diff --git a/swiftide/src/integrations/qdrant/persist.rs b/swiftide/src/integrations/qdrant/persist.rs
index b3857ea1..81cac74a 100644
--- a/swiftide/src/integrations/qdrant/persist.rs
+++ b/swiftide/src/integrations/qdrant/persist.rs
@@ -1,3 +1,7 @@
+//! This module provides an implementation of the `Storage` trait for the `Qdrant` struct.
+//! It includes methods for setting up the storage, storing a single node, and storing a batch of nodes.
+//! This integration allows the Swiftide project to use Qdrant as a storage backend.
+
 use anyhow::Result;
 use async_trait::async_trait;
 
@@ -7,16 +11,43 @@ use super::Qdrant;
 
 #[async_trait]
 impl Storage for Qdrant {
+    /// Returns the batch size for the Qdrant storage.
+    ///
+    /// # Returns
+    ///
+    /// An `Option<usize>` representing the batch size if set, otherwise `None`.
     fn batch_size(&self) -> Option<usize> {
         self.batch_size
     }
 
+    /// Sets up the Qdrant storage by creating the necessary index if it does not exist.
+    ///
+    /// # Returns
+    ///
+    /// A `Result<()>` which is `Ok` if the setup is successful, otherwise an error.
+    ///
+    /// # Errors
+    ///
+    /// This function will return an error if the index creation fails.
     #[tracing::instrument(skip_all, err)]
     async fn setup(&self) -> Result<()> {
         tracing::debug!("Setting up Qdrant storage");
         self.create_index_if_not_exists().await
     }
 
+    /// Stores a single ingestion node in the Qdrant storage.
+    ///
+    /// # Parameters
+    ///
+    /// - `node`: The `IngestionNode` to be stored.
+    ///
+    /// # Returns
+    ///
+    /// A `Result<()>` which is `Ok` if the storage is successful, otherwise an error.
+    ///
+    /// # Errors
+    ///
+    /// This function will return an error if the node conversion or storage operation fails.
     #[tracing::instrument(skip_all, err, name = "storage.qdrant.store")]
     async fn store(&self, node: crate::ingestion::IngestionNode) -> Result<()> {
         self.client
@@ -30,6 +61,19 @@ impl Storage for Qdrant {
         Ok(())
     }
 
+    /// Stores a batch of ingestion nodes in the Qdrant storage.
+    ///
+    /// # Parameters
+    ///
+    /// - `nodes`: A vector of `IngestionNode` to be stored.
+    ///
+    /// # Returns
+    ///
+    /// A `Result<()>` which is `Ok` if the storage is successful, otherwise an error.
+    ///
+    /// # Errors
+    ///
+    /// This function will return an error if any node conversion or storage operation fails.
     #[tracing::instrument(skip_all, err, name = "storage.qdrant.batch_store")]
     async fn batch_store(&self, nodes: Vec<crate::ingestion::IngestionNode>) -> Result<()> {
         self.client