From 0e5e87ba60f063549566023fdd19ad1896fde5bc Mon Sep 17 00:00:00 2001
From: Cole Medin <47287758+coleam00@users.noreply.github.com>
Date: Wed, 2 Oct 2024 17:19:39 -0500
Subject: [PATCH] n8n Full Stack App with Streamlit + Claude + Supabase

---
 .gitignore                                    |   3 +-
 .../Supabase_RAG_AI_Agent_Basic_Auth.json     | 740 ++++++++++++++++
 .../Supabase_RAG_AI_Agent_Supabase_Auth.json  | 835 ++++++++++++++++++
 .../n8n-streamlit-agent-basic-auth.py         |  59 ++
 n8n-streamlit-agent/n8n-streamlit-agent.py    | 118 +++
 n8n-streamlit-agent/prompts.txt               |  19 +
 n8n-streamlit-agent/requirements.txt          |  70 ++
 7 files changed, 1843 insertions(+), 1 deletion(-)
 create mode 100644 n8n-streamlit-agent/Supabase_RAG_AI_Agent_Basic_Auth.json
 create mode 100644 n8n-streamlit-agent/Supabase_RAG_AI_Agent_Supabase_Auth.json
 create mode 100644 n8n-streamlit-agent/n8n-streamlit-agent-basic-auth.py
 create mode 100644 n8n-streamlit-agent/n8n-streamlit-agent.py
 create mode 100644 n8n-streamlit-agent/prompts.txt
 create mode 100644 n8n-streamlit-agent/requirements.txt

diff --git a/.gitignore b/.gitignore
index e2319c2..c5547f5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,5 @@ creds
 credentials
 credentials.json
 token.json
-node_modules
\ No newline at end of file
+node_modules
+venv
\ No newline at end of file
diff --git a/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Basic_Auth.json b/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Basic_Auth.json
new file mode 100644
index 0000000..de28b25
--- /dev/null
+++ b/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Basic_Auth.json
@@ -0,0 +1,740 @@
+{
+  "name": "Supabase RAG AI Agent",
+  "nodes": [
+    {
+      "parameters": {
+        "model": "gpt-4o-mini",
+        "options": {}
+      },
+      "id": "b98c17c5-3bef-4378-8d81-61b127711661",
+      "name": "OpenAI Chat Model",
+      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
+      "typeVersion": 1,
+      "position": [
+        860,
+        520
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "model": "gpt-4o-mini",
+        "options": {}
+      },
+      "id": "e850aa69-1910-4986-99f2-214a8759b777",
+      "name": "OpenAI Chat Model1",
+      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1880,
+        460
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "jsonMode": "expressionData",
+        "jsonData": "={{ $json.data }}",
+        "options": {
+          "metadata": {
+            "metadataValues": [
+              {
+                "name": "=file_id",
+                "value": "={{ $('Set File ID').item.json.file_id }}"
+              }
+            ]
+          }
+        }
+      },
+      "id": "9f5b6c56-58f6-4ae5-96fd-f3efd9b35fd6",
+      "name": "Default Data Loader",
+      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
+      "typeVersion": 1,
+      "position": [
+        2020,
+        1000
+      ]
+    },
+    {
+      "parameters": {
+        "model": "text-embedding-3-small",
+        "options": {}
+      },
+      "id": "5eaf6315-fcd0-4a4d-a1b3-37f5793f6e5c",
+      "name": "Embeddings OpenAI1",
+      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1860,
+        1000
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "name": "user_documents",
+        "description": "Contains all the user's documents that you can check for context to answer user questions."
+      },
+      "id": "b3868e8d-fbce-4c16-8174-0e5475cfffba",
+      "name": "Retrieve Documents",
+      "type": "@n8n/n8n-nodes-langchain.toolVectorStore",
+      "typeVersion": 1,
+      "position": [
+        1660,
+        280
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## Agent Tools for RAG",
+        "height": 528.85546469693,
+        "width": 583.4552380860637,
+        "color": 4
+      },
+      "id": "d4a657c6-2f17-4071-8cee-0b1b12f74b1c",
+      "name": "Sticky Note",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        1480,
+        160
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## Tool to Add a Google Drive File to Vector DB",
+        "height": 671.8877842322804,
+        "width": 2070.8894079025763,
+        "color": 5
+      },
+      "id": "38517d9e-61cf-4b36-bbb2-607a04e870c8",
+      "name": "Sticky Note1",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        260,
+        700
+      ]
+    },
+    {
+      "parameters": {
+        "operation": "download",
+        "fileId": {
+          "__rl": true,
+          "value": "={{ $('Set File ID').item.json.file_id }}",
+          "mode": "id"
+        },
+        "options": {
+          "googleFileConversion": {
+            "conversion": {
+              "docsToFormat": "text/plain"
+            }
+          }
+        }
+      },
+      "id": "d9e3d812-9158-44e2-b9e9-8c28c5cd0921",
+      "name": "Download File",
+      "type": "n8n-nodes-base.googleDrive",
+      "typeVersion": 3,
+      "position": [
+        1360,
+        880
+      ],
+      "executeOnce": true,
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "pollTimes": {
+          "item": [
+            {
+              "mode": "everyMinute"
+            }
+          ]
+        },
+        "triggerOn": "specificFolder",
+        "folderToWatch": {
+          "__rl": true,
+          "value": "1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC",
+          "mode": "list",
+          "cachedResultName": "Meeting Notes",
+          "cachedResultUrl": "https://drive.google.com/drive/folders/1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC"
+        },
+        "event": "fileCreated",
+        "options": {}
+      },
+      "id": "6c24f48d-2a8e-471d-b477-dd9576e57eec",
