diff --git a/docs/_sphinxext/aeon_mini_gallery.py b/docs/_sphinxext/aeon_mini_gallery.py
new file mode 100644
index 0000000000..3676613486
--- /dev/null
+++ b/docs/_sphinxext/aeon_mini_gallery.py
@@ -0,0 +1,256 @@
+"""Aeon Mini-Gallery Sphinx Extension.
+
+Automatically injects example notebook galleries into API reference pages
+by scanning notebooks for class usage via AST parsing.
+"""
+
+import ast
+import re
+from pathlib import Path
+
+import nbformat
+from docutils import nodes
+from docutils.parsers.rst import Directive
+from sphinx.util import logging, relative_uri
+
+logger = logging.getLogger(__name__)
+
+
+class AeonUsageVisitor(ast.NodeVisitor):
+    """AST visitor that detects Aeon object usage in notebook code cells.
+
+    Tracks imports, resolves aliases, and identifies which fully-qualified
+    Aeon class names are actually instantiated or called in the code.
+    """
+
+    def __init__(self):
+        self.symbol_table = {}
+        self.module_aliases = {}
+        self.used_objects = set()
+
+    def visit_Import(self, node):
+        """Handle 'import aeon.x' statements and track module aliases."""
+        for alias in node.names:
+            if alias.name.startswith("aeon"):
+                local = alias.asname or alias.name
+                self.module_aliases[local] = alias.name
+        self.generic_visit(node)
+
+    def visit_ImportFrom(self, node):
+        """Handle 'from aeon.x import Y' statements."""
+        if node.module and node.module.startswith("aeon"):
+            for alias in node.names:
+                local = alias.asname or alias.name
+                fq = f"{node.module}.{alias.name}"
+                self.symbol_table[local] = fq
+        self.generic_visit(node)
+
+    def visit_Call(self, node):
+        """Detect function/method calls and record used Aeon objects."""
+        fq = self._resolve(node.func)
+        if fq:
+            self.used_objects.add(fq)
+        self.generic_visit(node)
+
+    def visit_Attribute(self, node):
+        """Resolve chained attribute access like aeon.x.Y to fully-qualified names."""
+        fq = self._resolve(node)
+        if fq:
+            self.used_objects.add(fq)
+        self.generic_visit(node)
+
+    def visit_Name(self, node):
+        """Resolve simple name references using the symbol table."""
+        if node.id in self.symbol_table:
+            self.used_objects.add(self.symbol_table[node.id])
+        self.generic_visit(node)
+
+    def _resolve(self, node):
+        """Resolve an AST node to its fully-qualified Aeon object name.
+
+        Handles direct names, module aliases, and chained attribute access.
+        """
+        if isinstance(node, ast.Name):
+            return self.symbol_table.get(node.id)
+
+        if isinstance(node, ast.Attribute):
+            chain = []
+            while isinstance(node, ast.Attribute):
+                chain.append(node.attr)
+                node = node.value
+            if isinstance(node, ast.Name):
+                chain.append(node.id)
+            chain.reverse()
+
+            root = chain[0]
+
+            if root in self.symbol_table:
+                base = self.symbol_table[root]
+                suffix = ".".join(chain[1:])
+                return f"{base}.{suffix}" if suffix else base
+
+            if root in self.module_aliases:
+                base = self.module_aliases[root]
+                suffix = ".".join(chain[1:])
+                return f"{base}.{suffix}"
+
+        return None
+
+
+def scan_notebooks(app):
+    """Scan all notebooks in examples directory and build class→notebook mapping.
+
+    Parses each notebook's code cells using AST, detects Aeon object usage,
+    and stores the mapping in app.env.aeon_example_map for later use.
+    """
+    logger.info("Scanning notebooks for aeon object usage...")
+
+    example_dir = (Path(app.srcdir) / "../examples").resolve()
+    mapping = {}
+
+    for nb_path in example_dir.rglob("*.ipynb"):
+        try:
+            nb = nbformat.read(nb_path, as_version=4)
+        except Exception:
+            continue
+
+        visitor = AeonUsageVisitor()
+
+        for cell in nb.cells:
+            if cell.cell_type != "code":
+                continue
+            try:
+                visitor.visit(ast.parse(cell.source))
+            except Exception:
+                continue
+
+        rel_path = nb_path.relative_to(example_dir).with_suffix("")
+
+        for fq_name in visitor.used_objects:
+            mapping.setdefault(fq_name, []).append(str(rel_path))
+
+    app.env.aeon_example_map = mapping
+    logger.info(f"Object-example mapping built: {len(mapping)} objects found.")
+
+
+def build_thumbnail_map(app):
+    """Parse examples.md to build notebook→thumbnail image mapping.
+
+    Extracts :img-top: and :link: fields from MyST grid cards and stores
+    the mapping in app.env.aeon_thumbnail_map for gallery rendering.
+    """
+    logger.info("Building thumbnail map from examples.md")
+
+    examples_md = Path(app.srcdir) / "examples.md"
+
+    if not examples_md.exists():
+        logger.warning("examples.md not found.")
+        app.env.aeon_thumbnail_map = {}
+        return
+
+    content = examples_md.read_text()
+
+    pattern = re.compile(
+        r":img-top:\s*(?P<img>.+?)\s+.*?" r":link:\s*/examples/(?P<nb>.+?)\.ipynb",
+        re.DOTALL,
