why main module (for global state):
Use prefixed keys for page-specific state:
# app_pages/analytics.py
if "analytics_date_range" not in st.session_state:
st.session_state.analytics_date_range = default_range()Put shared UI in the entrypoint (before page.run()) so it appears on all pages:
# streamlit_app.py
import streamlit as st
pages = [...]
page = st.navigation(pages)
# Shared title
st.title(f"{page.icon} {page.title}")
# Shared sidebar widgets
with st.sidebar:
st.selectbox("Theme", ["Light", "Dark"])
page.run()Navigate to another page programmatically:
if st.button("Go to Settings"):
st.switch_page("app_pages/settings.py")Create navigation links with st.page_link:
st.page_link("app_pages/home.py", label="Home", icon=":material/home:")
st.page_link("https://example.com", label="External", icon=":material/open_in_new:")Note: Prefer
st.navigationoverst.page_linkfor standard navigation. Do not usest.page_linkto recreate the nav bar you get withst.navigation. Only usest.page_linkwhen linking to pages from somewhere other than the sidebar, or when building a more complex navigation menu.
Show different pages based on user role, authentication, or any other condition by building the pages list dynamically:
# streamlit_app.py
import streamlit as st
pages = [st.Page("app_pages/home.py", title="Home", icon=":material/home:")]
if st.user.is_logged_in:
pages.append(st.Page("app_pages/dashboard.py", title="Dashboard", icon=":material/bar_chart:"))
if st.session_state.get("is_admin"):
pages.append(st.Page("app_pages/admin.py", title="Admin", icon=":material/settings:"))
page = st.navigation(pages)
page.run()Common conditions for showing/hiding pages:
st.user.is_logged_in for authenticated usersst.session_state flags (roles, permissions, feature flags)When importing from page files in app_pages/, always import from the root directory perspective:
# app_pages/dashboard.py - GOOD
from utils.data import load_sales_data
# app_pages/dashboard.py - BAD (don't use relative imports)
from ..utils.data import load_sales_data© iusztinpaul, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps of iusztinpaul/designing-real-world-ai-agents-workshop.
Open the folder on GitHubat commit ea4f6e9
Building Streamlit Multipage Apps next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Building Streamlit Multipage Apps this skilliusztinpaul/designing-real-world-ai-agents-workshop | 512 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Paper FiguresEvoScientist/EvoSkills | 478 | 1 repos | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Changesetwhitphx/stlite | 1.7k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Updating Docs For Releasestreamlit/docs | 178 | — | ~4k | Automated safety check: Pass | Apache-2.0 | |
| Echarts Streamlit Syncandfanilo/streamlit-echarts-demo | 146 | — | ~1k | Automated safety check: Pass | None | |
| Streamlit Rebasewhitphx/stlite | 1.7k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 |
EvoScientist/EvoSkills
A skill your agent uses to produce standalone, publication-ready PNG graphics and reproducible matplotlib scripts from tabular data (CSVs or DataFrames).
whitphx/stlite
Create or update a changeset fragment (.changeset/.md) reflecting the changes made in the current session or branch.
streamlit/docs
Update the streamlit/docs repo for a new Streamlit release. An agent skill from streamlit/docs.
andfanilo/streamlit-echarts-demo
Transform ECharts example URLs into Streamlit stecharts components.
whitphx/stlite
Rebase our custom fork of the Streamlit repository onto new upstream Streamlit release
databricks-solutions/databricks-apps-cookbook
Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.
iusztinpaul/designing-real-world-ai-agents-workshop
Builds bidirectional Streamlit Custom Components v2 (CCv2) using st.components.v2.component.
iusztinpaul/designing-real-world-ai-agents-workshop
Building chat interfaces in Streamlit. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
iusztinpaul/designing-real-world-ai-agents-workshop
Building dashboards in Streamlit. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
iusztinpaul/designing-real-world-ai-agents-workshop
Choosing the right Streamlit selection widget. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
iusztinpaul/designing-real-world-ai-agents-workshop
Connecting Streamlit apps to Snowflake. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
iusztinpaul/designing-real-world-ai-agents-workshop
Creating and customizing Streamlit themes. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop.
Works with
Building multi-page Streamlit apps. An agent skill from iusztinpaul/designing-real-world-ai-agents-workshop. Building Streamlit Multipage Apps is an agent skill from iusztinpaul/designing-real-world-ai-agents-workshop. Building multi-page Streamlit apps.
Building Streamlit Multipage Apps fits situations like: creating apps with multiple pages; setting up navigation; managing state across pages.
Run `npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a claude-code`. Or copy the skill folder (.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps in iusztinpaul/designing-real-world-ai-agents-workshop) into .claude/skills/building-streamlit-multipage-apps in your project. Claude Code loads it when a task matches its description.
Run `npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a codex`. Or copy the skill folder (.agents/skills/developing-with-streamlit/skills/building-streamlit-multipage-apps in iusztinpaul/designing-real-world-ai-agents-workshop) into .agents/skills/building-streamlit-multipage-apps in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add iusztinpaul/designing-real-world-ai-agents-workshop --skill building-streamlit-multipage-apps -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/building-streamlit-multipage-apps, .gemini/skills/building-streamlit-multipage-apps, .github/skills/building-streamlit-multipage-apps and .opencode/skills/building-streamlit-multipage-apps in your project.
SKILL.md names no scripts, command-line tools or credentials: Building Streamlit Multipage Apps is instructions for the agent only. Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: docs.streamlit.io. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Building Streamlit Multipage Apps is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Building Streamlit Multipage Apps: Paper Figures (EvoScientist/EvoSkills, 478 stars), Changeset (whitphx/stlite, 1.7k stars), Updating Docs For Release (streamlit/docs, 178 stars) and Echarts Streamlit Sync (andfanilo/streamlit-echarts-demo, 146 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
iusztinpaul (a GitHub user) maintains it in iusztinpaul/designing-real-world-ai-agents-workshop, which has 512 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on June 3, 2026.
Source: iusztinpaul/designing-real-world-ai-agents-workshop on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.