+      "name": "File Created",
+      "type": "n8n-nodes-base.googleDriveTrigger",
+      "typeVersion": 1,
+      "position": [
+        320,
+        780
+      ],
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "pollTimes": {
+          "item": [
+            {
+              "mode": "everyMinute"
+            }
+          ]
+        },
+        "triggerOn": "specificFolder",
+        "folderToWatch": {
+          "__rl": true,
+          "value": "1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC",
+          "mode": "list",
+          "cachedResultName": "Meeting Notes",
+          "cachedResultUrl": "https://drive.google.com/drive/folders/1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC"
+        },
+        "event": "fileUpdated",
+        "options": {}
+      },
+      "id": "7bf930ea-3810-40e3-a252-c13da33660db",
+      "name": "File Updated",
+      "type": "n8n-nodes-base.googleDriveTrigger",
+      "typeVersion": 1,
+      "position": [
+        320,
+        1000
+      ],
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "operation": "text",
+        "options": {}
+      },
+      "id": "81e0f199-024b-489d-88dd-e7bf6c3a453b",
+      "name": "Extract Document Text",
+      "type": "n8n-nodes-base.extractFromFile",
+      "typeVersion": 1,
+      "position": [
+        1620,
+        880
+      ],
+      "alwaysOutputData": true
+    },
+    {
+      "parameters": {
+        "model": "text-embedding-3-small",
+        "options": {}
+      },
+      "id": "c0f6a1f6-5732-48e3-8830-bb78263bd352",
+      "name": "Embeddings OpenAI",
+      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1700,
+        560
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {},
+      "id": "8920aea0-c877-47b3-9026-d8ab57e8579d",
+      "name": "Postgres Chat Memory",
+      "type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
+      "typeVersion": 1,
+      "position": [
+        1000,
+        520
+      ],
+      "notesInFlow": false,
+      "credentials": {
+        "postgres": {
+          "id": "tzFFADvpFiUtaZtb",
+          "name": "Supabase Postgres"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "options": {}
+      },
+      "id": "ed70601e-e7e9-4fc5-af9f-bdf4a931fc48",
+      "name": "Recursive Character Text Splitter",
+      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
+      "typeVersion": 1,
+      "position": [
+        2020,
+        1200
+      ]
+    },
+    {
+      "parameters": {
+        "operation": "delete",
+        "tableId": "documents",
+        "filterType": "string",
+        "filterString": "=metadata->>file_id=like.*{{ $json.file_id }}*"
+      },
+      "id": "bd9eb3dc-75b9-4577-a210-1951988a389e",
+      "name": "Delete Old Doc Rows",
+      "type": "n8n-nodes-base.supabase",
+      "typeVersion": 1,
+      "position": [
+        1060,
+        880
+      ],
+      "alwaysOutputData": true,
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "assignments": {
+          "assignments": [
+            {
+              "id": "10646eae-ae46-4327-a4dc-9987c2d76173",
+              "name": "file_id",
+              "value": "={{ $json.id }}",
+              "type": "string"
+            }
+          ]
+        },
+        "options": {}
+      },
+      "id": "0b439eba-c467-475b-a1a2-481f636f37fe",
+      "name": "Set File ID",
+      "type": "n8n-nodes-base.set",
+      "typeVersion": 3.4,
+      "position": [
+        740,
+        880
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## RAG AI Agent with Chat Interface",
+        "height": 464.8027193303974,
+        "width": 1035.6381264595484
+      },
+      "id": "7c003acd-f420-474f-9547-33e13c3c357f",
+      "name": "Sticky Note2",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        432.49413148117685,
+        220
+      ]
+    },
+    {
+      "parameters": {
+        "tableName": {
+          "__rl": true,
+          "value": "documents",
+          "mode": "list",
+          "cachedResultName": "documents"
+        },
+        "options": {
+          "queryName": "match_documents"
+        }
+      },
+      "id": "1bda5922-bcfb-489c-a0fb-516d9496d54a",
+      "name": "Supabase Vector Store",
+      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
+      "typeVersion": 1,
+      "position": [
+        1540,
+        440
+      ],
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "options": {}
+      },
+      "id": "dd1086c5-e813-49ea-971f-ba01ccc6f803",
+      "name": "Respond to Webhook",
+      "type": "n8n-nodes-base.respondToWebhook",
+      "typeVersion": 1.1,
+      "position": [
+        1300,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "assignments": {
+          "assignments": [
+            {
+              "id": "9a9a245e-f1a1-4282-bb02-a81ffe629f0f",
+              "name": "chatInput",
+              "value": "={{ $json?.chatInput || $json.body.chatInput }}",
+              "type": "string"
+            },
+            {
+              "id": "b80831d8-c653-4203-8706-adedfdb98f77",
+              "name": "sessionId",
+              "value": "={{ $json?.sessionId || $json.body.sessionId}}",
+              "type": "string"
+            }
+          ]
+        },
+        "options": {}
+      },
+      "id": "4076ba7c-931d-40f5-872d-c9b2dc669ab1",
+      "name": "Edit Fields",
+      "type": "n8n-nodes-base.set",
+      "typeVersion": 3.4,
+      "position": [
+        740,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "promptType": "define",
+        "text": "={{ $json.chatInput }}",
+        "options": {
+          "systemMessage": "You are a personal assistant who helps answer questions from a corpus of documents when you don't know the answer yourself."
