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content/en/docs/marketplace/genai/reference-guide/external-platforms/pg-vector-knowledge-base/_index.md

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@@ -63,7 +63,7 @@ You must perform the following steps to integrate a Mendix app integrate a PgVec
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1. Add the module role **PgVectorKnowledgeBase.Administrator** to your Administrator user role in the security settings of your app. Optionally, map **GenAICommons.User** to any user roles that need read access directly on retrieved entities.
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2. Add the **DatabaseConfiguration_Overview** page (**USE_ME > Configuration**) to your navigation, or add the **Snippet_DatabaseConfigurations** to a page that is already part of your navigation.
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3. Set up your database configurations at runtime. For more information, see the [Configuring the Database Connection Details](/appstore/modules/genai/reference-guide/external-connectors/pgvector-setup/#configure-database-connection) section in *Setting up a Vector Database*. Selecting an embeddings model is optional and only required if you plan to use PgVector for the [Tools: Add Knowledge Base](#add-knowledge-base-to-request) action.
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3. Set up your database configurations at runtime. For more information, see the [Configuring the Database Connection Details](/appstore/modules/genai/reference-guide/external-connectors/pgvector-setup/#configure-database-connection) section in *Setting up a Vector Database*. Selecting an embeddings model is optional and only required if you plan to use PgVector for the [Tools: Add Knowledge Base](/appstore/modules/genai/genai-for-mx/commons/#add-knowledge-base-to-request) action.
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{{% alert color="info" %}}
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It is possible to have multiple knowledge bases in the same database in parallel by providing different knowledge base names in combination with the same `DatabaseConfiguration`.

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