Developing with Streamlit
This is a routing skill that directs you to specialized references for Streamlit development.
When to Use
Invoke this skill when the user's request involves:
- Creating a new Streamlit app
- Editing or modifying an existing Streamlit app
- Debugging Streamlit issues (errors, session state bugs, performance problems)
- Beautifying or improving the visual design of a Streamlit app
- Optimizing Streamlit performance (caching, fragments, reruns)
- Building and running Streamlit apps
- Styling widgets (button colors, backgrounds, CSS customization)
- Advanced server configuration with
st.App, ASGI, Starlette, FastAPI integration, custom routes, middleware, or lifespan hooks
- Any question about Streamlit widgets, layouts, or components
Trigger phrases: "streamlit", "st.", "st.App", "dashboard", "app.py", "beautify app", "make it look better", "style", "CSS", "color", "background", "theme", "button", "slow rerun", "session state", "performance", "faster", "cache"
Workflow
Step 1: Locate the Streamlit source code
↓
Step 2: Identify task type and load appropriate reference(s)
↓
Step 3: Apply guidance from reference to edit code
↓
Step 4: Check if app is running and offer to run it
Step 1: Locate the Streamlit Source Code (if needed)
Goal: Identify the app file(s) to edit. Skip this step if already clear from context.
When to skip:
- User mentioned a specific file path (e.g., "edit
src/app.py")
- User has file(s) already in conversation context
- Working directory has an obvious single entry point (
app.py, streamlit_app.py)
When to search:
- User says "my streamlit app" without specifying which file
- Multiple Python files exist and it's unclear which is the entry point
If searching is needed:
Quick scan for Streamlit files:
grep -rl 'import streamlit\|from streamlit' --include='*.py' . 2>/dev/null | head -10
Apply entry point heuristics (in priority order):
streamlit_app.py at root → this is the entry point (canonical name)
app.py at root → likely entry point
- File using
st.navigation → entry point for multi-page apps
- Single
.py file at root with streamlit import → entry point
- Files in
pages/ or app_pages/ subdirectory → NOT entry points (these are sub-pages)
If entry point is obvious → use it, no confirmation needed
Example: Found streamlit_app.py and pages/metrics.py → use streamlit_app.py
Only ask if genuinely ambiguous (e.g., multiple root-level candidates, none named streamlit_app.py):
Found multiple potential entry points:
- dashboard.py
- main.py
Which is your main app?
Output: Path to the main Streamlit source file(s)
Step 2: Identify Task Type and Route to Reference
Goal: Determine what the user needs and load the appropriate guidance.
IMPORTANT — use_container_width is deprecated. Never add use_container_width to new code. Streamlit elements now stretch to fill their container by default. Use width="stretch" or width="content" instead. Remove use_container_width when you encounter it.
Proactively Look Up API Details
When selecting a Streamlit command, discovering functionality that may be newer than the agent's knowledge cutoff, validating available functionality, or using unfamiliar parameters, proactively look up the relevant local docs before coding:
streamlit docs st.<command>
Run this with the Streamlit installation relevant to the app being edited. Use references/api-reference.md to discover available public st commands and namespaces, then use streamlit docs st.<command> for exact signatures, parameters, and docstrings.
Use this routing table to select reference(s). Always read the reference file before making changes.
All file paths below are relative to this skill's directory (streamlit/.agents/skills/developing-with-streamlit/).