+        }
+      },
+      "id": "50003c9d-29bf-4d0e-9e04-a49804742dc8",
+      "name": "RAG AI Agent",
+      "type": "@n8n/n8n-nodes-langchain.agent",
+      "typeVersion": 1.6,
+      "position": [
+        960,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "mode": "insert",
+        "tableName": {
+          "__rl": true,
+          "value": "documents",
+          "mode": "list",
+          "cachedResultName": "documents"
+        },
+        "options": {
+          "queryName": "match_documents"
+        }
+      },
+      "id": "6c7181ba-9e33-4972-83b4-0efaac7e16a2",
+      "name": "Insert into Supabase Vectorstore",
+      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
+      "typeVersion": 1,
+      "position": [
+        1900,
+        780
+      ],
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "public": true,
+        "options": {}
+      },
+      "id": "e448d46a-7a01-436c-bebd-0cd21c2bfcb3",
+      "name": "When chat message received",
+      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
+      "typeVersion": 1.1,
+      "position": [
+        480,
+        300
+      ],
+      "webhookId": "e985d15f-b2f6-456d-be15-97e0b1544a40"
+    },
+    {
+      "parameters": {
+        "httpMethod": "POST",
+        "path": "invoke_agent",
+        "authentication": "headerAuth",
+        "responseMode": "responseNode",
+        "options": {}
+      },
+      "id": "b575cc9f-71c7-4406-936c-ca39e6eff09b",
+      "name": "Webhook",
+      "type": "n8n-nodes-base.webhook",
+      "typeVersion": 2,
+      "position": [
+        480,
+        500
+      ],
+      "webhookId": "67fc16e5-4a6d-4c00-b7a1-db48c4511e9f",
+      "credentials": {
+        "httpHeaderAuth": {
+          "id": "XivCWajQ7dANnQvl",
+          "name": "Header Auth account"
+        }
+      }
+    }
+  ],
+  "pinData": {},
+  "connections": {
+    "OpenAI Chat Model": {
+      "ai_languageModel": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_languageModel",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "OpenAI Chat Model1": {
+      "ai_languageModel": [
+        [
+          {
+            "node": "Retrieve Documents",
+            "type": "ai_languageModel",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Retrieve Documents": {
+      "ai_tool": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_tool",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Download File": {
+      "main": [
+        [
+          {
+            "node": "Extract Document Text",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "File Created": {
+      "main": [
+        [
+          {
+            "node": "Set File ID",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Embeddings OpenAI": {
+      "ai_embedding": [
+        [
+          {
+            "node": "Supabase Vector Store",
+            "type": "ai_embedding",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Extract Document Text": {
+      "main": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Embeddings OpenAI1": {
+      "ai_embedding": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "ai_embedding",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Default Data Loader": {
+      "ai_document": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "ai_document",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Postgres Chat Memory": {
+      "ai_memory": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_memory",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Recursive Character Text Splitter": {
+      "ai_textSplitter": [
+        [
+          {
+            "node": "Default Data Loader",
+            "type": "ai_textSplitter",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Delete Old Doc Rows": {
+      "main": [
+        [
+          {
+            "node": "Download File",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Set File ID": {
+      "main": [
+        [
+          {
+            "node": "Delete Old Doc Rows",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "File Updated": {
+      "main": [
+        [
+          {
+            "node": "Set File ID",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Supabase Vector Store": {
+      "ai_vectorStore": [
+        [
+          {
+            "node": "Retrieve Documents",
+            "type": "ai_vectorStore",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Edit Fields": {
+      "main": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "RAG AI Agent": {
+      "main": [
+        [
+          {
+            "node": "Respond to Webhook",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "When chat message received": {
+      "main": [
+        [
+          {
+            "node": "Edit Fields",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Webhook": {
+      "main": [
+        [
+          {
+            "node": "Edit Fields",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    }
+  },
+  "active": true,
+  "settings": {
+    "executionOrder": "v1"
+  },
+  "versionId": "3c35c49a-bc44-4379-b6f0-109f579f79bc",
+  "meta": {
+    "templateCredsSetupCompleted": true,
+    "instanceId": "620f0d7e3114cb344761d7d45a21ef2a32096f91d8696e7057756042e1999e2c"
+  },
+  "id": "cri0nBz0U55sWr4I",
+  "tags": []
+}
\ No newline at end of file
diff --git a/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Supabase_Auth.json b/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Supabase_Auth.json
new file mode 100644
index 0000000..347287c
--- /dev/null
+++ b/n8n-streamlit-agent/Supabase_RAG_AI_Agent_Supabase_Auth.json
@@ -0,0 +1,835 @@
+{
+  "name": "Supabase RAG AI Agent Custom Auth",
+  "nodes": [
+    {
+      "parameters": {
+        "model": "gpt-4o-mini",
+        "options": {}
+      },
+      "id": "20216b42-d5fa-4d1e-a4fb-9549834fea99",
+      "name": "OpenAI Chat Model",
+      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
+      "typeVersion": 1,
+      "position": [
+        940,
+        520
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "model": "gpt-4o-mini",
+        "options": {}
+      },
+      "id": "1e53e934-c7fa-4650-8f5e-106102a9494d",
+      "name": "OpenAI Chat Model1",
+      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1880,
+        460
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "jsonMode": "expressionData",
+        "jsonData": "={{ $json.data }}",
+        "options": {
+          "metadata": {
+            "metadataValues": [
+              {
+                "name": "=file_id",
+                "value": "={{ $('Set File ID').item.json.file_id }}"
+              }
+            ]
+          }
+        }
+      },
+      "id": "a766868e-c847-48b9-8b61-dcd5fcd9e280",
+      "name": "Default Data Loader",
+      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
+      "typeVersion": 1,
+      "position": [
+        2020,
+        1000
+      ]
+    },
+    {
+      "parameters": {
+        "model": "text-embedding-3-small",
+        "options": {}
+      },
+      "id": "23255e75-bfdb-46ac-8244-98c5e518bafe",
+      "name": "Embeddings OpenAI1",
+      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1860,
+        1000
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "name": "user_documents",
+        "description": "Contains all the user's documents that you can check for context to answer user questions."
