diff --git a/src/qibotn/circuit_to_mps.py b/src/qibotn/circuit_to_mps.py
index af8acd5..3027a75 100644
--- a/src/qibotn/circuit_to_mps.py
+++ b/src/qibotn/circuit_to_mps.py
@@ -7,6 +7,17 @@ from qibotn.mps_utils import apply_gate, initial
 
 
 class QiboCircuitToMPS:
+    """A helper class to convert Qibo circuit to MPS.
+    
+    Parameters:
+        circ_qibo: The quantum circuit object.
+        gate_algo(dict): Dictionary for SVD and QR settings.
+        datatype (str): Either single ("complex64") or double (complex128) precision.
+        rand_seed(int): Seed for random number generator.
+
+    Return:
+        None.
+    """
     def __init__(
         self,
         circ_qibo,
diff --git a/src/qibotn/mps_contraction_helper.py b/src/qibotn/mps_contraction_helper.py
index ccdc0fa..c29dc92 100644
--- a/src/qibotn/mps_contraction_helper.py
+++ b/src/qibotn/mps_contraction_helper.py
@@ -17,8 +17,11 @@ class MPSContractionHelper:
         - the expectation value for a given operator.
         - the equivalent state vector after multiplying an MPO to an MPS.
 
-    Args:
+    Parameters:
         num_qubits: The number of qubits for the MPS.
+        
+    Return:
+        None.
     """
 
     def __init__(self, num_qubits):
@@ -33,7 +36,7 @@ class MPSContractionHelper:
         """Contract the corresponding tensor network to form the norm of the
         MPS.
 
-        Args:
+        Parameters:
             mps_tensors: A list of rank-3 ndarray-like tensor objects.
                 The indices of the ith tensor are expected to be bonding index to the i-1 tensor,
                 the physical mode, and then the bonding index to the i+1th tensor.
@@ -54,7 +57,7 @@ class MPSContractionHelper:
         """Contract the corresponding tensor network to form the state vector
         representation of the MPS.
 
-        Args:
+        Parameters:
             mps_tensors: A list of rank-3 ndarray-like tensor objects.
                 The indices of the ith tensor are expected to be bonding index to the i-1 tensor,
                 the physical mode, and then the bonding index to the i+1th tensor.
@@ -76,7 +79,7 @@ class MPSContractionHelper:
         """Contract the corresponding tensor network to form the expectation of
         the MPS.
 
-        Args:
+        Parameters:
             mps_tensors: A list of rank-3 ndarray-like tensor objects.
                 The indices of the ith tensor are expected to be bonding index to the i-1 tensor,
                 the physical mode, and then the bonding index to the i+1th tensor.
diff --git a/src/qibotn/mps_utils.py b/src/qibotn/mps_utils.py
index f37f1df..f29685b 100644
--- a/src/qibotn/mps_utils.py
+++ b/src/qibotn/mps_utils.py
@@ -4,14 +4,30 @@ from cuquantum.cutensornet.experimental import contract_decompose
 
 
 def initial(num_qubits, dtype):
-    r"""Generate the MPS with an initial state of :math:`\ket{00...00}`"""
+    r"""Generate the MPS with an initial state of :math:`\ket{00...00}`
+    
+    Parameters:
+        num_qubits: Number of qubits in the Quantum Circuit.
+        dtype: Either single ("complex64") or double (complex128) precision.
+    
+    Returns:
+        The initial MPS tensors.
+    """
     state_tensor = cp.asarray([1, 0], dtype=dtype).reshape(1, 2, 1)
     mps_tensors = [state_tensor] * num_qubits
     return mps_tensors
 
 
 def mps_site_right_swap(mps_tensors, i, **kwargs):
-    """Perform the swap operation between the ith and i+1th MPS tensors."""
+    """Perform the swap operation between the ith and i+1th MPS tensors.
+    
+    Parameters:
+        mps_tensors: Tensors representing MPS
+        i (int): index of the tensor to swap
+    
+    Returns:
+        The updated MPS tensors.
+    """
     # contraction followed by QR decomposition
     a, _, b = contract_decompose(
         "ipj,jqk->iqj,jpk",
@@ -28,7 +44,7 @@ def apply_gate(mps_tensors, gate, qubits, **kwargs):
 
     # Reference: https://github.com/NVIDIA/cuQuantum/blob/main/python/samples/cutensornet/tn_algorithms/mps_algorithms.ipynb
 
-    Args:
+    Parameters:
         mps_tensors: A list of rank-3 ndarray-like tensor objects.
             The indices of the ith tensor are expected to be the bonding index to the i-1 tensor,
             the physical mode, and then the bonding index to the i+1th tensor.