| User Need |
Reference to Read |
App is slow, reruns take too long, data loads repeatedly, or work is recomputed unnecessarily — caching strategies (st.cache_data, st.cache_resource), st.fragment for partial reruns, and (optionally) parallel=True when independent fragments can run concurrently |
read references/performance.md |
Building a dashboard with KPIs, metrics, and charts — composing st.metric, charts, and data tables into clean dashboard layouts with columns and containers |
read references/dashboards.md |
| Making an app look polished — icons (Material Symbols), spacing, color accents, visual hierarchy, and small design touches that elevate quality |
read references/design.md |
Choosing the right selection widget — when to use st.selectbox vs st.radio vs st.pills vs st.segmented_control vs st.multiselect, including modern replacements for deprecated patterns |
read references/selection-widgets.md |
Custom themes, colors, and CSS styling — configuring colors in .streamlit/config.toml, reading the active theme at runtime via st.context.theme, and targeting widgets with st.markdown CSS injection |
read references/theme.md |
Page structure and layout — st.columns, st.tabs, st.sidebar, st.container, st.expander, responsive layout patterns, and when to use each container type |
read references/layouts.md |
Displaying or editing tabular data — st.dataframe column configuration, st.data_editor for editable tables, chart selection, and best practices for large datasets |
read references/data-display.md |
Multi-page app architecture — st.navigation, st.Page, page routing, shared state across pages, and structuring apps with multiple views |
read references/multipage-apps.md |
Persisting values across reruns — st.session_state, widget keys, callbacks (on_change, on_click), and patterns for stateful interactions |
read references/session-state.md |
Discovering available Streamlit public APIs, looking up st.<command> commands, exact parameters, docstrings, signatures, or choosing the right top-level command — quick table of public st commands and related public objects plus CLI instructions for inspecting local docstrings |
read references/api-reference.md |
Rich text formatting — Markdown in st.markdown and widget labels, colored text (:red[...]), badges, Material Symbols icons (:material/icon_name:), LaTeX math, and Mermaid diagrams |
read references/markdown.md |
Chat and conversational UIs — st.chat_message, st.chat_input, streaming responses with st.write_stream, and building AI assistant interfaces |
read references/chat-ui.md |
Connecting to Snowflake — st.connection("snowflake"), secrets configuration, querying data, and Snowflake-specific patterns |
read references/snowflake-connection.md |
| Building or packaging a custom component, triggering events back to Python from JS/HTML, custom HTML/JS with event handling (CCv2), OR any UI element that doesn't exist as a native Streamlit widget (e.g., drag-and-drop, custom interactive visualization, canvas drawing) |
read references/custom-components-v2.md — IMPORTANT: st.components.v1 is deprecated. Never use v1 for new components; always use st.components.v2.component(). |
Using third-party community components — streamlit-extras (pagination, annotated text), streamlit-pivot-table, and other popular packages that extend Streamlit's built-in capabilities |
read references/third-party-components.md |
| Structuring app code — when to split into modules vs keep in one file, helper functions, and clean project organization patterns |
read references/code-organization.md |
| Environment and dependency setup — Python environment management, installing packages, and configuring the development environment for Streamlit apps |
read references/environment-setup.md |
Streamlit CLI and configuration — streamlit run, streamlit config, looking up docstrings (streamlit docs <command>), .streamlit/config.toml (script-level and project-level), port settings, and server options |
read references/cli.md |
Advanced server configuration — st.App, ASGI entry points, custom HTTP routes, middleware, lifespan hooks, programmatic secrets, exception handlers, and FastAPI/Starlette mounting |
read references/server-asgi.md |
Fallback — "this widget doesn't exist in Streamlit":
If the user asks for a UI element or interaction that has never been part of Streamlit's API and cannot be built with any combination of native widgets (e.g., drag-and-drop, canvas drawing, custom interactive visualizations), route to the CCv2 reference (references/custom-components-v2.md). Do not route to CCv2 for features that exist in newer Streamlit versions (e.g., st.connection, st.segmented_control) — suggest upgrading instead.
Common combinations:
For beautifying/improving an app, read in order:
references/design.md
references/layouts.md
references/selection-widgets.md
For building a dashboard, read:
references/dashboards.md
references/data-display.md
IMPORTANT - Use templates:
When creating a new dashboard app, prefer starting from a template in assets/templates/apps/:
- If a template closely matches the request, copy it and adapt:
dashboard-metrics — KPI cards with time-series charts
dashboard-companies — company/entity comparison
dashboard-compute — resource/credit monitoring
dashboard-feature-usage — feature adoption tracking
dashboard-seattle-weather — public dataset exploration
dashboard-stock-peers — financial peer analysis
- If no template is a close match, start from scratch but borrow relevant patterns from the templates (e.g., caching with
@st.cache_data, filter_by_time_range(), st.set_page_config(), chart utilities, layout structure)
- See
assets/templates/apps/README.md for template descriptions
When editing an existing app, use templates as reference for best practices:
- Check
assets/templates/apps/ for caching patterns, layout structure, and data-loading patterns
- Apply consistent patterns from templates to improve the existing code
When applying a custom theme, use a config from assets/templates/themes/configs/:
- Copy one config file (dracula, financial-dashboard, fluent, jupyter, material-ui, minimal, nord, one-dark-pro, shadcn, solarized-light, ubuntu, vscode) to the app's
.streamlit/config.toml
- Themes include custom fonts via Google Fonts
- See
assets/templates/themes/README.md for the theme list
For performance optimization, read:
references/performance.md
Step 3: Apply Guidance to Edit Code
Goal: Make changes to the Streamlit app following reference best practices.