+      },
+      "id": "62ca6e95-73ff-459c-8e29-6b38d12895c8",
+      "name": "Retrieve Documents",
+      "type": "@n8n/n8n-nodes-langchain.toolVectorStore",
+      "typeVersion": 1,
+      "position": [
+        1660,
+        280
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## Agent Tools for RAG",
+        "height": 528.85546469693,
+        "width": 583.4552380860637,
+        "color": 4
+      },
+      "id": "53866fd6-ca7f-4174-b438-809c6d06eec0",
+      "name": "Sticky Note",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        1480,
+        160
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## Tool to Add a Google Drive File to Vector DB",
+        "height": 671.8877842322804,
+        "width": 2070.8894079025763,
+        "color": 5
+      },
+      "id": "de4b8d94-b4aa-4b72-b9ac-70b3cf624eb7",
+      "name": "Sticky Note1",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        260,
+        700
+      ]
+    },
+    {
+      "parameters": {
+        "operation": "download",
+        "fileId": {
+          "__rl": true,
+          "value": "={{ $('Set File ID').item.json.file_id }}",
+          "mode": "id"
+        },
+        "options": {
+          "googleFileConversion": {
+            "conversion": {
+              "docsToFormat": "text/plain"
+            }
+          }
+        }
+      },
+      "id": "705a761d-6b10-4e98-8aad-b21413f60005",
+      "name": "Download File",
+      "type": "n8n-nodes-base.googleDrive",
+      "typeVersion": 3,
+      "position": [
+        1360,
+        880
+      ],
+      "executeOnce": true,
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "pollTimes": {
+          "item": [
+            {
+              "mode": "everyMinute"
+            }
+          ]
+        },
+        "triggerOn": "specificFolder",
+        "folderToWatch": {
+          "__rl": true,
+          "value": "1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC",
+          "mode": "list",
+          "cachedResultName": "Meeting Notes",
+          "cachedResultUrl": "https://drive.google.com/drive/folders/1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC"
+        },
+        "event": "fileCreated",
+        "options": {}
+      },
+      "id": "b22ee4d4-b310-426f-b1ca-82ef62fe2f07",
+      "name": "File Created",
+      "type": "n8n-nodes-base.googleDriveTrigger",
+      "typeVersion": 1,
+      "position": [
+        320,
+        780
+      ],
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "pollTimes": {
+          "item": [
+            {
+              "mode": "everyMinute"
+            }
+          ]
+        },
+        "triggerOn": "specificFolder",
+        "folderToWatch": {
+          "__rl": true,
+          "value": "1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC",
+          "mode": "list",
+          "cachedResultName": "Meeting Notes",
+          "cachedResultUrl": "https://drive.google.com/drive/folders/1914m3M7kRzkd5RJqAfzRY9EBcJrKemZC"
+        },
+        "event": "fileUpdated",
+        "options": {}
+      },
+      "id": "91fc8df8-1c77-4e58-b723-ecfb756b148a",
+      "name": "File Updated",
+      "type": "n8n-nodes-base.googleDriveTrigger",
+      "typeVersion": 1,
+      "position": [
+        320,
+        1000
+      ],
+      "credentials": {
+        "googleDriveOAuth2Api": {
+          "id": "cfNochbuJikPwwl2",
+          "name": "Google Drive account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "operation": "text",
+        "options": {}
+      },
+      "id": "ed74944a-418e-42c8-9a36-5d280dfa02f1",
+      "name": "Extract Document Text",
+      "type": "n8n-nodes-base.extractFromFile",
+      "typeVersion": 1,
+      "position": [
+        1620,
+        880
+      ],
+      "alwaysOutputData": true
+    },
+    {
+      "parameters": {
+        "model": "text-embedding-3-small",
+        "options": {}
+      },
+      "id": "4a2ab29f-026a-4e67-9e70-cb647e901360",
+      "name": "Embeddings OpenAI",
+      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
+      "typeVersion": 1,
+      "position": [
+        1700,
+        560
+      ],
+      "credentials": {
+        "openAiApi": {
+          "id": "JJjD91oisPv9cs01",
+          "name": "OpenAi account"
+        }
+      }
+    },
+    {
+      "parameters": {},
+      "id": "d3e47e92-65f7-483c-a730-13bcb26b26c5",
+      "name": "Postgres Chat Memory",
