diff --git a/swiftide/src/integrations/qdrant/ingestion_node.rs b/swiftide/src/integrations/qdrant/ingestion_node.rs
index 3cf67a5a..840c8c48 100644
--- a/swiftide/src/integrations/qdrant/ingestion_node.rs
+++ b/swiftide/src/integrations/qdrant/ingestion_node.rs
@@ -1,3 +1,8 @@
+//! This module provides functionality to convert an `IngestionNode` into a `qdrant::PointStruct`.
+//! The conversion is essential for storing data in the Qdrant vector database, which is used
+//! for efficient vector similarity search. The module handles metadata augmentation and ensures
+//! data compatibility with Qdrant's required format.
+
 use anyhow::{Context as _, Result};
 use std::collections::HashMap;
 
@@ -7,12 +12,26 @@ use qdrant_client::{
     qdrant::{self, Value},
 };
 
+/// Implements the `TryInto` trait to convert an `IngestionNode` into a `qdrant::PointStruct`.
+/// This conversion is necessary for storing the node in the Qdrant vector database.
 impl TryInto<qdrant::PointStruct> for IngestionNode {
     type Error = anyhow::Error;
 
+    /// Converts the `IngestionNode` into a `qdrant::PointStruct`.
+    ///
+    /// # Errors
+    ///
+    /// Returns an error if the vector is not set in the `IngestionNode`.
+    ///
+    /// # Returns
+    ///
+    /// A `Result` which is `Ok` if the conversion is successful, containing the `qdrant::PointStruct`.
+    /// If the conversion fails, it returns an `anyhow::Error`.
     fn try_into(mut self) -> Result<qdrant::PointStruct> {
+        // Calculate a unique identifier for the node.
         let id = self.calculate_hash();
 
+        // Extend the metadata with additional information.
         self.metadata.extend([
             ("path".to_string(), self.path.to_string_lossy().to_string()),
             ("content".to_string(), self.chunk),
@@ -22,7 +41,7 @@ impl TryInto<qdrant::PointStruct> for IngestionNode {
             ),
         ]);
 
-        // Damn who build this api
+        // Create a payload compatible with Qdrant's API.
         let payload: Payload = self
             .metadata
             .iter()
@@ -30,6 +49,7 @@ impl TryInto<qdrant::PointStruct> for IngestionNode {
             .collect::<HashMap<&str, Value>>()
             .into();
 
+        // Construct the `qdrant::PointStruct` and return it.
         Ok(qdrant::PointStruct::new(
             id,
             self.vector.context("Vector is not set")?,