diff --git a/packages/@n8n/nodes-langchain/credentials/GooglePalmApi.credentials.ts b/packages/@n8n/nodes-langchain/credentials/GooglePalmApi.credentials.ts
index f2ec2acbc4..853157946f 100644
--- a/packages/@n8n/nodes-langchain/credentials/GooglePalmApi.credentials.ts
+++ b/packages/@n8n/nodes-langchain/credentials/GooglePalmApi.credentials.ts
@@ -10,7 +10,7 @@ export class GooglePalmApi implements ICredentialType {
 
 	displayName = 'GooglePaLMApi';
 
-	documentationUrl = 'googlePalm';
+	documentationUrl = 'google';
 
 	properties: INodeProperties[] = [
 		{
diff --git a/packages/@n8n/nodes-langchain/credentials/MistralCloudApi.credentials.ts b/packages/@n8n/nodes-langchain/credentials/MistralCloudApi.credentials.ts
index fa7c1ff215..c5b47b3760 100644
--- a/packages/@n8n/nodes-langchain/credentials/MistralCloudApi.credentials.ts
+++ b/packages/@n8n/nodes-langchain/credentials/MistralCloudApi.credentials.ts
@@ -10,7 +10,7 @@ export class MistralCloudApi implements ICredentialType {
 
 	displayName = 'Mistral Cloud API';
 
-	documentationUrl = 'mistralCloud';
+	documentationUrl = 'mistral';
 
 	properties: INodeProperties[] = [
 		{
diff --git a/packages/@n8n/nodes-langchain/credentials/SerpApi.credentials.ts b/packages/@n8n/nodes-langchain/credentials/SerpApi.credentials.ts
index ad159b9122..a1ab3a55c4 100644
--- a/packages/@n8n/nodes-langchain/credentials/SerpApi.credentials.ts
+++ b/packages/@n8n/nodes-langchain/credentials/SerpApi.credentials.ts
@@ -10,7 +10,7 @@ export class SerpApi implements ICredentialType {
 
 	displayName = 'SerpAPI';
 
-	documentationUrl = 'serpapi';
+	documentationUrl = 'serp';
 
 	properties: INodeProperties[] = [
 		{
diff --git a/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentBinaryInputLoader/DocumentBinaryInputLoader.node.ts b/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentBinaryInputLoader/DocumentBinaryInputLoader.node.ts
index a213e8ff3b..7dfce64a50 100644
--- a/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentBinaryInputLoader/DocumentBinaryInputLoader.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentBinaryInputLoader/DocumentBinaryInputLoader.node.ts
@@ -42,7 +42,7 @@ export class DocumentBinaryInputLoader implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.documentbinaryinputloader/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.documentdefaultdataloader/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentJSONInputLoader/DocumentJsonInputLoader.node.ts b/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentJSONInputLoader/DocumentJsonInputLoader.node.ts
index da650d26b4..2bc1d8025e 100644
--- a/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentJSONInputLoader/DocumentJsonInputLoader.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/document_loaders/DocumentJSONInputLoader/DocumentJsonInputLoader.node.ts
@@ -34,7 +34,7 @@ export class DocumentJsonInputLoader implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.documentjsoninputloader/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.documentdefaultdataloader/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryInsert/VectorStoreInMemoryInsert.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryInsert/VectorStoreInMemoryInsert.node.ts
index 8785d80b81..51f0a2f7a9 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryInsert/VectorStoreInMemoryInsert.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryInsert/VectorStoreInMemoryInsert.node.ts
@@ -33,7 +33,7 @@ export class VectorStoreInMemoryInsert implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreinmemoryinsert/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreinmemory/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryLoad/VectorStoreInMemoryLoad.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryLoad/VectorStoreInMemoryLoad.node.ts
index df1ed67b38..1359e13f86 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryLoad/VectorStoreInMemoryLoad.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreInMemoryLoad/VectorStoreInMemoryLoad.node.ts
@@ -31,7 +31,7 @@ export class VectorStoreInMemoryLoad implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.vectorstoreinmemoryload/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreinmemory/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeInsert/VectorStorePineconeInsert.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeInsert/VectorStorePineconeInsert.node.ts
index 342b5ef725..cb764c5c7b 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeInsert/VectorStorePineconeInsert.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeInsert/VectorStorePineconeInsert.node.ts
@@ -37,7 +37,7 @@ export class VectorStorePineconeInsert implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorepineconeinsert/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorepinecone/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeLoad/VectorStorePineconeLoad.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeLoad/VectorStorePineconeLoad.node.ts
index 50ff8b407d..daec8ef06e 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeLoad/VectorStorePineconeLoad.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStorePineconeLoad/VectorStorePineconeLoad.node.ts
@@ -37,7 +37,7 @@ export class VectorStorePineconeLoad implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.vectorstorepineconeload/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorepinecone/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseInsert/VectorStoreSupabaseInsert.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseInsert/VectorStoreSupabaseInsert.node.ts
index fd287f6253..f199ecd6af 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseInsert/VectorStoreSupabaseInsert.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseInsert/VectorStoreSupabaseInsert.node.ts
@@ -38,7 +38,7 @@ export class VectorStoreSupabaseInsert implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoresupabaseinsert/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoresupabase/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseLoad/VectorStoreSupabaseLoad.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseLoad/VectorStoreSupabaseLoad.node.ts
index 60c031ff66..9592c1c06e 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseLoad/VectorStoreSupabaseLoad.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreSupabaseLoad/VectorStoreSupabaseLoad.node.ts
@@ -37,7 +37,7 @@ export class VectorStoreSupabaseLoad implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.vectorstoresupabaseload/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoresupabase/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepInsert/VectorStoreZepInsert.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepInsert/VectorStoreZepInsert.node.ts
index f4d55a505c..fad1692d37 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepInsert/VectorStoreZepInsert.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepInsert/VectorStoreZepInsert.node.ts
@@ -33,7 +33,7 @@ export class VectorStoreZepInsert implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorezepinsert/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorezep/',
 					},
 				],
 			},
diff --git a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepLoad/VectorStoreZepLoad.node.ts b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepLoad/VectorStoreZepLoad.node.ts
index 2a8e69c7fc..c0e50221d5 100644
--- a/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepLoad/VectorStoreZepLoad.node.ts
+++ b/packages/@n8n/nodes-langchain/nodes/vector_store/VectorStoreZepLoad/VectorStoreZepLoad.node.ts
@@ -34,7 +34,7 @@ export class VectorStoreZepLoad implements INodeType {
 			resources: {
 				primaryDocumentation: [
 					{
-						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.vectorstorezepload/',
+						url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstorezep/',
 					},
 				],
 			},