+      "type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
+      "typeVersion": 1,
+      "position": [
+        1060,
+        520
+      ],
+      "notesInFlow": false,
+      "credentials": {
+        "postgres": {
+          "id": "tzFFADvpFiUtaZtb",
+          "name": "Supabase Postgres"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "options": {}
+      },
+      "id": "45a38eca-0093-4263-932a-b915b81909c4",
+      "name": "Recursive Character Text Splitter",
+      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
+      "typeVersion": 1,
+      "position": [
+        2020,
+        1200
+      ]
+    },
+    {
+      "parameters": {
+        "operation": "delete",
+        "tableId": "documents",
+        "filterType": "string",
+        "filterString": "=metadata->>file_id=like.*{{ $json.file_id }}*"
+      },
+      "id": "699533ea-e91e-4229-bd70-c9cb718411af",
+      "name": "Delete Old Doc Rows",
+      "type": "n8n-nodes-base.supabase",
+      "typeVersion": 1,
+      "position": [
+        1060,
+        880
+      ],
+      "alwaysOutputData": true,
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "assignments": {
+          "assignments": [
+            {
+              "id": "10646eae-ae46-4327-a4dc-9987c2d76173",
+              "name": "file_id",
+              "value": "={{ $json.id }}",
+              "type": "string"
+            }
+          ]
+        },
+        "options": {}
+      },
+      "id": "ec2f04ff-2824-4b0f-ac57-740a6a103f3d",
+      "name": "Set File ID",
+      "type": "n8n-nodes-base.set",
+      "typeVersion": 3.4,
+      "position": [
+        740,
+        880
+      ]
+    },
+    {
+      "parameters": {
+        "content": "## RAG AI Agent with Chat Interface",
+        "height": 464.8027193303974,
+        "width": 1397.1362723489267
+      },
+      "id": "12172aa3-12ff-46da-9883-c5bd45920259",
+      "name": "Sticky Note2",
+      "type": "n8n-nodes-base.stickyNote",
+      "typeVersion": 1,
+      "position": [
+        65.97988322897118,
+        220
+      ]
+    },
+    {
+      "parameters": {
+        "tableName": {
+          "__rl": true,
+          "value": "documents",
+          "mode": "list",
+          "cachedResultName": "documents"
+        },
+        "options": {
+          "queryName": "match_documents"
+        }
+      },
+      "id": "84b6ba04-1409-4eb8-8530-7fc5f450fae6",
+      "name": "Supabase Vector Store",
+      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
+      "typeVersion": 1,
+      "position": [
+        1540,
+        440
+      ],
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "options": {}
+      },
+      "id": "9606a05d-8ab1-4aeb-9855-a69c29c09fe0",
+      "name": "Respond to Webhook",
+      "type": "n8n-nodes-base.respondToWebhook",
+      "typeVersion": 1.1,
+      "position": [
+        1300,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "public": true,
+        "options": {}
+      },
+      "id": "64a6fef1-b254-4f39-9684-e29c9a4ff1b2",
+      "name": "When chat message received",
+      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
+      "typeVersion": 1.1,
+      "position": [
+        120,
+        300
+      ],
+      "webhookId": "21ffce44-9a14-4739-a143-808087431b7f"
+    },
+    {
+      "parameters": {
+        "assignments": {
+          "assignments": [
+            {
+              "id": "9a9a245e-f1a1-4282-bb02-a81ffe629f0f",
+              "name": "chatInput",
+              "value": "={{ $json?.chatInput || $('Webhook').item.json.body.chatInput }}",
+              "type": "string"
+            },
+            {
+              "id": "b80831d8-c653-4203-8706-adedfdb98f77",
+              "name": "sessionId",
+              "value": "={{ $json?.sessionId || $('Webhook').item.json.body.sessionId }}",
+              "type": "string"
+            }
+          ]
+        },
+        "options": {}
+      },
+      "id": "145612c9-aae5-4743-a0d2-085ce7741e5e",
+      "name": "Edit Fields",
+      "type": "n8n-nodes-base.set",
+      "typeVersion": 3.4,
+      "position": [
+        740,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "promptType": "define",
+        "text": "={{ $json.chatInput }}",
+        "options": {
+          "systemMessage": "You are a personal assistant who helps answer questions from a corpus of documents when you don't know the answer yourself."
