diff --git a/docs/README.md b/docs/README.md
index 20dd4a5..87b40cd 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -30,7 +30,7 @@ For indexing purposes, it is required that you provide a [substreams](https://su
 
 For execution purposes, the implementation of the `SwapExecutor` and `SwapStructEncoder` interfaces is required. Without these components, trades cannot be executed on-chain, making them critical parts of the integration.
 
-**SwapExecutor**: The SwapExecutor is responsible for performing swaps by interacting with the underlying liquidity pools, handling token approvals, managing input/output amounts, and ensuring gas-efficient and secure execution. Each protocol must implement its own `SwapExecutor`, tailored to its specific logic and requirements.
+**SwapExecutor**: The SwapExecutor is responsible for performing swaps by interacting with the underlying liquidity pools, handling token approvals, managing input/output amounts, and ensuring gas-efficient and secure execution. Each protocol must implement its own `SwapExecutor` (Solidity contract), tailored to its specific logic and requirements.
 
-**SwapStructEncoder**: The `SwapStructEncoder` encodes the necessary data structures required for the `SwapExecutor` to perform swaps. It ensures that the swap details, including input/output tokens, pool addresses, and other protocol-specific parameters, are correctly formatted and encoded before being passed to the `SwapExecutor`. Each protocol must implement its own `SwapStructEncoder` and ensure compatibility with its `SwapExecutor`.
+**SwapStructEncoder**: The `SwapStructEncoder` encodes the necessary data structures required for the `SwapExecutor` to perform swaps. It ensures that the swap details, including input/output tokens, pool addresses, and other protocol-specific parameters, are correctly formatted and encoded before being passed to the `SwapExecutor`. Each protocol must implement its own `SwapStructEncoder` Python class and ensure compatibility with its `SwapExecutor`.
 
diff --git a/docs/execution/swap-encoder.md b/docs/execution/swap-encoder.md
index 6e68f82..f713f2c 100644
--- a/docs/execution/swap-encoder.md
+++ b/docs/execution/swap-encoder.md
@@ -21,30 +21,7 @@ from core.encoding.interface import SwapStructEncoder
 
 ## Key Methods
 
-This is the `SwapStructEncoder` interface:
-
-```python
-class SwapStructEncoder(ABC):
-    """Encodes a PercentageSwap of a certain protocol to be used in our SwapRouterV2
-    Should be subclassed for each protocol that we support.
-    """
-
-    @abstractmethod
-    def encode_swap_struct(
-        self, swap: dict[str, Any], receiver: Address, encoding_context: EncodingContext
-    ) -> bytes:
-        """
-        Parameters:
-        ----------
-        swap
-            The swap to encode
-        receiver
-            The receiver of the buy token
-        encoding_context
-            Additional context information necessary for encoding
-        """
-        pass
-```
+This is the `SwapStructEncoder` interface can be found [here](https://github.com/propeller-heads/defibot/blob/7ea38b92e60e182471f513c2aeef0370c4b3766a/propeller-solver-core/core/encoding/interface.py#L31).
 
 - **encode_swap_struct**
   - **Purpose**: To encode the swap details into a bytes object that the SwapExecutor can use to execute the swap.
@@ -60,30 +37,7 @@ class SwapStructEncoder(ABC):
       - `pool_tokens`: An optional tuple containing additional token data specific to the pool.
       - `pool_type: str`: The type of pool where the swap will be executed (e.g., "BalancerStablePoolState").
     - `receiver`: The address that will receive the output tokens from the swap.
-    - `encoding_context`: Additional context information necessary for encoding.
-    ```python
-    class EncodingContext(DefibotBaseModel):
-        exact_out: Optional[bool] = None
-        """Whether the amount encoded is the exact amount out"""
-    
-        in_transfer: bool = False
-        """Whether we need to transfer to the pool"""
-    
-        payment: bool = False
-        """Whether this is a payment (if so the pool will use transferFrom(msg.sender, ..))"""
-    
-        supply_owed_action_data: bytes = b""
-        """Actions to perform with the owed amount using the USV3 callback."""
-    
-        forward_received_action_data: bytes = b""
-        """Actions to perform with the received amount using the USV3 callback."""
-    
-        supply_owed_action_type: BatchRouterActionType = BatchRouterActionType.TRANSFER
-        """The action kind to take with the owed amount"""
-    
-        forward_received_action_type: BatchRouterActionType = BatchRouterActionType.SWAP
-        """The action kind to take with the received amount"""
-    ```
+    - `encoding_context`: Additional context information necessary for encoding (see more [here](https://github.com/propeller-heads/defibot/blob/7ea38b92e60e182471f513c2aeef0370c4b3766a/propeller-solver-core/core/encoding/interface.py#L9))
     - `**kwargs`: Any additional protocol-specific parameters that need to be included in the encoding.
   - **Returns**: A bytes object containing the encoded swap data.