Actions:
- Apply the patterns and recommendations from the loaded reference(s)
- Make edits to the source file(s) identified in Step 1
- Preserve existing functionality while adding improvements
Step 4: Check Running Apps and Offer to Run
Goal: Help the user see their changes by checking if their app is running.
Actions:
Check for running Streamlit apps on ports 850*:
lsof -nP -iTCP -sTCP:LISTEN 2>/dev/null | grep -i python | awk '{print $2, $9}' | grep ':85' || echo "No Streamlit apps detected on ports 850*"
Present findings to user:
If app is running:
Found Streamlit app running:
- PID: [pid] at http://localhost:[port]
Your changes should be visible after a page refresh (Streamlit hot-reloads on file save).
If no app is running:
No Streamlit app detected on ports 850*.
Would you like me to run the app? I can start it with:
streamlit run [app_file.py]
If user wants to run the app, start it:
streamlit run [path/to/app.py] --server.port 8501
Stopping Points
- Step 2: If multiple references seem relevant, ask user which aspect to focus on first
- Step 4: Ask before starting the Streamlit app
Resources
Source: streamlit/streamlit — distributed by TomeVault.
1---2name: streamlit-streamlit-streamlit3description: Developing with Streamlit4---56# Developing with Streamlit78This is a **routing skill** that directs you to specialized references for Streamlit development.910## When to Use1112Invoke this skill when the user's request involves:13- Creating a new Streamlit app14- Editing or modifying an existing Streamlit app15- Debugging Streamlit issues (errors, session state bugs, performance problems)16- Beautifying or improving the visual design of a Streamlit app17- Optimizing Streamlit performance (caching, fragments, reruns)18- Building and running Streamlit apps19- Styling widgets (button colors, backgrounds, CSS customization)20- Advanced server configuration with `st.App`, ASGI, Starlette, FastAPI integration, custom routes, middleware, or lifespan hooks21- Any question about Streamlit widgets, layouts, or components2223**Trigger phrases:** "streamlit", "st.", "st.App", "dashboard", "app.py", "beautify app", "make it look better", "style", "CSS", "color", "background", "theme", "button", "slow rerun", "session state", "performance", "faster", "cache"2425## Workflow2627```28Step 1: Locate the Streamlit source code29 ↓30Step 2: Identify task type and load appropriate reference(s)31 ↓32Step 3: Apply guidance from reference to edit code33 ↓34Step 4: Check if app is running and offer to run it35```3637### Step 1: Locate the Streamlit Source Code (if needed)3839**Goal:** Identify the app file(s) to edit. **Skip this step if already clear from context.**4041**When to skip:**42- User mentioned a specific file path (e.g., "edit `src/app.py`")43- User has file(s) already in conversation context44- Working directory has an obvious single entry point (`app.py`, `streamlit_app.py`)4546**When to search:**47- User says "my streamlit app" without specifying which file48- Multiple Python files exist and it's unclear which is the entry point4950**If searching is needed:**51521. **Quick scan** for Streamlit files:53 ```bash54 grep -rl 'import streamlit\|from streamlit' --include='*.py' . 2>/dev/null | head -1055 ```56572. **Apply entry point heuristics** (in priority order):58 - `streamlit_app.py` at root → **this is the entry point** (canonical name)59 - `app.py` at root → likely entry point60 - File using `st.navigation` → entry point for multi-page apps61 - Single `.py` file at root with streamlit import → entry point62 - Files in `pages/` or `app_pages/` subdirectory → **NOT entry points** (these are sub-pages)63643. **If entry point is obvious** → use it, no confirmation needed6566 Example: Found `streamlit_app.py` and `pages/metrics.py` → use `streamlit_app.py`67684. **Only ask if genuinely ambiguous** (e.g., multiple root-level candidates, none named `streamlit_app.py`):69 ```70 Found multiple potential entry points:71 - dashboard.py72 - main.py7374 Which is your main app?75 ```7677**Output:** Path to the main Streamlit source file(s)7879### Step 2: Identify Task Type and Route to Reference8081**Goal:** Determine what the user needs and load the appropriate guidance.8283**IMPORTANT — `use_container_width` is deprecated.** Never add `use_container_width` to new code. Streamlit elements now stretch to fill their container by default. Use `width="stretch"` or `width="content"` instead. Remove `use_container_width` when you encounter it.8485### Proactively Look Up API Details8687When selecting a Streamlit command, discovering functionality that may be newer than the agent's knowledge cutoff, validating available functionality, or using unfamiliar parameters, proactively look up the relevant local docs before coding:8889```bash90streamlit docs st.