diff --git a/shinkai-bin/shinkai-node/src/llm_provider/execution/job_vector_search.rs b/shinkai-bin/shinkai-node/src/llm_provider/execution/job_vector_search.rs
index 39b171fc2..fe3018ce8 100644
--- a/shinkai-bin/shinkai-node/src/llm_provider/execution/job_vector_search.rs
+++ b/shinkai-bin/shinkai-node/src/llm_provider/execution/job_vector_search.rs
@@ -1,6 +1,6 @@
-use crate::llm_provider::job_manager::JobManager;
 use crate::db::db_errors::ShinkaiDBError;
 use crate::db::ShinkaiDB;
+use crate::llm_provider::job_manager::JobManager;
 use crate::vector_fs::vector_fs::VectorFS;
 use keyphrases::KeyPhraseExtractor;
 use shinkai_message_primitives::schemas::shinkai_name::ShinkaiName;
@@ -16,7 +16,6 @@ use std::collections::HashMap;
 use std::result::Result::Ok;
 use std::sync::Arc;
 
-
 impl JobManager {
     /// Performs multiple proximity vector searches within the job scope based on extracting keywords from the query text.
     /// Attempts to take at least 1 proximity group per keyword that is from a VR different than the highest scored node, to encourage wider diversity in results.
@@ -181,6 +180,24 @@ impl JobManager {
         //     eprintln!("{:?} - {:?}\n", node.score as f32, node.format_for_prompt(3500));
         // }
 
+        shinkai_log(
+            ShinkaiLogOption::JobExecution,
+            ShinkaiLogLevel::Debug,
+            &format!(
+                "Top 5 search results:\n{}",
+                final_nodes
+                    .iter()
+                    .take(5)
+                    .map(|node| format!(
+                        "score: {}, text: {}\n",
+                        node.score,
+                        node.node.get_text_content().unwrap_or("")
+                    ))
+                    .collect::<Vec<_>>()
+                    .join("\n")
+            ),
+        );
+
         Ok((final_nodes, first_intro_text))
     }
 
@@ -375,11 +392,7 @@ impl JobManager {
                     ret_node.score = deep_search_scores_average_out(
                         None,
                         resource_score,
-                        resource
-                            .as_trait_object()
-                            .description()
-                            .unwrap_or("")
-                            .to_string(),
+                        resource.as_trait_object().description().unwrap_or("").to_string(),
                         ret_node.score,
                         ret_node.node.get_text_content().unwrap_or("").to_string(),
                     );
diff --git a/shinkai-bin/shinkai-node/src/llm_provider/parsing_helper.rs b/shinkai-bin/shinkai-node/src/llm_provider/parsing_helper.rs
index d48bdce1c..cd4940d31 100644
--- a/shinkai-bin/shinkai-node/src/llm_provider/parsing_helper.rs
+++ b/shinkai-bin/shinkai-node/src/llm_provider/parsing_helper.rs
@@ -1,12 +1,8 @@
-use crate::network::ws_manager::WSUpdateHandler;
-
 use super::error::LLMProviderError;
-use super::execution::chains::inference_chain_trait::LLMInferenceResponse;
 use super::execution::prompts::prompts::JobPromptGenerator;
 use super::execution::user_message_parser::{JobTaskElement, ParsedUserMessage};
 use super::job_manager::JobManager;
 use regex::Regex;
-use serde_json::Value as JsonValue;
 use shinkai_message_primitives::schemas::llm_providers::serialized_llm_provider::SerializedLLMProvider;
 use shinkai_message_primitives::shinkai_utils::shinkai_logging::{shinkai_log, ShinkaiLogLevel, ShinkaiLogOption};
 use shinkai_vector_resources::embedding_generator::EmbeddingGenerator;
@@ -16,9 +12,7 @@ use shinkai_vector_resources::file_parser::unstructured_api::UnstructuredAPI;
 use shinkai_vector_resources::source::{DistributionInfo, SourceFile, SourceFileMap, TextChunkingStrategy};
 use shinkai_vector_resources::vector_resource::{BaseVectorResource, SourceFileType, VRKai, VRPath};
 use shinkai_vector_resources::{data_tags::DataTag, source::VRSourceReference};
-use tokio::sync::Mutex;
 use std::collections::HashMap;
-use std::sync::Arc;
 
 pub struct ParsingHelper {}
 
@@ -34,12 +28,13 @@ impl ParsingHelper {
 
         let mut extracted_answer: Option<String> = None;
         for _ in 0..5 {
-            let response_json = match JobManager::inference_with_llm_provider(agent.clone(), prompt.clone(), None, None).await {
-                Ok(json) => json,
-                Err(_e) => {
-                    continue; // Continue to the next iteration on error
-                }
-            };
+            let response_json =
+                match JobManager::inference_with_llm_provider(agent.clone(), prompt.clone(), None, None).await {
+                    Ok(json) => json,
+                    Err(_e) => {
+                        continue; // Continue to the next iteration on error
+                    }
+                };
             extracted_answer = Some(response_json.response_string);
             break; // Exit the loop if successful
         }
diff --git a/shinkai-bin/shinkai-node/src/network/node_api_vecfs_commands.rs b/shinkai-bin/shinkai-node/src/network/node_api_vecfs_commands.rs
index b1154f068..97eb8b4f9 100644
--- a/shinkai-bin/shinkai-node/src/network/node_api_vecfs_commands.rs
+++ b/shinkai-bin/shinkai-node/src/network/node_api_vecfs_commands.rs
@@ -5,7 +5,7 @@ use super::{
     subscription_manager::external_subscriber_manager::ExternalSubscriberManager, Node,
 };
 use crate::{
-    llm_provider::parsing_helper::ParsingHelper, db::ShinkaiDB, managers::IdentityManager,
+    db::ShinkaiDB, llm_provider::parsing_helper::ParsingHelper, managers::IdentityManager,
     network::subscription_manager::external_subscriber_manager::SharedFolderInfo, schemas::identity::Identity,
     vector_fs::vector_fs::VectorFS,
 };
@@ -24,6 +24,7 @@ use shinkai_message_primitives::{
             APIVecFsRetrieveVectorSearchSimplifiedJson, APIVecFsSearchItems, MessageSchemaType,
         },
     },
+    shinkai_utils::shinkai_logging::{shinkai_log, ShinkaiLogLevel, ShinkaiLogOption},
 };
 use shinkai_vector_resources::{
     embedding_generator::EmbeddingGenerator,
@@ -435,6 +436,20 @@ impl Node {
             })
             .collect();
 
+        shinkai_log(
+            ShinkaiLogOption::JobExecution,
+            ShinkaiLogLevel::Debug,
+            &format!(
+                "Top 5 search results:\n{}",
+                results
+                    .iter()
+                    .take(5)
+                    .map(|(text, _, score)| format!("score: {}, text: {}\n", score, text))
+                    .collect::<Vec<_>>()
+                    .join("\n")
+            ),
+        );
+
         let _ = res.send(Ok(results)).await.map_err(|_| ());
         Ok(())
     }