+        }
+      },
+      "id": "2e950dc6-8be1-4067-a1d4-a6265f6cd6c0",
+      "name": "RAG AI Agent",
+      "type": "@n8n/n8n-nodes-langchain.agent",
+      "typeVersion": 1.6,
+      "position": [
+        960,
+        300
+      ]
+    },
+    {
+      "parameters": {
+        "mode": "insert",
+        "tableName": {
+          "__rl": true,
+          "value": "documents",
+          "mode": "list",
+          "cachedResultName": "documents"
+        },
+        "options": {
+          "queryName": "match_documents"
+        }
+      },
+      "id": "379f7875-c08e-4352-8958-7cf2606ba07c",
+      "name": "Insert into Supabase Vectorstore",
+      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
+      "typeVersion": 1,
+      "position": [
+        1900,
+        780
+      ],
+      "credentials": {
+        "supabaseApi": {
+          "id": "azIAMHxdSaq5XhoW",
+          "name": "Supabase account"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "url": "https://[YOUR SUPABASE PROJECT URL]/auth/v1/user",
+        "sendHeaders": true,
+        "headerParameters": {
+          "parameters": [
+            {
+              "name": "apikey",
+              "value": "YOUR_SUPABASE_API_KEY"
+            },
+            {
+              "name": "Authorization",
+              "value": "={{ $json.headers.authorization }}"
+            }
+          ]
+        },
+        "options": {}
+      },
+      "id": "bed3b947-0c39-47f1-9dd6-3032cc357624",
+      "name": "HTTP Request",
+      "type": "n8n-nodes-base.httpRequest",
+      "typeVersion": 4.2,
+      "position": [
+        340,
+        500
+      ]
+    },
+    {
+      "parameters": {
+        "conditions": {
+          "options": {
+            "caseSensitive": true,
+            "leftValue": "",
+            "typeValidation": "strict"
+          },
+          "conditions": [
+            {
+              "id": "2d5f1cb2-511d-48a3-952a-c7c5be7b3e61",
+              "leftValue": "={{ $json.email }}",
+              "rightValue": "",
+              "operator": {
+                "type": "string",
+                "operation": "notEmpty",
+                "singleValue": true
+              }
+            }
+          ],
+          "combinator": "and"
+        },
+        "options": {}
+      },
+      "id": "2dadff1f-6a4f-4f2b-8b02-a4b2a3a4c876",
+      "name": "If",
+      "type": "n8n-nodes-base.if",
+      "typeVersion": 2,
+      "position": [
+        540,
+        500
+      ]
+    },
+    {
+      "parameters": {
+        "options": {}
+      },
+      "id": "9af5a135-aa55-4d7d-8d92-22e4b5f3a8bb",
+      "name": "Respond with Error",
+      "type": "n8n-nodes-base.respondToWebhook",
+      "typeVersion": 1.1,
+      "position": [
+        740,
+        500
+      ]
+    },
+    {
+      "parameters": {
+        "httpMethod": "POST",
+        "path": "invoke-supabase-agent",
+        "responseMode": "responseNode",
+        "options": {}
+      },
+      "id": "dcdeeade-bfd1-47bb-a94c-e75f0060b41a",
+      "name": "Webhook",
+      "type": "n8n-nodes-base.webhook",
+      "typeVersion": 2,
+      "position": [
+        120,
+        500
+      ],
+      "webhookId": "33512ab3-8838-49a7-aaa1-90252504db01"
+    }
+  ],
+  "pinData": {},
+  "connections": {
+    "OpenAI Chat Model": {
+      "ai_languageModel": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_languageModel",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "OpenAI Chat Model1": {
+      "ai_languageModel": [
+        [
+          {
+            "node": "Retrieve Documents",
+            "type": "ai_languageModel",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Retrieve Documents": {
+      "ai_tool": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_tool",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Download File": {
+      "main": [
+        [
+          {
+            "node": "Extract Document Text",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "File Created": {
+      "main": [
+        [
+          {
+            "node": "Set File ID",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Embeddings OpenAI": {
+      "ai_embedding": [
+        [
+          {
+            "node": "Supabase Vector Store",
+            "type": "ai_embedding",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Extract Document Text": {
+      "main": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Embeddings OpenAI1": {
+      "ai_embedding": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "ai_embedding",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Default Data Loader": {
+      "ai_document": [
+        [
+          {
+            "node": "Insert into Supabase Vectorstore",
+            "type": "ai_document",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Postgres Chat Memory": {
+      "ai_memory": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "ai_memory",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Recursive Character Text Splitter": {
+      "ai_textSplitter": [
+        [
+          {
+            "node": "Default Data Loader",
+            "type": "ai_textSplitter",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Delete Old Doc Rows": {
+      "main": [
+        [
+          {
+            "node": "Download File",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Set File ID": {
+      "main": [
+        [
+          {
+            "node": "Delete Old Doc Rows",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "File Updated": {
+      "main": [
+        [
+          {
+            "node": "Set File ID",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Supabase Vector Store": {
+      "ai_vectorStore": [
+        [
+          {
+            "node": "Retrieve Documents",
+            "type": "ai_vectorStore",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "When chat message received": {
+      "main": [
+        [
+          {