<command>91```9293Run this with the Streamlit installation relevant to the app being edited. Use `references/api-reference.md` to discover available public `st` commands and namespaces, then use `streamlit docs st.<command>` for exact signatures, parameters, and docstrings.9495Use this routing table to select reference(s). **Always read the reference file** before making changes.9697> All file paths below are relative to this skill's directory (`streamlit/.agents/skills/developing-with-streamlit/`).9899| User Need | Reference to Read |100|-----------|-------------------|101| **App is slow, reruns take too long, data loads repeatedly, or work is recomputed unnecessarily** — caching strategies (`st.cache_data`, `st.cache_resource`), `st.fragment` for partial reruns, and (optionally) `parallel=True` when independent fragments can run concurrently | read `references/performance.md` |102| **Building a dashboard with KPIs, metrics, and charts** — composing `st.metric`, charts, and data tables into clean dashboard layouts with columns and containers | read `references/dashboards.md` |103| **Making an app look polished** — icons (Material Symbols), spacing, color accents, visual hierarchy, and small design touches that elevate quality | read `references/design.md` |104| **Choosing the right selection widget** — when to use `st.selectbox` vs `st.radio` vs `st.pills` vs `st.segmented_control` vs `st.multiselect`, including modern replacements for deprecated patterns | read `references/selection-widgets.md` |105| **Custom themes, colors, and CSS styling** — configuring colors in `.streamlit/config.toml`, reading the active theme at runtime via `st.context.theme`, and targeting widgets with `st.markdown` CSS injection | read `references/theme.md` |106| **Page structure and layout** — `st.columns`, `st.tabs`, `st.sidebar`, `st.container`, `st.expander`, responsive layout patterns, and when to use each container type | read `references/layouts.md` |107| **Displaying or editing tabular data** — `st.dataframe` column configuration, `st.data_editor` for editable tables, chart selection, and best practices for large datasets | read `references/data-display.md` |108| **Multi-page app architecture** — `st.navigation`, `st.Page`, page routing, shared state across pages, and structuring apps with multiple views | read `references/multipage-apps.md` |109| **Persisting values across reruns** — `st.session_state`, widget keys, callbacks (`on_change`, `on_click`), and patterns for stateful interactions | read `references/session-state.md` |110| **Discovering available Streamlit public APIs, looking up `st.<command>` commands, exact parameters, docstrings, signatures, or choosing the right top-level command** — quick table of public `st` commands and related public objects plus CLI instructions for inspecting local docstrings | read `references/api-reference.md` |111| **Rich text formatting** — Markdown in `st.markdown` and widget labels, colored text (`:red[...]`), badges, Material Symbols icons (`:material/icon_name:`), LaTeX math, and Mermaid diagrams | read `references/markdown.md` |112| **Chat and conversational UIs** — `st.chat_message`, `st.chat_input`, streaming responses with `st.write_stream`, and building AI assistant interfaces | read `references/chat-ui.md` |113| **Connecting to Snowflake** — `st.connection("snowflake")`, secrets configuration, querying data, and Snowflake-specific patterns | read `references/snowflake-connection.md` |114| **Building or packaging a custom component, triggering events back to Python from JS/HTML, custom HTML/JS with event handling (CCv2), OR any UI element that doesn't exist as a native Streamlit widget** (e.g., drag-and-drop, custom interactive visualization, canvas drawing) | read `references/custom-components-v2.md` — **IMPORTANT: `st.components.v1` is deprecated. Never use v1 for new components; always use `st.components.v2.component()`.