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A tiny Streamlit-inspired terminal UI experiment.

Project description

stui

CI

stui is a tiny Streamlit-inspired framework for building terminal-native Python apps. Write a short script, run it in your terminal, and get a Textual UI with stateful controls.

It is built for local tools, demos, data scripts, model debug panels, SSH sessions, and headless environments where opening a browser, binding a port, or running a dashboard server is unnecessary ceremony. The public API is deliberately small and readable.

stui is not official Streamlit, is not affiliated with Streamlit, and is not a Streamlit compatibility layer. The API intentionally feels familiar, but this project keeps its own smaller surface area.

Preview

stui model demo terminal screenshot

┌─ stui ───────────────────────────────────────────┐
│ stui demo                                        │
│                                                  │
│ x                                                │
│ [██░░░░░░░░░░░░] 10                              │
│                                                  │
│ [ Increment ]                                    │
│                                                  │
│ x = 10                                           │
│ count = 0                                        │
│                                                  │
│ q Quit   r Rerun   tab Focus next                │
└──────────────────────────────────────────────────┘

Install

Use Python 3.11 or newer.

Install the PyPI distribution named stui-terminal:

python -m pip install stui-terminal

The PyPI distribution name is stui-terminal, but the import package and CLI are both stui:

import stui as st

For local development from a checkout, use an editable install with the dev extra:

python3.11 -m venv .venv
. .venv/bin/activate
python -m pip install -e ".[dev]"

For runtime-only local use, install without the dev extra:

python -m pip install -e .

60-Second Quickstart

Create a file named app.py:

import stui as st

st.title("Hello from the terminal")

name = st.text_input("Name", "MarMar")
level = st.slider("Level", 1, 10, 5)

if st.button("Greet"):
    st.success(f"Hi {name}. Level {level} selected.")

Install and run it:

python -m pip install stui-terminal
stui run app.py

If the stui command is not on your PATH, use the module entry point:

python -m stui run app.py

Build Your First App

stui scripts rerun when users interact with widgets. Use st.session_state for values that should survive reruns:

import stui as st

st.title("Counter")

if "count" not in st.session_state:
    st.session_state.count = 0

step = st.slider("Step", 1, 10, 1)

if st.button("Add"):
    st.session_state.count += step

if st.button("Reset"):
    st.session_state.count = 0

st.write("count =", st.session_state.count)

Run it with:

stui run app.py

Start from the included examples when you want a larger reference:

stui run examples/counter.py
stui run examples/inputs.py
stui run examples/data_display.py
stui run examples/dashboard.py

Copy-Paste Examples

Slider and Button

import stui as st

st.title("Slider and Button")

if "runs" not in st.session_state:
    st.session_state.runs = 0

threshold = st.slider("Threshold", 0.0, 1.0, 0.5, step=0.1)

if st.button("Run"):
    st.session_state.runs += 1
    st.success(f"Run {st.session_state.runs} at threshold {threshold}")

Inputs

import stui as st

st.title("Inputs")

name = st.text_input("Name", "MarMar")
batch = st.number_input("Batch size", min_value=1, max_value=128, value=16)
model = st.selectbox("Model", ["tiny", "base", "large"], index=1)
mode = st.radio("Mode", ["fast", "balanced", "careful"], index=1)
dry_run = st.checkbox("Dry run", value=True)

st.write("name =", name)
st.write("batch =", batch)
st.write("model =", model)
st.write("mode =", mode)
st.write("dry run =", dry_run)

Table and Dataframe

import stui as st

st.title("Runs")

rows = [
    {"name": "baseline", "accuracy": 0.81, "latency_ms": 42},
    {"name": "quantized", "accuracy": 0.79, "latency_ms": 24},
    {"name": "distilled", "accuracy": 0.77, "latency_ms": 18},
]

st.table(rows)
st.dataframe({"setting": ["device", "batch"], "value": ["cpu", 16]})

Progress and Status

import stui as st

st.title("Job Status")

complete = st.slider("Complete", 0, 100, 35)
st.progress(complete, text="current job")

if complete == 100:
    st.success("Done")
elif complete >= 75:
    st.warning("Almost there")
else:
    st.info("Running")

Why terminal-native?

Some useful Python apps do not need a browser runtime. stui keeps the interface inside the terminal so it can fit naturally into:

  • SSH sessions, remote machines, and headless boxes.
  • Internal tools where opening ports or managing local server URLs is friction.
  • Offline or locked-down environments where browser access is limited.
  • Model, data, and DevOps workflows that already start from a shell.

That also keeps the boundary simple: stui does not start a web server, use websockets, require port-forwarding, or depend on Streamlit at runtime.

