Initial project setup for Telegram-to-Qdrant knowledge base.

Add unified n8n workflow, userbot ingestion script, and detailed README for running n8n with a separate Dockerized Telethon collector. Co-authored-by: Cursor <cursoragent@cursor.com>
2026-06-23 20:20:56 +03:00
commit a8d634f422
13 changed files with 1768 additions and 0 deletions
--- a/Native.json
+++ b/Native.json
@@ -0,0 +1,155 @@
+{
+  "name": "TG Fixed Native",
+  "nodes": [
+    {
+      "parameters": {
+        "mode": "insert",
+        "qdrantCollection": {
+          "__rl": true,
+          "value": "telegram_kb",
+          "mode": "list",
+          "cachedResultName": "telegram_kb"
+        },
+        "options": {}
+      },
+      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
+      "typeVersion": 1.3,
+      "position": [
+        512,
+        0
+      ],
+      "id": "e02cd3a1-a2b7-4177-b76a-87656ab74cac",
+      "name": "Qdrant Vector Store",
+      "credentials": {
+        "qdrantApi": {
+          "id": "gS1LJOMgnR7VJFRO",
+          "name": "QdrantApi account 2"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "jsonMode": "expressionData",
+        "jsonData": "={{ $json.text }}",
+        "options": {}
+      },
+      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
+      "typeVersion": 1.1,
+      "position": [
+        480,
+        208
+      ],
+      "id": "a09381bd-04dc-4273-8d6f-35c23b9177c5",
+      "name": "Default Data Loader"
+    },
+    {
+      "parameters": {
+        "jsCode": "const body = $input.item.json.body || {};\nconst meta = body.metadata || {};\nconst rawText = body.text || \"\";\n\nreturn {\n  json: {\n    text: `Пользователь ${meta.sender_name || 'Unknown'} (ID: ${meta.sender_id || '0'}) написал: ${rawText}`,\n    metadata: {\n      ...meta,\n      processed_at: new Date().toISOString()\n    }\n  }\n};"
+      },
+      "type": "n8n-nodes-base.code",
+      "typeVersion": 2,
+      "position": [
+        240,
+        0
+      ],
+      "id": "539d5c4b-067b-4491-b62c-ea3d555707d0",
+      "name": "Code"
+    },
+    {
+      "parameters": {
+        "model": "qwen3-embedding:8b"
+      },
+      "type": "@n8n/n8n-nodes-langchain.embeddingsOllama",
+      "typeVersion": 1,
+      "position": [
+        256,
+        208
+      ],
+      "id": "eab97058-b3f4-48d3-8da8-a0e6dd9359d5",
+      "name": "Embeddings Ollama",
+      "credentials": {
+        "ollamaApi": {
+          "id": "Uis7Bsdb0l1qDDL7",
+          "name": "Ollama account 2"
+        }
+      }
+    },
+    {
+      "parameters": {
+        "httpMethod": "POST",
+        "path": "tg-inbox",
+        "options": {}
+      },
+      "type": "n8n-nodes-base.webhook",
+      "typeVersion": 2.1,
+      "position": [
+        -16,
+        0
+      ],
+      "id": "316ab407-1f95-44dc-bc3c-fff1185ce301",
+      "name": "Webhook",
+      "webhookId": "d857e864-ed25-447f-84ef-27c63190fb93",
+      "notesInFlow": false
+    }
+  ],
+  "pinData": {},
+  "connections": {
+    "Code": {
+      "main": [
+        [
+          {
+            "node": "Qdrant Vector Store",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Embeddings Ollama": {
+      "ai_embedding": [
+        [
+          {
+            "node": "Qdrant Vector Store",
+            "type": "ai_embedding",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Default Data Loader": {
+      "ai_document": [
+        [
+          {
+            "node": "Qdrant Vector Store",
+            "type": "ai_document",
+            "index": 0
+          }
+        ]
+      ]
+    },
+    "Webhook": {
+      "main": [
+        [
+          {
+            "node": "Code",
+            "type": "main",
+            "index": 0
+          }
+        ]
+      ]
+    }
+  },
+  "active": true,
+  "settings": {
+    "executionOrder": "v1",
+    "binaryMode": "separate",
+    "availableInMCP": false
+  },
+  "versionId": "2e4668e1-305c-4de7-8537-11cfe20a8020",
+  "meta": {
+    "templateCredsSetupCompleted": true,
+    "instanceId": "96706479c2e398d2a4e75bb05002310bb6030e8268be45294cab77c6640a0fe6"
+  },
+  "id": "ILJJXfEmFW6KG6YZDjQWX",
+  "tags": []
+}