max-models · Oct 29, 2026 · Oct 29, 2026
diff --git a/docs/src/content/docs/guides/matplotlib-import.md b/docs/src/content/docs/guides/matplotlib-import.md
@@ -1,5 +1,5 @@
 ---
-title: Matplotlib import support and roadmap
+title: Matplotlib import
 description: What Canvas.from_matplotlib imports from a Matplotlib figure today, and what is planned.
 ---
 

diff --git a/tutorials/tutorial_01.ipynb b/tutorials/tutorial_01.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 01 — Quick Start\n",
+    "# Quick start\n",
     "\n",
     "**maxplotlib** is a thin, expressive wrapper around Matplotlib that simplifies\n",
     "creating publication-quality figures.  Its central class, `Canvas`, replaces the\n",

diff --git a/tutorials/tutorial_02.ipynb b/tutorials/tutorial_02.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 02 — Multiple Subplots\n",
+    "# Multiple subplots\n",
     "\n",
     "This notebook shows all the ways to build multi-panel figures with maxplotlib:\n",
     "\n",

diff --git a/tutorials/tutorial_03.ipynb b/tutorials/tutorial_03.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 03 — Plot Types\n",
+    "# Plot types\n",
     "\n",
     "maxplotlib exposes all common Matplotlib plot types through a unified API.\n",
     "This notebook demonstrates each type individually, then shows how to combine\n",

diff --git a/tutorials/tutorial_04.ipynb b/tutorials/tutorial_04.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 04 – Styling\n",
+    "# Styling\n",
     "\n",
     "maxplotlib passes matplotlib kwargs directly to the underlying renderer, so every colour, linestyle, marker, and alpha option you know from matplotlib works here too."
    ]

diff --git a/tutorials/tutorial_05.ipynb b/tutorials/tutorial_05.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 05 – Axes, Ticks, Scales, and Annotations\n",
+    "# Axes and annotations\n",
     "\n",
     "This tutorial covers every way to control the coordinate frame of a subplot: labels, limits, tick marks, log scales, grids, legends, and annotations."
    ]

diff --git a/tutorials/tutorial_06.ipynb b/tutorials/tutorial_06.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 06 – Layers\n",
+    "# Layers\n",
     "\n",
     "**Layers** let you assign each piece of data to a numbered layer. You can then render a subset of layers — e.g. to reveal a derivation step by step, or to produce separate PDF overlays from a single source file."
    ]

diff --git a/tutorials/tutorial_07_tikz.ipynb b/tutorials/tutorial_07_tikz.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 07 — TikZ Backend\n",
+    "# TikZ backend\n",
     "\n",
     "**TikZ** is the de-facto standard for drawing in LaTeX documents.  \n",
     "maxplotlib can render your figures as native TikZ code via the `tikzfigure` backend,\n",

diff --git a/tutorials/tutorial_08_plotly.ipynb b/tutorials/tutorial_08_plotly.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 08 – Plotly Backend\n",
+    "# Plotly backend\n",
     "\n",
     "The **Plotly backend** renders your maxplotlib canvas as an interactive `plotly.graph_objects.Figure`. Unlike the default matplotlib output, Plotly figures:\n",
     "\n",

diff --git a/tutorials/tutorial_09_plotext.ipynb b/tutorials/tutorial_09_plotext.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 09 - plotext Backend\n",
+    "# plotext backend\n",
     "\n",
     "The **plotext backend** renders a `maxplotlib` canvas directly in the terminal. That makes it a good fit for SSH sessions, CLI workflows, quick diagnostics, and situations where you want the same `Canvas` API without a GUI browser or desktop window.\n",
     "\n",

diff --git a/tutorials/tutorial_10_matplotlib_nxm_spacing.ipynb b/tutorials/tutorial_10_matplotlib_nxm_spacing.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 10 - Matplotlib NxM Subplots and Spacing\n",
+    "# Subplot spacing\n",
     "\n",
     "This tutorial shows how to build **NxM subplot grids** with the matplotlib backend and control the distance between plots using `wspace=...` and `hspace=...`.\n",
     "\n",

diff --git a/tutorials/tutorial_11_gantt_charts.ipynb b/tutorials/tutorial_11_gantt_charts.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Tutorial 11: Gantt Charts\n",
+    "# Gantt charts\n",
     "\n",
     "This tutorial demonstrates how to create Gantt charts using maxplotlib across different backends.\n",
     "\n",

diff --git a/tutorials/tutorial_12_flame_charts.ipynb b/tutorials/tutorial_12_flame_charts.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Tutorial 12: Flame Charts\n",
+    "# Flame charts\n",
     "\n",
     "This tutorial demonstrates how to create flame charts using maxplotlib across different backends.\n",
     "\n",

diff --git a/tutorials/tutorial_13_advanced_matplotlib.ipynb b/tutorials/tutorial_13_advanced_matplotlib.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 13 – Advanced Matplotlib Plotting\n",
+    "# Advanced Matplotlib\n",
     "\n",
     "# Advanced Matplotlib plotting\n",
     "\n",

diff --git a/tutorials/tutorial_14_axis_and_layout_controls.ipynb b/tutorials/tutorial_14_axis_and_layout_controls.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 14 – Axis and layout controls\n",
+    "# Axis and layout\n",
     "\n",
     "This tutorial demonstrates the latest Matplotlib-style wrappers: filled polygons, logarithmic shortcuts, axis limits and autoscaling, secondary axes, box aspect, and explicit tick labels."
    ]

diff --git a/tutorials/tutorial_15_tikzfigure_subplots.ipynb b/tutorials/tutorial_15_tikzfigure_subplots.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 15 - TikzFigure Subplots Tutorial\n",
+    "# TikzFigure subplots\n",
     "\n",
     "This tutorial demonstrates how to create subplots using the `tikzfigure` backend: side by side, stacked, or in a grid.\n",
     "\n",

diff --git a/tutorials/tutorial_16_plotext_advanced.ipynb b/tutorials/tutorial_16_plotext_advanced.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 16 - Plotext Advanced Workflows\n",
+    "# Advanced plotext\n",
     "\n",
     "This tutorial focuses on practical terminal workflows that are easy to miss when moving from Matplotlib to the Plotext backend: layer-by-layer output, subplot dashboards, terminal-safe files, and backend limitations."
    ]

diff --git a/tutorials/tutorial_17_xarray.ipynb b/tutorials/tutorial_17_xarray.ipynb
@@ -5,7 +5,7 @@
    "id": "0",
    "metadata": {},
    "source": [
-    "# Tutorial 17 – Plotting xarray data\n",
+    "# xarray data\n",
     "\n",
     "maxplotlib understands labelled [xarray](https://docs.xarray.dev) data. Hand it a\n",
     "`DataArray` and it takes the coordinates for the axes, builds axis labels from the\n",