+    )
+
+    thumbnail_map = {}
+
+    for match in pattern.finditer(content):
+        img = match.group("img").strip()
+        nb = match.group("nb").strip()
+        thumbnail_map[nb] = img
+
+    app.env.aeon_thumbnail_map = thumbnail_map
+
+    logger.info(f"Thumbnail mapping built: {len(thumbnail_map)} entries.")
+
+
+class AeonMiniGalleryDirective(Directive):
+    """Sphinx directive that renders a mini-gallery of example notebooks.
+
+    Usage: .. aeon-mini-gallery:: ClassName
+
+    Looks up relevant examples from the scanned notebook mapping and
+    renders clickable cards with thumbnails linking to the example pages.
+    """
+
+    required_arguments = 1
+
+    def run(self):
+        """Execute the directive: look up examples and render gallery HTML."""
+        env = self.state.document.settings.env
+        app = env.app
+        builder = app.builder
+
+        object_name = self.arguments[0]
+
+        example_map = getattr(env, "aeon_example_map", {})
+        thumbnail_map = getattr(env, "aeon_thumbnail_map", {})
+
+        fq_name = None
+        for key in example_map:
+            if key.endswith(f".{object_name}"):
+                fq_name = key
+                break
+
+        if not fq_name:
+            return []
+
+        examples = sorted(set(example_map.get(fq_name, [])))
+        if not examples:
+            return []
+
+        page_uri = builder.get_target_uri(env.docname)
+
+        section = nodes.section()
+        section["ids"].append("gallery-examples")
+
+        title = nodes.title(text="Gallery Examples")
+        section += title
+
+        html_blocks = ['<div class="aeon-mini-gallery">']
+
+        for ex in examples:
+            example_doc = f"examples/{ex}"
+            example_uri = builder.get_relative_uri(env.docname, example_doc)
+
+            thumb_path = thumbnail_map.get(ex)
+            if not thumb_path:
+                continue
+
+            thumb_uri = relative_uri(page_uri, f"_images/{Path(thumb_path).name}")
+
+            card_title = Path(ex).name.replace("_", " ").capitalize()
+
+            html_blocks.append(f"""
+                <a class="aeon-mini-card" href="{example_uri}">
+                    <div class="aeon-mini-image">
+                        <img src="{thumb_uri}" loading="lazy" alt="{card_title}">
+                    </div>
+                    <div class="aeon-mini-title">
+                        {card_title}
+                    </div>
+                </a>
+            """)
+
+        html_blocks.append("</div>")
+
+        section += nodes.raw("", "\n".join(html_blocks), format="html")
+
+        return [section]
+
+
+def setup(app):  # noqa: D103
+    app.connect("builder-inited", scan_notebooks)
+    app.connect("builder-inited", build_thumbnail_map)
+
+    app.add_directive("aeon-mini-gallery", AeonMiniGalleryDirective)
+    app.add_css_file("css/aeon_gallery.css")
+
+    return {
+        "version": "1.0",
+        "parallel_read_safe": True,
+        "parallel_write_safe": True,
+    }
diff --git a/docs/_static/css/aeon_gallery.css b/docs/_static/css/aeon_gallery.css
new file mode 100644
index 0000000000..8cff07e755
--- /dev/null
+++ b/docs/_static/css/aeon_gallery.css
@@ -0,0 +1,54 @@
+.aeon-gallery-wrapper {
+  margin-top: 2.5rem;
+}
+
+.aeon-gallery-heading {
+  font-size: 1.9rem;
+  font-weight: 600;
+  margin-bottom: 1.8rem;
+}
+
+.aeon-mini-gallery {
+  display: grid;
+  grid-template-columns: repeat(3, 1fr);
+  gap: 1.8rem;
+}
+
+.aeon-mini-card {
+  display: block;
+  text-decoration: none;
+  background: white;
+  border-radius: 12px;
+  overflow: hidden;
+  border: 1px solid #eaeaea;
+  box-shadow: 0 2px 6px rgba(0, 0, 0, 0.05);
+  transition: all 0.2s ease;
+}
+
+.aeon-mini-card:hover {
+  transform: translateY(-3px);
+  box-shadow: 0 6px 16px rgba(0, 0, 0, 0.1);
+}
+
+.aeon-mini-image {
+  aspect-ratio: 4 / 3;
+  background: #f8f9fa;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+}
+
+.aeon-mini-image img {
+  max-width: 100%;
+  max-height: 100%;
+  object-fit: contain;
+  transition: transform 0.3s ease;
+}
+
+.aeon-mini-title {
+  padding: 0.5rem 0.8rem;
+  font-size: 0.9rem;
+  font-weight: 500;
+  color: #2c2c2c;
+  line-height: 1.1;
+}
diff --git a/docs/_templates/class.rst b/docs/_templates/class.rst
index e129e8a752..1859c4f4c3 100644
--- a/docs/_templates/class.rst
+++ b/docs/_templates/class.rst
@@ -4,3 +4,5 @@
 .. currentmodule:: {{ module }}
 
 .. autoclass:: {{ objname }}
+
+.. aeon-mini-gallery:: {{ objname }}
diff --git a/docs/_templates/function.rst b/docs/_templates/function.rst
index f5676ee83c..dc9c8c6fdc 100644
--- a/docs/_templates/function.rst
+++ b/docs/_templates/function.rst
@@ -4,3 +4,5 @@
 .. currentmodule:: {{ module }}
 
 .. autofunction:: {{ objname }}
+
+.. aeon-mini-gallery:: {{ objname }}
diff --git a/docs/conf.py b/docs/conf.py
index b2781ffab5..1f3d3590af 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -54,6 +54,7 @@
     "myst_parser",
     # local extensions (_sphinxext/)
     "sphinx_remove_toctrees",
+    "aeon_mini_gallery",
 ]
 
 # Add any paths that contain templates here, relative to this directory.
@@ -291,7 +292,10 @@
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ["_static"]
-html_css_files = ["css/custom.css"]
+html_css_files = [
+    "css/custom.css",
+    "css/aeon_gallery.css",
+]
 
 html_show_sourcelink = False