Commands

# Install the project for local development.
python3.11 -m venv .venv
. .venv/bin/activate
python -m pip install -e ".[dev]"

# Run the smoke-size example app.
stui run examples/basic.py

# Run the stateful counter example.
stui run examples/counter.py

# Run the deterministic model-parameter demo.
stui run examples/model_demo.py

# List installed examples and print environment diagnostics.
stui examples
stui doctor

# Run the test suite.
python3.11 -m pytest

Keyboard Shortcuts

  • q: quit the app
  • r: rerun the script
  • tab: focus the next widget
  • enter: press the focused button
  • left or h: decrease the focused slider
  • right or l: increase the focused slider
  • home: set the focused slider to its minimum value
  • end: set the focused slider to its maximum value

Current API

Import the API as:

import stui as st

The public API is intentionally compact:

  • Text: st.title, st.header, st.subheader, st.caption, st.text, st.markdown, st.write, st.divider
  • Status: st.info, st.success, st.warning, st.error, st.exception
  • Display: st.code, st.json, st.progress, st.table, st.dataframe
  • Inputs: st.button, st.slider, st.text_input, st.checkbox, st.number_input, st.selectbox, st.radio
  • State and control flow: st.session_state, st.rerun

Inputs support stable key values and optional callbacks where the function signature documents them. Tables are simple static displays and do not require pandas.

Compatibility

stui is Streamlit-inspired, not Streamlit-compatible. Existing Streamlit apps usually need small edits before they run in stui; unsupported calls should be removed or replaced with the compact API above.

Runtime expectations:

  • Python 3.11 or newer.
  • Terminal UI powered by Textual and Rich.
  • No Streamlit runtime dependency.
  • No browser tab, local web server, websocket, or port-forwarding flow.
  • Static table/dataframe display without dataframe editing, sorting, or charts.

Common Mistakes

  • Installing stui instead of stui-terminal. The PyPI package is stui-terminal; the import and CLI are stui.
  • Running stui run from a different Python environment than the one where the package was installed. Try python -m stui run app.py.
  • Expecting a browser dashboard. stui renders inside your terminal.
  • Reusing Streamlit-only APIs such as forms, columns, sidebars, charts, file upload, or caching decorators. They are not part of this MVP API.
  • Doing slow network or model work at top level. Scripts rerun after interactions, so keep top-level work light and cache expensive work yourself.
  • Forgetting stable key values when creating similar widgets in loops.

Troubleshooting

stui: command not found

Make sure you installed into the same Python environment that your shell is using:

python -m pip install stui-terminal
python -m stui --version

If python -m stui --version works but stui --version does not, your environment's script directory is not on PATH. Running through python -m stui ... is a reliable workaround.

Python Version

stui requires Python 3.11 or newer:

python --version

If that prints an older version, create a 3.11+ environment first:

python3.11 -m venv .venv
. .venv/bin/activate
python -m pip install stui-terminal

Terminal Rendering

stui renders a Textual app inside your terminal. For the best results, use a modern terminal with UTF-8 and color support. If borders, focus rings, or block characters look wrong, try another terminal app, make the window wider, and check that TERM is set to a normal interactive terminal value such as xterm-256color.

macOS Editable Install Quirk

If a local editable install appears to succeed but import stui or stui --version cannot find the package on macOS, check whether the virtual environment or editable-install .pth file was marked hidden:

chflags -R nohidden .venv
python -m pip install -e ".[dev]"
python -m stui --version

Examples

Counter

examples/counter.py shows a minimal stateful app with increment, decrement, and reset controls.

stui run examples/counter.py

Model Demo

examples/model_demo.py shows a small model-parameter playground using text input, checkbox, sliders, status messages, session state, and deterministic scoring. It is intentionally local and fake: there are no network calls or model dependencies.

stui run examples/model_demo.py

Inputs

examples/inputs.py shows text, numeric, selectbox, radio, checkbox, and button controls together.

stui run examples/inputs.py

Data Display

examples/data_display.py shows tables, JSON, and code output.

stui run examples/data_display.py

Dashboard

examples/dashboard.py combines controls, progress, status messages, and a small table into a compact terminal control panel.

stui run examples/dashboard.py

Kitchen Sink

examples/kitchen_sink.py exercises the stable 0.2.x API surface in one compact app.

stui run examples/kitchen_sink.py

Limitations

  • No browser, web server, websocket, or port-forwarding runtime.
  • No Streamlit dependency and no promise of Streamlit compatibility.
  • No charts, forms, columns, sidebars, or file upload yet.
  • Tables are static display only; there is no full dataframe editing or sorting.
  • Slider input supports numeric values only.
  • Layout is currently linear and script-driven.
  • The app reruns the script as interactions change state, so examples should keep top-level work lightweight.
  • Error handling is still early and meant for development feedback.
  • The package is an MVP and has not stabilized a long-term compatibility policy.

Roadmap

  • Add charts and richer dataframe display.
  • Add simple form-like batching once rerun semantics are clearer.
  • Improve focus behavior, accessibility hints, and keyboard discoverability.
  • Expand example coverage for data scripts, model controls, DevOps panels, and internal tools.
  • Keep the implementation clean-room, readable, and based on Textual first-party widgets where possible.

Contributing

See CONTRIBUTING.md for the local development workflow and project boundaries.

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