diff --git a/sphinx/conf.py b/sphinx/conf.py
index 46d3eac916..5868235698 100644
--- a/sphinx/conf.py
+++ b/sphinx/conf.py
@@ -37,6 +37,7 @@
     "sphinx_copybutton",
     "sphinx_tabs.tabs",
     "sphinx_autosummary_accessors",
+    "autoshortsummary",
 ]
 exclude_patterns = ["build", "Thumbs.db", ".DS_Store"]
 
diff --git a/sphinx/reference/index.rst b/sphinx/reference/index.rst
index 223578a609..096436509f 100644
--- a/sphinx/reference/index.rst
+++ b/sphinx/reference/index.rst
@@ -11,7 +11,27 @@ This page lists all the public functions and classes of the skore package.
 
 .. toctree::
    :maxdepth: 2
+   :hidden:
 
    Managing a project <project>
    ML Assistance <report/index>
    Utilities <utils>
+
+.. currentmodule:: skore
+
+.. list-table::
+  :header-rows: 1
+  :class: apisearch-table
+
+  * - Object
+    - Description
+  * - :obj:`EstimatorReport`
+    - .. div:: sk-apisearch-desc
+        .. autoshortsummary:: EstimatorReport
+        .. div:: caption
+          :mod:`skore`
+   * - :obj:`EstimatorReport.metrics.accuracy`
+     - .. div:: sk-apisearch-desc
+        .. autoshortsummary:: EstimatorReport.metrics.accuracy
+        .. div:: caption
+          :mod:`skore`
diff --git a/sphinx/sphinxext/autoshortsummary.py b/sphinx/sphinxext/autoshortsummary.py
new file mode 100644
index 0000000000..22fbdcd39b
--- /dev/null
+++ b/sphinx/sphinxext/autoshortsummary.py
@@ -0,0 +1,54 @@
+# Adapted from scikit-learn
+from sphinx.ext.autodoc import ModuleLevelDocumenter
+
+
+class ShortSummaryDocumenter(ModuleLevelDocumenter):
+    """An autodocumenter that only renders the short summary of the object."""
+
+    # Defines the usage: .. autoshortsummary:: {{ object }}
+    objtype = "shortsummary"
+
+    # Disable content indentation
+    content_indent = ""
+
+    # Avoid being selected as the default documenter for some objects, because we are
+    # returning `can_document_member` as True for all objects
+    priority = -99
+
+    @classmethod
+    def can_document_member(cls, member, membername, isattr, parent):
+        """Allow documenting any object."""
+        return True
+
+    def get_object_members(self, want_all):
+        """Document no members."""
+        return (False, [])
+
+    def add_directive_header(self, sig):
+        """Override default behavior to add no directive header or options."""
+        pass
+
+    def add_content(self, more_content):
+        """Override default behavior to add only the first line of the docstring.
+
+        Modified based on the part of processing docstrings in the original
+        implementation of this method.
+
+        https://github.com/sphinx-doc/sphinx/blob/faa33a53a389f6f8bc1f6ae97d6015fa92393c4a/sphinx/ext/autodoc/__init__.py#L609-L622
+        """
+        sourcename = self.get_sourcename()
+        docstrings = self.get_doc()
+
+        if docstrings is not None:
+            if not docstrings:
+                docstrings.append([])
+            # Get the first non-empty line of the processed docstring; this could lead
+            # to unexpected results if the object does not have a short summary line.
+            short_summary = next(
+                (s for s in self.process_doc(docstrings) if s), "<no summary>"
+            )
+            self.add_line(short_summary, sourcename, 0)
+
+
+def setup(app):
+    app.add_autodocumenter(ShortSummaryDocumenter)