diff --git a/DIRECTORY.md b/DIRECTORY.md
index bb28da3a..84cf928e 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -371,6 +371,8 @@
         * [Test Plates Between Candles](https://github.com/BrianLusina/PythonSnips/blob/master/algorithms/search/binary_search/plates_between_candles/test_plates_between_candles.py)
       * Rotated Sorted Array
         * [Test Search Rotated Sorted Array](https://github.com/BrianLusina/PythonSnips/blob/master/algorithms/search/binary_search/rotated_sorted_array/test_search_rotated_sorted_array.py)
+      * Search 2D Matrix
+        * [Test Search 2D Matrix](https://github.com/BrianLusina/PythonSnips/blob/master/algorithms/search/binary_search/search_2d_matrix/test_search_2d_matrix.py)
       * Search Range
         * [Test Search Range](https://github.com/BrianLusina/PythonSnips/blob/master/algorithms/search/binary_search/search_range/test_search_range.py)
       * Single Non Duplicate
diff --git a/algorithms/search/binary_search/search_2d_matrix/README.md b/algorithms/search/binary_search/search_2d_matrix/README.md
new file mode 100644
index 00000000..f7ec1f9d
--- /dev/null
+++ b/algorithms/search/binary_search/search_2d_matrix/README.md
@@ -0,0 +1,14 @@
+# Search a 2D Matrix
+
+Given a two dimensional integer array matrix with m rows and n columns, determine whether the integer target exists in
+matrix. Return true if target is present, otherwise return false.
+
+The array matrix is sorted such that each row is in nondecreasing order, and the first element of each row is greater
+than the last element of the previous row.
+
+## Constraints
+
+- m == matrix.length
+- n == matrix[i].length
+- 1 <= m,n <= 100
+- -10^4 <= matrix[i][j], target <= 10^4
diff --git a/algorithms/search/binary_search/search_2d_matrix/__init__.py b/algorithms/search/binary_search/search_2d_matrix/__init__.py
new file mode 100644
index 00000000..bef02886
--- /dev/null
+++ b/algorithms/search/binary_search/search_2d_matrix/__init__.py
@@ -0,0 +1,69 @@
+from typing import List
+
+
+def search_matrix(matrix: List[List[int]], target: int) -> bool:
+    """
+    Search a 2D matrix for a target value. If the target value is found, return True, otherwise return False.
+    Args:
+        matrix (List[List[int]]): 2D matrix to search in.
+        target (int): Target value to search for.
+    Returns:
+        bool: True if the target value is found in the matrix, False otherwise.
+    """
+    if not matrix:
+        return False
+    if not matrix[0]:
+        return False
+
+    n_rows = len(matrix)
+    n_cols = len(matrix[0])
+
+    left, right = 0, n_rows * n_cols - 1
+    while left <= right:
+        mid = (left + right) // 2
+        row, col = mid // n_cols, mid % n_cols
+        if matrix[row][col] == target:
+            return True
+        elif matrix[row][col] < target:
+            left = mid + 1
+        else:
+            right = mid - 1
+    return False
+
+
+def search_matrix_2(matrix: List[List[int]], target: int) -> bool:
+    """
+    Search a 2D matrix for a target value. If the target value is found, return True, otherwise return False.
+    Args:
+        matrix (List[List[int]]): 2D matrix to search in.
+        target (int): Target value to search for.
+    Returns:
+        bool: True if the target value is found in the matrix, False otherwise.
+    """
+    # Get dimensions of the matrix
+    num_rows, num_cols = len(matrix), len(matrix[0])
+
+    # Initialize binary search boundaries
+    # Treat the 2D matrix as a flattened 1D array
+    left, right = 0, num_rows * num_cols - 1
+    first_true_index = -1
+
+    # Binary search using the template: find first index where element >= target
+    while left <= right:
+        mid = (left + right) // 2
+
+        # Convert 1D index to 2D coordinates
+        row, col = divmod(mid, num_cols)
+
+        # Feasible condition: matrix[row][col] >= target
+        if matrix[row][col] >= target:
+            first_true_index = mid
+            right = mid - 1
+        else:
+            left = mid + 1
+
+    # Check if first_true_index points to the target
+    if first_true_index == -1:
+        return False
+    row, col = divmod(first_true_index, num_cols)
+    return matrix[row][col] == target
diff --git a/algorithms/search/binary_search/search_2d_matrix/test_search_2d_matrix.py b/algorithms/search/binary_search/search_2d_matrix/test_search_2d_matrix.py
new file mode 100644
index 00000000..d36b3012
--- /dev/null
+++ b/algorithms/search/binary_search/search_2d_matrix/test_search_2d_matrix.py
@@ -0,0 +1,39 @@
+import unittest
+from typing import List
+from parameterized import parameterized
+from utils.test_utils import custom_test_name_func
+from algorithms.search.binary_search.search_2d_matrix import (
+    search_matrix,
+    search_matrix_2,
+)
+
+SEARCH_2D_MATRIX_TEST_CASES = [
+    ([[-8, -3, 1, 4], [7, 9, 13, 18], [21, 26, 31, 40]], 13, True),
+    ([[-6]], 5, False),
+    ([[-5, -2, 0], [3, 6, 10]], -9, False),
+    ([[-10, -4, 2, 9, 15, 22]], 9, True),
+    ([[-9], [-1], [5], [12], [20]], 6, False),
+    ([[0]], 0, True),
+    ([[1, 3, 5, 7], [10, 11, 16, 20], [23, 30, 34, 60]], 3, True),
+    ([[1, 3, 5, 7], [10, 11, 16, 20], [23, 30, 34, 60]], 13, False),
+]
+
+
+class Search2DMatrixTestCase(unittest.TestCase):
+    @parameterized.expand(SEARCH_2D_MATRIX_TEST_CASES, name_func=custom_test_name_func)
+    def test_search_2d_matrix(
+        self, matrix: List[List[int]], target: int, expected: bool
+    ):
+        actual = search_matrix(matrix, target)
+        self.assertEqual(expected, actual)
+
+    @parameterized.expand(SEARCH_2D_MATRIX_TEST_CASES, name_func=custom_test_name_func)
+    def test_search_2d_matrix_2(
+        self, matrix: List[List[int]], target: int, expected: bool
+    ):
+        actual = search_matrix_2(matrix, target)
+        self.assertEqual(expected, actual)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/poetry.lock b/poetry.lock
index dc0ed8b3..0c740274 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand.