+            "node": "Edit Fields",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Edit Fields": {
+      "main": [
+        [
+          {
+            "node": "RAG AI Agent",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "RAG AI Agent": {
+      "main": [
+        [
+          {
+            "node": "Respond to Webhook",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "HTTP Request": {
+      "main": [
+        [
+          {
+            "node": "If",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "If": {
+      "main": [
+        [
+          {
+            "node": "Edit Fields",
+            "type": "main",
+            "index": 0
+          }
+        ],
+        [
+          {
+            "node": "Respond with Error",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Webhook": {
+      "main": [
+        [
+          {
+            "node": "HTTP Request",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    }
+  },
+  "active": false,
+  "settings": {
+    "executionOrder": "v1"
+  },
+  "versionId": "b6084362-7eaa-41a2-b29b-5fb3ac58f7b2",
+  "meta": {
+    "templateCredsSetupCompleted": true,
+    "instanceId": "620f0d7e3114cb344761d7d45a21ef2a32096f91d8696e7057756042e1999e2c"
+  },
+  "id": "jfppAfyQOMf1B4Wd",
+  "tags": []
+}
\ No newline at end of file
diff --git a/n8n-streamlit-agent/n8n-streamlit-agent-basic-auth.py b/n8n-streamlit-agent/n8n-streamlit-agent-basic-auth.py
new file mode 100644
index 0000000..d339aff
--- /dev/null
+++ b/n8n-streamlit-agent/n8n-streamlit-agent-basic-auth.py
@@ -0,0 +1,59 @@
+import streamlit as st
+import requests
+import uuid
+
+# Constants
+WEBHOOK_URL = "YOUR_N8N_WEBHOOK_URL_HERE"
+BEARER_TOKEN = "YOUR_BEARER_TOKEN_HERE"
+
+def generate_session_id():
+    return str(uuid.uuid4())
+
+def send_message_to_llm(session_id, message):
+    headers = {
+        "Authorization": f"Bearer {BEARER_TOKEN}",
+        "Content-Type": "application/json"
+    }
+    payload = {
+        "sessionId": session_id,
+        "chatInput": message
+    }
+    response = requests.post(WEBHOOK_URL, json=payload, headers=headers)
+    if response.status_code == 200:
+        return response.json()["output"]
+    else:
+        return f"Error: {response.status_code} - {response.text}"
+
+def main():
+    st.title("Chat with LLM")
+
+    # Initialize session state
+    if "messages" not in st.session_state:
+        st.session_state.messages = []
+    if "session_id" not in st.session_state:
+        st.session_state.session_id = generate_session_id()
+
+    # Display chat messages
+    for message in st.session_state.messages:
+        with st.chat_message(message["role"]):
+            st.write(message["content"])
+
+    # User input
+    user_input = st.chat_input("Type your message here...")
+
+    if user_input:
+        # Add user message to chat history
+        st.session_state.messages.append({"role": "user", "content": user_input})
+        with st.chat_message("user"):
+            st.write(user_input)
+
+        # Get LLM response
+        llm_response = send_message_to_llm(st.session_state.session_id, user_input)
+
+        # Add LLM response to chat history
+        st.session_state.messages.append({"role": "assistant", "content": llm_response})
+        with st.chat_message("assistant"):
+            st.write(llm_response)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/n8n-streamlit-agent/n8n-streamlit-agent.py b/n8n-streamlit-agent/n8n-streamlit-agent.py
new file mode 100644
index 0000000..b7ee24e
--- /dev/null
+++ b/n8n-streamlit-agent/n8n-streamlit-agent.py
@@ -0,0 +1,118 @@
+import streamlit as st
+import requests
+import uuid
+from supabase import create_client, Client
+
+# Supabase setup
+SUPABASE_URL = "YOUR_SUPABASE_PROJECT_URL_HERE"
+SUPABASE_KEY = "YOUR_SUPABASE_ANONYMOUS_API_KEY_HERE"
+supabase: Client = create_client(SUPABASE_URL, SUPABASE_KEY)
+
+# Webhook URL (replace with your n8n webhook URL)
+WEBHOOK_URL = "YOUR_N8N_WEBHOOK_URL_HERE"
+
+def login(email: str, password: str):
+    try:
+        res = supabase.auth.sign_in_with_password({"email": email, "password": password})
+        return res
+    except Exception as e:
+        st.error(f"Login failed: {str(e)}")
+        return None
+
+def signup(email: str, password: str):
+    try:
+        res = supabase.auth.sign_up({"email": email, "password": password})
+        return res
+    except Exception as e:
+        st.error(f"Signup failed: {str(e)}")
+        return None
+
+def generate_session_id():
+    return str(uuid.uuid4())
+
+def init_session_state():
+    if "auth" not in st.session_state:
+        st.session_state.auth = None
+    if "session_id" not in st.session_state:
+        st.session_state.session_id = None
+    if "messages" not in st.session_state:
+        st.session_state.messages = []
+
+def display_chat():
+    for message in st.session_state.messages:
+        with st.chat_message(message["role"]):
+            st.markdown(message["content"])
+
+def handle_logout():
+    st.session_state.auth = None
+    st.session_state.session_id = None
+    st.session_state.messages = []
+    st.rerun()
+
+def auth_ui():
+    tab1, tab2 = st.tabs(["Login", "Sign Up"])
+    
+    with tab1:
+        email = st.text_input("Email", key="login_email")
+        password = st.text_input("Password", type="password", key="login_password")
+        if st.button("Login"):
+            auth = login(email, password)
+            if auth:
+                st.session_state.auth = auth
+                st.session_state.session_id = generate_session_id()
+                st.rerun()
+
+    with tab2:
+        email = st.text_input("Email", key="signup_email")
+        password = st.text_input("Password", type="password", key="signup_password")
+        if st.button("Sign Up"):
+            auth = signup(email, password)
+            if auth:
+                st.success("Sign up successful! Please log in.")
