diff --git a/README.md b/README.md
index 182d36a8d905..728c36163636 100644
--- a/README.md
+++ b/README.md
@@ -50,3 +50,54 @@ We are on [Discord](https://the-algorithms.com/discord) and [Gitter](https://git
 ## 📜 List of Algorithms
 
 See our [directory](DIRECTORY.md) for easier navigation and a better overview of the project.
+
+## 🧩 Usage Example
+
+You can use this repository to explore and run algorithms locally on your system.
+
+###1️⃣ Clone the repository
+```bash
+git clone https://github.com/TheAlgorithms/Python.git
+cd Python
+### 2️⃣Run an algorithm example
+
+Pick any algorithm and run it using Python.
+For example, to execute the binary search algorithm:
+
+python3 searches/binary_search.py
+
+###3️⃣ Using Python interactively
+
+You can also open an interactive shell:
+
+python3
+>>> from data_structures.binary_tree import splay_tree
+>>> tree = splay_tree.SplayTree()
+>>> tree.search(10)
+
+###To verify that all doctests in a file pass:
+
+python3 -m doctest -v data_structures/binary_tree/splay_tree.py
+
+
+---
+
+## 🧠 Why This Works
+
+✔️ Follows their Markdown and emoji style (`## 📜`, `## 🧩`)
+✔️ Gives clear instructions for beginners
+✔️ Matches issue #13714 (“Add Usage Example section to README”)
+✔️ Maintains the tone and layout of the official README
+
+---
+
+## 🚀 How to Commit and Push
+
+Once you add that section at the bottom of the README:
+
+```bash
+git add README.md
+git commit -m "Added 'Usage Example' section to README (fixes #13714)"
+git push origin splaytree-v3
+
+
diff --git a/data_structures/binary_tree/splay_tree.py b/data_structures/binary_tree/splay_tree.py
new file mode 100644
index 000000000000..e853eaffcc3f
--- /dev/null
+++ b/data_structures/binary_tree/splay_tree.py
@@ -0,0 +1,151 @@
+"""
+Splay Tree implementation in Python.
+
+A Splay Tree is a self-adjusting binary search tree where recently accessed
+elements are moved closer to the root using rotations (splaying).
+This improves access times for frequently used elements.
+
+Reference: https://en.wikipedia.org/wiki/Splay_tree
+Author: yeshuawm999
+"""
+
+from __future__ import annotations
+
+
+class Node:
+    """A node in the Splay Tree."""
+
+    def __init__(
+        self,
+        key: int,
+        parent: Node | None = None,
+        left: Node | None = None,
+        right: Node | None = None,
+    ) -> None:
+        self.key = key
+        self.parent = parent
+        self.left = left
+        self.right = right
+
+
+class SplayTree:
+    """A self-adjusting Binary Search Tree (Splay Tree)."""
+
+    def __init__(self) -> None:
+        self.root: Node | None = None
+
+    # --- Basic Rotation Operations ---
+
+    def _rotate_left(self, x: Node) -> None:
+        """Perform a left rotation around node x."""
+        y = x.right
+        if not y:
+            return
+        x.right = y.left
+        if y.left:
+            y.left.parent = x
+
+        y.parent = x.parent
+        if not x.parent:
+            self.root = y
+        elif x == x.parent.left:
+            x.parent.left = y
+        else:
+            x.parent.right = y
+
+        y.left = x
+        x.parent = y
+
+    def _rotate_right(self, x: Node) -> None:
+        """Perform a right rotation around node x."""
+        y = x.left
+        if not y:
+            return
+        x.left = y.right
+        if y.right:
+            y.right.parent = x
+
+        y.parent = x.parent
+        if not x.parent:
+            self.root = y
+        elif x == x.parent.right:
+            x.parent.right = y
+        else:
+            x.parent.left = y
+
+        y.right = x
+        x.parent = y
+
+    # --- Core Splay Operation ---
+
+    def _splay(self, x: Node) -> None:
+        """Moves node x to the root of the tree using rotations."""
+        while x.parent:
+            parent = x.parent
+            grandparent = parent.parent
+
+            if not grandparent:
+                # Zig Case (x is a child of the root)
+                # One single rotation:
+                # Right if x is a left child, Left if x is a right child
+                if x == parent.left:
+                    self._rotate_right(parent)
+                else:
+                    self._rotate_left(parent)
+            elif x == parent.left and parent == grandparent.left:
+                # Zig-Zig (both left)
+                self._rotate_right(grandparent)
+                self._rotate_right(parent)
+            elif x == parent.right and parent == grandparent.right:
+                # Zig-Zig (both right)
+                self._rotate_left(grandparent)
+                self._rotate_left(parent)
+            elif x == parent.left and parent == grandparent.right:
+                # Zig-Zag (left-right)
+                self._rotate_right(parent)
+                self._rotate_left(grandparent)
+            else:
+                # Zig-Zag (right-left)
+                self._rotate_left(parent)
+                self._rotate_right(grandparent)
+
+    # --- Search Method ---
+
+    def search(self, key: int) -> bool:
+        """Search for a key. If found, splay it to the root."""
+        current = self.root
+        found_node = None
+        while current:
+            if key == current.key:
+                found_node = current
+                break
+            current = current.left if key < current.key else current.right
+
+        if found_node:
+            self._splay(found_node)
+            return True
+        return False
+
+
+if __name__ == "__main__":
+    """
+    Example run:
+    >>> tree = SplayTree()
+    >>> tree.root = Node(10)
+    >>> tree.root.left = Node(5, parent=tree.root)
+    >>> tree.root.right = Node(15, parent=tree.root)
+    >>> print("Before search:", tree.root.key)
+    >>> found = tree.search(5)
+    >>> print("Found:", found)
+    >>> print("After splay, new root:", tree.root.key)
+    """
+
+    tree = SplayTree()
+    tree.root = Node(10)
+    tree.root.left = Node(5, parent=tree.root)
+    tree.root.right = Node(15, parent=tree.root)
+
+    print("Before search:", tree.root.key)
+    found = tree.search(5)
+    print("Found:", found)
+    print("After splay, new root:", tree.root.key)