 
 [[package]]
 name = "black"
@@ -6,6 +6,7 @@ version = "25.11.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "black-25.11.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ec311e22458eec32a807f029b2646f661e6859c3f61bc6d9ffb67958779f392e"},
     {file = "black-25.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1032639c90208c15711334d681de2e24821af0575573db2810b0763bcd62e0f0"},
@@ -55,6 +56,7 @@ version = "8.3.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
+groups = ["dev"]
 files = [
     {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
     {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
@@ -69,10 +71,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {dev = "platform_system == \"Windows\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "iniconfig"
@@ -80,6 +84,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -91,6 +96,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -102,6 +108,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev", "test"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -113,6 +120,7 @@ version = "0.9.0"
 description = "Parameterized testing with any Python test framework"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "parameterized-0.9.0-py2.py3-none-any.whl", hash = "sha256:4e0758e3d41bea3bbd05ec14fc2c24736723f243b28d702081aef438c9372b1b"},
     {file = "parameterized-0.9.0.tar.gz", hash = "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"},
@@ -127,6 +135,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -138,6 +147,7 @@ version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
+groups = ["dev"]
 files = [
     {file = "platformdirs-4.5.0-py3-none-any.whl", hash = "sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3"},
     {file = "platformdirs-4.5.0.tar.gz", hash = "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312"},
@@ -154,6 +164,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -169,6 +180,7 @@ version = "9.0.0"
 description = "Get CPU info with pure Python"
 optional = false
 python-versions = "*"
+groups = ["test"]
 files = [
     {file = "py-cpuinfo-9.0.0.tar.gz", hash = "sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690"},
     {file = "py_cpuinfo-9.0.0-py3-none-any.whl", hash = "sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5"},
@@ -180,6 +192,7 @@ version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
 files = [
     {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
     {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
@@ -200,6 +213,7 @@ version = "5.1.0"
 description = "A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer."
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pytest-benchmark-5.1.0.tar.gz", hash = "sha256:9ea661cdc292e8231f7cd4c10b0319e56a2118e2c09d9f50e1b3d150d2aca105"},
     {file = "pytest_benchmark-5.1.0-py3-none-any.whl", hash = "sha256:922de2dfa3033c227c96da942d1878191afa135a29485fb942e85dff1c592c89"},
@@ -220,6 +234,7 @@ version = "0.3.0"
 description = "A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytokens-0.3.0-py3-none-any.whl", hash = "sha256:95b2b5eaf832e469d141a378872480ede3f251a5a5041b8ec6e581d3ac71bbf3"},
     {file = "pytokens-0.3.0.tar.gz", hash = "sha256:2f932b14ed08de5fcf0b391ace2642f858f1394c0857202959000b68ed7a458a"},
@@ -234,6 +249,7 @@ version = "0.3.7"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "ruff-0.3.7-py3-none-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:0e8377cccb2f07abd25e84fc5b2cbe48eeb0fea9f1719cad7caedb061d70e5ce"},
     {file = "ruff-0.3.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:15a4d1cc1e64e556fa0d67bfd388fed416b7f3b26d5d1c3e7d192c897e39ba4b"},
@@ -255,6 +271,6 @@ files = [
 ]
 
 [metadata]
-lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "4484a420e200cd1d0c3cdcfe56e39afed7dcc2666889169211e9742516ef6c07"
+lock-version = "2.1"
+python-versions = "^3.14"
+content-hash = "0a17bfa0d4108043aab772d4e4222cd1edac040e6c410a86fde12794a83a2acf"