diff --git a/flows/openrag_agent.json b/flows/openrag_agent.json
index bb02b425..dcfcb135 100644
--- a/flows/openrag_agent.json
+++ b/flows/openrag_agent.json
@@ -191,6 +191,7 @@
           }
         },
         "id": "xy-edge__MCP-7EY21{œdataTypeœ:œMCPœ,œidœ:œMCP-7EY21œ,œnameœ:œcomponent_as_toolœ,œoutput_typesœ:[œToolœ]}-Agent-crjWf{œfieldNameœ:œtoolsœ,œidœ:œAgent-crjWfœ,œinputTypesœ:[œToolœ],œtypeœ:œotherœ}",
+        "selected": false,
         "source": "MCP-7EY21",
         "sourceHandle": "{œdataTypeœ:œMCPœ,œidœ:œMCP-7EY21œ,œnameœ:œcomponent_as_toolœ,œoutput_typesœ:[œToolœ]}",
         "target": "Agent-crjWf",
@@ -448,8 +449,8 @@
           "width": 192
         },
         "position": {
-          "x": 1264.0651279011304,
-          "y": 1192.017532447814
+          "x": 1338.2905337667046,
+          "y": 1206.5715335979264
         },
         "selected": false,
         "type": "genericNode"
@@ -755,7 +756,7 @@
             ],
             "frozen": false,
             "icon": "OpenSearch",
-            "last_updated": "2025-10-06T15:23:50.339Z",
+            "last_updated": "2025-10-09T17:03:19.845Z",
             "legacy": false,
             "lf_version": "1.6.0",
             "metadata": {
@@ -1375,8 +1376,8 @@
           "width": 320
         },
         "position": {
-          "x": 1202.1762389080463,
-          "y": 395.8072555285192
+          "x": 1183.2560374129,
+          "y": 320.1264495479339
         },
         "selected": false,
         "type": "genericNode"
@@ -1409,7 +1410,7 @@
             ],
             "frozen": false,
             "icon": "binary",
-            "last_updated": "2025-10-06T15:23:50.341Z",
+            "last_updated": "2025-10-09T17:03:19.846Z",
             "legacy": false,
             "lf_version": "1.6.0",
             "metadata": {
@@ -1491,7 +1492,7 @@
                 "show": true,
                 "title_case": false,
                 "type": "str",
-                "value": "OPENAI_API_KEY"
+                "value": ""
               },
               "chunk_size": {
                 "_input_type": "IntInput",
@@ -1576,9 +1577,7 @@
                 "info": "Select the embedding model to use",
                 "name": "model",
                 "options": [
-                  "text-embedding-3-small",
-                  "text-embedding-3-large",
-                  "text-embedding-ada-002"
+                  "text-embedding-3-small"
                 ],
                 "options_metadata": [],
                 "placeholder": "",
@@ -1734,7 +1733,7 @@
             ],
             "frozen": false,
             "icon": "bot",
-            "last_updated": "2025-10-06T15:23:50.396Z",
+            "last_updated": "2025-10-09T17:03:19.888Z",
             "legacy": false,
             "lf_version": "1.6.0",
             "metadata": {
@@ -2226,7 +2225,7 @@
                 "show": true,
                 "title_case": false,
                 "type": "str",
-                "value": "OPENRAG-QUERY-FILTER"
+                "value": ""
               }
             },
             "tool_mode": false
@@ -2241,8 +2240,8 @@
           "width": 320
         },
         "position": {
-          "x": 745.3341059713564,
-          "y": 95.0152511387621
+          "x": 722.0477041311764,
+          "y": 119.75705309395346
         },
         "selected": false,
         "type": "genericNode"
@@ -2273,7 +2272,7 @@
             ],
             "frozen": false,
             "icon": "brain-circuit",
-            "last_updated": "2025-10-06T15:23:50.343Z",
+            "last_updated": "2025-10-09T17:03:19.855Z",
             "legacy": false,
             "lf_version": "1.6.0",
             "metadata": {
@@ -2571,8 +2570,8 @@
           "width": 320
         },
         "position": {
-          "x": 1206.0291133693556,
-          "y": -185.39565741253472
+          "x": 1188.5643119892204,
+          "y": -237.60813653856357
         },
         "selected": false,
         "type": "genericNode"
@@ -2601,7 +2600,7 @@
             "frozen": false,
             "icon": "Mcp",
             "key": "mcp_lf-starter_project",
-            "last_updated": "2025-10-06T15:23:56.578Z",
+            "last_updated": "2025-10-09T17:03:19.855Z",
             "legacy": false,
             "mcpServerName": "lf-starter_project",
             "metadata": {
@@ -2813,30 +2812,60 @@
           "showNode": true,
           "type": "MCP"
         },
+        "dragging": false,
         "id": "MCP-7EY21",
         "measured": {
           "height": 284,
           "width": 320
         },
         "position": {
-          "x": 675.7137923419156,
-          "y": 878.6218422334763
+          "x": 733.9297969423658,
+          "y": 862.6124409683524
         },
         "selected": false,
         "type": "genericNode"
+      },
+      {
+        "data": {
+          "id": "note-Wg9xF",
+          "node": {
+            "description": "## README\n\nThis flow generates answers for OpenRAG's chat, informed by the context stored in OpenSearch.\nIn this flow, the [**Langflow Agent** component](https://docs.langflow.org/agents) uses the connected [**Language Model** component](https://docs.langflow.org/components-models) to select the correct tool to complete requests.\n* If the Agent determines your request requires external knowledge, it will embed your query with the [**Embedding Model** component](https://docs.langflow.org/components-embedding-models) and query your [OpenSearch knowledge](https://docs.openr.ag/knowledge).\n\n* If the Agent determines your request requires a web search, it selects the [**MCP Tools** component](https://docs.langflow.org/mcp-client#mcp-tools-parameters) to fetch web content with the [OpenSearch URL ingestion flow](https://docs.openr.ag/ingestion#url-flow).\n\nUsing the retrieved data, the Agent generates a response with the connected [**Language Model** component](https://docs.langflow.org/components-models) and sends it to the [**Chat Output** component](https://docs.langflow.org/components-io).\n\nFor more information, see the [OpenRAG docs](https://docs.openr.ag/agents).",
+            "display_name": "",
+            "documentation": "",
+            "template": {
+              "backgroundColor": "amber"
+            }
+          },
+          "type": "note"
+        },
+        "dragging": false,
+        "height": 469,
+        "id": "note-Wg9xF",
+        "measured": {
+          "height": 469,
+          "width": 644
+        },
+        "position": {
+          "x": 19.942791510714386,
+          "y": 259.5061905471592
+        },
+        "resizing": false,
+        "selected": false,
+        "type": "noteNode",
+        "width": 644
       }
     ],
     "viewport": {
-      "x": -237.0727605845459,
-      "y": 154.6885920024542,
-      "zoom": 0.602433700773958
+      "x": 15.987785397208654,
+      "y": 201.25966590756093,
+      "zoom": 0.6870962766086257
     }
   },
   "description": "OpenRAG OpenSearch Agent",
   "endpoint_name": null,
   "id": "1098eea1-6649-4e1d-aed1-b77249fb8dd0",
   "is_component": false,
-  "last_tested_version": "1.6.0",
+  "last_tested_version": "1.6.3.dev1",
   "name": "OpenRAG Open Search Agent",
   "tags": [
     "assistants",