** |115| **Using third-party community components** — `streamlit-extras` (pagination, annotated text), `streamlit-pivot-table`, and other popular packages that extend Streamlit's built-in capabilities | read `references/third-party-components.md` |116| **Structuring app code** — when to split into modules vs keep in one file, helper functions, and clean project organization patterns | read `references/code-organization.md` |117| **Environment and dependency setup** — Python environment management, installing packages, and configuring the development environment for Streamlit apps | read `references/environment-setup.md` |118| **Streamlit CLI and configuration** — `streamlit run`, `streamlit config`, looking up docstrings (`streamlit docs <command>`), `.streamlit/config.toml` (script-level and project-level), port settings, and server options | read `references/cli.md` |119| **Advanced server configuration** — `st.App`, ASGI entry points, custom HTTP routes, middleware, lifespan hooks, programmatic secrets, exception handlers, and FastAPI/Starlette mounting | read `references/server-asgi.md` |120121**Fallback — "this widget doesn't exist in Streamlit":**122123If the user asks for a UI element or interaction that **has never been part of Streamlit's API** and cannot be built with any combination of native widgets (e.g., drag-and-drop, canvas drawing, custom interactive visualizations), **route to the CCv2 reference** (`references/custom-components-v2.md`). **Do not** route to CCv2 for features that exist in newer Streamlit versions (e.g., `st.connection`, `st.segmented_control`) — suggest upgrading instead.124125**Common combinations:**126127For **beautifying/improving an app**, read in order:1281. `references/design.md`1292. `references/layouts.md`1303. `references/selection-widgets.md`131132For **building a dashboard**, read:1331. `references/dashboards.md`1342. `references/data-display.md`135136**IMPORTANT - Use templates:**137138When creating a **new dashboard app**, prefer starting from a template in `assets/templates/apps/`:139- If a template closely matches the request, copy it and adapt:140 - `dashboard-metrics` — KPI cards with time-series charts141 - `dashboard-companies` — company/entity comparison142 - `dashboard-compute` — resource/credit monitoring143 - `dashboard-feature-usage` — feature adoption tracking144 - `dashboard-seattle-weather` — public dataset exploration145 - `dashboard-stock-peers` — financial peer analysis146- If no template is a close match, start from scratch but borrow relevant patterns from the templates (e.g., caching with `@st.cache_data`, `filter_by_time_range()`, `st.set_page_config()`, chart utilities, layout structure)147- See `assets/templates/apps/README.md` for template descriptions148149When **editing an existing app**, use templates as reference for best practices:150- Check `assets/templates/apps/` for caching patterns, layout structure, and data-loading patterns151- Apply consistent patterns from templates to improve the existing code152153When applying a **custom theme**, use a config from `assets/templates/themes/configs/`:154- Copy one config file (dracula, financial-dashboard, fluent, jupyter, material-ui, minimal, nord, one-dark-pro, shadcn, solarized-light, ubuntu, vscode) to the app's `.streamlit/config.toml`155- Themes include custom fonts via Google Fonts156- See `assets/templates/themes/README.md` for the theme list157158For **performance optimization**, read:1591. `references/performance.md`160161### Step 3: Apply Guidance to Edit Code162163**Goal:** Make changes to the Streamlit app following reference best practices.164165**Actions:**1661671. Apply the patterns and recommendations from the loaded reference(s)1682. Make edits to the source file(s) identified in Step 11693. Preserve existing functionality while adding improvements170171### Step 4: Check Running Apps and Offer to Run172173**Goal:** Help the user see their changes by checking if their app is running.174175**Actions:**1761771. **Check** for running Streamlit apps on ports 850*:178 ```bash179 lsof -nP -iTCP -sTCP:LISTEN 2>/dev/null | grep -i python | awk '{print $2, $9}' | grep ':85' || echo "No Streamlit apps detected on ports 850*"180 ```1811822. **Present** findings to user:183184 **If app is running:**185 ```186 Found Streamlit app running:187 - PID: [pid] at http://localhost:[port]188189 Your changes should be visible after a page refresh (Streamlit hot-reloads on file save).190 ```191192 **If no app is running:**193 ```194 No Streamlit app detected on ports 850*.195196 Would you like me to run the app? I can start it with:197 streamlit run [app_file.py]198 ```1992003. **If user wants to run the app**, start it:201 ```bash202 streamlit run [path/to/app.py] --server.port 8501203 ```204205## Stopping Points206207- **Step 2**: If multiple references seem relevant, ask user which aspect to focus on first208- **Step 4**: Ask before starting the Streamlit app209210## Resources211212- [Streamlit API Reference](https://docs.streamlit.io/develop/api-reference)213- [Streamlit Gallery](https://streamlit.io/gallery)214215---216> Source: [streamlit/streamlit](https://github.com/streamlit/streamlit) — distributed by [TomeVault](https://tomevault.io).217<!-- tomevault:4.0:skill_md:2026-06-24 -->