diff --git a/src/Infrastructure/BotSharp.Abstraction/MLTasks/ITextEmbedding.cs b/src/Infrastructure/BotSharp.Abstraction/MLTasks/ITextEmbedding.cs
index eb82f086..8a0df8a5 100644
--- a/src/Infrastructure/BotSharp.Abstraction/MLTasks/ITextEmbedding.cs
+++ b/src/Infrastructure/BotSharp.Abstraction/MLTasks/ITextEmbedding.cs
@@ -4,4 +4,5 @@ public interface ITextEmbedding
 {
     int Dimension { get; }
     float[] GetVector(string text);
+    List<float[]> GetVectors(List<string> texts);
 }
diff --git a/src/Infrastructure/BotSharp.Core/Plugins/LLamaSharp/TextEmbeddingProvider.cs b/src/Infrastructure/BotSharp.Core/Plugins/LLamaSharp/TextEmbeddingProvider.cs
index daa1ee8d..5608971a 100644
--- a/src/Infrastructure/BotSharp.Core/Plugins/LLamaSharp/TextEmbeddingProvider.cs
+++ b/src/Infrastructure/BotSharp.Core/Plugins/LLamaSharp/TextEmbeddingProvider.cs
@@ -26,4 +26,9 @@ public class TextEmbeddingProvider : ITextEmbedding
 
         return _embedder.GetEmbeddings(text);
     }
+
+    public List<float[]> GetVectors(List<string> texts)
+    {
+        throw new NotImplementedException();
+    }
 }
diff --git a/src/Plugins/BotSharp.Plugin.MetaAI/Providers/fastTextEmbeddingProvider.cs b/src/Plugins/BotSharp.Plugin.MetaAI/Providers/fastTextEmbeddingProvider.cs
index 6ca628da..f1141a56 100644
--- a/src/Plugins/BotSharp.Plugin.MetaAI/Providers/fastTextEmbeddingProvider.cs
+++ b/src/Plugins/BotSharp.Plugin.MetaAI/Providers/fastTextEmbeddingProvider.cs
@@ -1,6 +1,7 @@
 using BotSharp.Abstraction.MLTasks;
 using BotSharp.Plugin.MetaAI.Settings;
 using FastText.NetWrapper;
+using System.Collections.Generic;
 using System.IO;
 
 namespace BotSharp.Plugin.MetaAI.Providers;
@@ -42,4 +43,14 @@ public class fastTextEmbeddingProvider : ITextEmbedding
 
         return _fastText.GetSentenceVector(text);
     }
+
+    public List<float[]> GetVectors(List<string> texts)
+    {
+        var vectors = new List<float[]>();
+        for (int i = 0; i < texts.Count; i++)
+        {
+            vectors.Add(GetVector(texts[i]));
+        }
+        return vectors;
+    }
 }