+
+def main():
+    st.title("AI Chat Interface")
+    init_session_state()
+
+    if st.session_state.auth is None:
+        auth_ui()
+    else:
+        st.sidebar.success(f"Logged in as {st.session_state.auth.user.email}")
+        st.sidebar.info(f"Session ID: {st.session_state.session_id}")
+
+        if st.sidebar.button("Logout"):
+            handle_logout()
+
+        display_chat()
+
+        if prompt := st.chat_input("What is your message?"):
+            st.session_state.messages.append({"role": "user", "content": prompt})
+            with st.chat_message("user"):
+                st.markdown(prompt)
+
+            # Prepare the payload
+            payload = {
+                "chatInput": prompt,
+                "sessionId": st.session_state.session_id
+            }
+            
+            # Get the access token from the session
+            access_token = st.session_state.auth.session.access_token
+            
+            # Send request to webhook
+            headers = {
+                "Authorization": f"Bearer {access_token}"
+            }
+            with st.spinner("AI is thinking..."):
+                response = requests.post(WEBHOOK_URL, json=payload, headers=headers)
+            
+            if response.status_code == 200:
+                ai_message = response.json().get("output", "Sorry, I couldn't generate a response.")
+                st.session_state.messages.append({"role": "assistant", "content": ai_message})
+                with st.chat_message("assistant"):
+                    st.markdown(ai_message)
+            else:
+                st.error(f"Error: {response.status_code} - {response.text}")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/n8n-streamlit-agent/prompts.txt b/n8n-streamlit-agent/prompts.txt
new file mode 100644
index 0000000..c703325
--- /dev/null
+++ b/n8n-streamlit-agent/prompts.txt
@@ -0,0 +1,19 @@
+Basic Streamlit + n8n Agent App without Authentication:
+
+```
+Create a basic Streamlit application with a chat interface to talk to an LLM. When a user enters a message, it is sent through a webhook with a hard coded bearer token to an n8n workflow that handles the user input and gives a response from the LLM.
+
+The payload for the POST request includes the sessionId for a randomly generated session ID you need to create, and chatInput which contains the user message. The response JSON has just a single key, output, which is the response from the LLM to display back to the user.
+```
+
+Streamlit App with Supabase Authentication:
+
+```
+Now update this Streamlit app to use Supabase for authentication. Have a tab for logging in and a tab for signing up when a user first enters the app.
+
+Use the user's Supabase token when authenticated as the bearer token for the webhook request to the n8n workflow.
+
+Have a left-side panel to display the user email and session ID.
+
+Do NOT include experimental Streamlit features to do things like refresh the page.
+```
\ No newline at end of file
diff --git a/n8n-streamlit-agent/requirements.txt b/n8n-streamlit-agent/requirements.txt
new file mode 100644
index 0000000..c421437
--- /dev/null
+++ b/n8n-streamlit-agent/requirements.txt
@@ -0,0 +1,70 @@
+aiohappyeyeballs==2.4.3
+aiohttp==3.10.8
+aiosignal==1.3.1
+altair==5.4.1
+annotated-types==0.7.0
+anyio==4.6.0
+async-timeout==4.0.3
+attrs==24.2.0
+blinker==1.8.2
+cachetools==5.5.0
+certifi==2024.8.30
+charset-normalizer==3.3.2
+click==8.1.7
+colorama==0.4.6
+deprecation==2.1.0
+exceptiongroup==1.2.2
+frozenlist==1.4.1
+gitdb==4.0.11
+GitPython==3.1.43
+gotrue==2.9.1
+h11==0.14.0
+h2==4.1.0
+hpack==4.0.0
+httpcore==1.0.5
+httpx==0.27.2
+hyperframe==6.0.1
+idna==3.10
+Jinja2==3.1.4
+jsonschema==4.23.0
+jsonschema-specifications==2023.12.1
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+mdurl==0.1.2
+multidict==6.1.0
+narwhals==1.9.0
+numpy==2.1.1
+packaging==24.1
+pandas==2.2.3
+pillow==10.4.0
+postgrest==0.17.0
+protobuf==5.28.2
+pyarrow==17.0.0
+pydantic==2.9.2
+pydantic_core==2.23.4
+pydeck==0.9.1
+Pygments==2.18.0
+python-dateutil==2.9.0.post0
+pytz==2024.2
+realtime==2.0.5
+referencing==0.35.1
+requests==2.32.3
+rich==13.9.1
+rpds-py==0.20.0
+six==1.16.0
+smmap==5.0.1
+sniffio==1.3.1
+storage3==0.8.0
+streamlit==1.38.0
+StrEnum==0.4.15
+supabase==2.8.1
+supafunc==0.6.0
+tenacity==8.5.0
+toml==0.10.2
+tornado==6.4.1
+typing_extensions==4.12.2
+tzdata==2024.2
+urllib3==2.2.3
+watchdog==4.0.2
+websockets==13.1
+yarl==1.13.1