diff --git a/BotSharp.Core/Engines/SpaCy/SpaCyEntityRecognizer.cs b/BotSharp.Core/Engines/SpaCy/SpaCyEntityRecognizer.cs
new file mode 100644
index 00000000..d0fd5587
--- /dev/null
+++ b/BotSharp.Core/Engines/SpaCy/SpaCyEntityRecognizer.cs
@@ -0,0 +1,44 @@
+using BotSharp.Core.Abstractions;
+using BotSharp.Core.Agents;
+using Microsoft.Extensions.Configuration;
+using Newtonsoft.Json;
+using Newtonsoft.Json.Linq;
+using RestSharp;
+using System;
+using System.Collections.Generic;
+using System.Text;
+
+namespace BotSharp.Core.Engines.SpaCy
+{
+    public class SpaCyEntityRecognizer : INlpPipeline
+    {
+        List<String> entitiesInTrainingSet = new List<string>();
+        public IConfiguration Configuration { get; set; }
+
+        public bool Process(Agent agent, JObject data)
+        {
+            String modelPath = "./entity_rec_output";
+            String newModelName = "test";
+            String outputDir = "./entity_rec_output2";
+            int iterTimes = 20;
+
+            agent.Entities.ForEach(entity => entitiesInTrainingSet.Add(entity.Name));
+            var client = new RestClient(Configuration.GetSection("SpaCyProvider:Url").Value);
+            var request = new RestRequest("entityrecognizer", Method.POST);
+            request.RequestFormat = DataFormat.Json;
+
+            request.AddParameter("application/json", JsonConvert.SerializeObject(new { ModelPath = modelPath, NewModelName = newModelName, OutputDir = outputDir, IterTimes = iterTimes, EntitiesInTrainingSet = entitiesInTrainingSet }), ParameterType.RequestBody);
+
+            var response = client.Execute<Result>(request);
+
+            data["EntityModelTrained"] = response.Data.EntityModelTrained;
+
+            return true;
+        }
+    }
+
+    public class Result
+    {
+        public Boolean EntityModelTrained { get; set; }
+    }
+}
diff --git a/BotSharp.UnitTest/Settings/settings.bot.json b/BotSharp.UnitTest/Settings/settings.bot.json
index 1e115890..798a07b3 100644
--- a/BotSharp.UnitTest/Settings/settings.bot.json
+++ b/BotSharp.UnitTest/Settings/settings.bot.json
@@ -9,6 +9,6 @@
     "SpaCyProvider": {
       "Url": "http://10.2.21.200:5005"
     },
-    "Pipe": "SpaCyTokenizer, SpacyFeaturizer, SpaCyEntitizer, SpaCyTextCategorizer"
+    "Pipe": "SpaCyTokenizer, SpacyFeaturizer, SpaCyEntitizer, SpaCyTextCategorizer, SpaCyEntityRecognizer"
   }
 }