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n8n-io · Jan 3, 2024 · 2e341e2 · 2e341e2
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diff --git a/...tions/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreqdrant.md b/...tions/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreqdrant.md
@@ -23,18 +23,18 @@ For usage examples and templates to help you get started, refer to n8n's [Qdrant
 
 --8<-- "_snippets/integrations/builtin/cluster-nodes/vector-store-mode.md"
 
-### Parameters for **Get Many**
+### Parameters for Get Many
 
 * Qdrant collection name
 * Prompt: search query.
 * Limit: how many results to retrieve from the vector store. For example, set this to `10` to get the ten best results.
 
-### Parameters for **Insert Documents**
+### Parameters for Insert Documents
 
 * Qdrant collection name
 * Qdrant collection creation configuration - Optional
 
-### Parameters for **Retrieve Documents (For Agent/Chain)**
+### Parameters for Retrieve Documents (For Agent/Chain)
 
 * Qdrant collection name
 

diff --git a/docs/integrations/builtin/credentials/qdrant.md b/docs/integrations/builtin/credentials/qdrant.md
@@ -14,7 +14,7 @@ You can use these credentials to authenticate the following nodes:
 
 You need an API key and Qdrant cluster URL to establish a connection.
 
-Refer to [Qdrant's authentication docs](https://qdrant.tech/documentation/cloud/authentication/#authentication) to know how to get these.
+Refer to [Qdrant's authentication docs](https://qdrant.tech/documentation/cloud/authentication/#authentication){:target=_blank .external-link} for guidance on getting your key and URL.
 
 ## Related resources