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Créer une solution automatisée de gestion des réponses clients multicanal

AIContent CreationResearchn8n

Gérer les réponses clients via plusieurs canaux (emails, réseaux sociaux, chatbots, formulaires) peut vite devenir un défi pour les équipes support. Une solution automatisée centralise toutes les interactions, attribue les demandes aux bons interlocuteurs et programme des réponses adaptées selon le canal utilisé. Les délais de réponse sont raccourcis, la satisfaction client augmente et l’historique de chaque échange est conservé pour une analyse fine des besoins. Ce dispositif contribue à fidéliser la clientèle, à détecter les axes d’amélioration et à optimiser le pilotage de la relation client sur le long terme.

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					{
  "id": "4Tq5HZBdETVe7jEb",
  "meta": {
    "instanceId": "2cb7a61f866faf57392b91b31f47e08a2b3640258f0abd08dd71f087f3243a5a",
    "templateCredsSetupCompleted": true
  },
  "name": "u26a1AI-Powered YouTube Playlist & Video Summarization and Analysis v2",
  "tags": [],
  "nodes": [
    {
      "id": "505077d1-a2e4-4b0d-99d6-756940022c3d",
      "name": "Google Gemini Chat Model1",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        -440,
        -40
      ],
      "parameters": {
        "options": {},
        "modelName": "models/gemini-2.0-pro-exp"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "5da369db-b801-4653-888d-0e6042620298",
      "name": "Handle Queries",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -160,
        -280
      ],
      "parameters": {
        "text": "={{ $('Chat').item.json.chatInput }}",
        "options": {
          "systemMessage": "=You are an intelligent assistant that can respond to queries related to the content of a Youtube Playlist or a single Video.nn# YOUR TASKnDecide if the user has provided the info required and reply accordingly. If there is no url in context you have to suggest the user to provide one. nnn1. If the user provided a YouTube Playlist or Video URL: reply in structured markdown format to the user based on the formulated questions and context. Assume the user is here because they don't won't / have time to watch such videos so:n- Use the tool called `chat_playlist_data`, which can analyze YouTube videos. Use this tool effectively to process video content and generate structured summaries.n- Your answers needs to be exhaustive and minimise bullet pointsn- Be verbose in your responsenn2. 1. If the user provided a YouTube Playlist or Video URL:n- Do not ask for more specific details - always try to summarize the videos with the data from the tool `chat_playlist_data`n- Never reply "already provided a detailed summary" - always try to summarize again the videos with more info from the tool `chat_playlist_data` - even if you have already provided the data before (so repeat yourself).nn3. If the user HAS NOT provided a YouTube Playlist URL or a invaid URL: gently invite the user to provide the URL so you can process it. nn# Rulesnn## YouTube Playlist URL Definitionn- A URL from www.youtube.com or youtube.com.n- Contains the query parameter `list=` followed by a playlist ID.n- Example: https://www.youtube.com/playlist?list=PLXXXXXX (where PLXXXXXX is the playlist ID).nn## YouTube Video URL Definitionn- A URL from www.youtube.com, youtube.com, or youtu.be.n- For www.youtube.com or youtube.com, it contains the query parameter `v=` followed by a video ID.n- For youtu.be, it follows the format https://youtu.be/VIDEO_ID.n- Examples:n  - https://www.youtube.com/watch?v=VIDEO_ID (where VIDEO_ID is the video ID).n  - https://youtu.be/VIDEO_IDn- Does NOT have a query parameter `list=`nn# Contextn{n  "intent": {{ $('Default Intent').item.json.output?.intent || "NONE" }},n  "url": {{ $('Default Intent').item.json.output?.url || "" }},n  "id": {{ $('Default Intent').item.json.output?.id || "" }},n  "limit": {{ $('Default Intent').item.json.output?.limit || 0 }},n  "status": {{ $('Default Intent').item.json.output?.status || 'PENDING' }}n}"
        },
        "promptType": "define"
      },
      "typeVersion": 1.7
    },
    {
      "id": "866bf387-3482-4615-94d5-fd72d5db21da",
      "name": "Split Out",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        1380,
        -200
      ],
      "parameters": {
        "include": "selectedOtherFields",
        "options": {},
        "fieldToSplitOut": "transcript",
        "fieldsToInclude": "youtubeId"
      },
      "typeVersion": 1
    },
    {
      "id": "359404ce-4bc9-4e4d-9a26-22b9f9b176c9",
      "name": "Summarize & Analyze Transcript",
      "type": "@n8n/n8n-nodes-langchain.chainLlm",
      "position": [
        660,
        540
      ],
      "parameters": {
        "text": "=Please analyze the given text and create a structured summary following these guidelines:nn1. Break down the content into main topics using Level 2 headers (##)n2. Under each header:n   - List only the most essential concepts and key pointsn   - Use bullet points for clarityn   - Keep explanations concisen   - Preserve technical accuracyn   - Highlight key terms in boldn3. Format requirements:n   - Use markdown formattingn   - Keep bullet points simple (no nesting)n   - Bold important terms using **term**n   - Use tables for comparisonsn   - Include relevant technical detailsnnPlease provide a clear, structured summary that captures the core concepts while maintaining technical accuracy.nn**Make sure the summary is 300-400 max characters long.**nnInclude metadata such as video number, id, and title in the summary.nn**Here is the text**nnVideo number: {{ $json.video_number }}nTitle: {{ $json.title }}nYoutube ID: {{ $json.youtubeId }}nTranscript:n{{ $json.transcript_text }}",
        "promptType": "define"
      },
      "typeVersion": 1.4
    },
    {
      "id": "036765df-6da4-4430-bcea-af4066fb7c24",
      "name": "Concatenate",
      "type": "n8n-nodes-base.summarize",
      "position": [
        1700,
        -200
      ],
      "parameters": {
        "options": {},
        "fieldsToSplitBy": "youtubeId",
        "fieldsToSummarize": {
          "values": [
            {
              "field": "transcript.text",
              "separateBy": " ",
              "aggregation": "concatenate"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "9152725c-15ca-41a0-8f98-108834e0c8be",
      "name": "Split Out1",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        660,
        40
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "videos"
      },
      "typeVersion": 1
    },
    {
      "id": "fee0e045-614a-41f0-ac75-051dff773e77",
      "name": "Limit",
      "type": "n8n-nodes-base.limit",
      "position": [
        860,
        40
      ],
      "parameters": {
        "maxItems": "={{ $('Update Context Intent').item.json.output.limit }}"
      },
      "typeVersion": 1
    },
    {
      "id": "a691c1c7-d8c4-4eab-861b-f7cfcbeb0fc8",
      "name": "Qdrant Vector Store",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        1680,
        480
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $('Update Context Intent').first().json.output.id }}"
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "mb8rw8tmUeP6aPJm",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "c3949e8f-0deb-4106-aaa5-e64403024243",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1800,
        860
      ],
      "parameters": {
        "options": {},
        "chunkSize": 1200,
        "chunkOverlap": 200
      },
      "typeVersion": 1
    },
    {
      "id": "a3b23c6b-14c0-4805-8220-7c6166268276",
      "name": "Embeddings Google Gemini",
      "type": "@n8n/n8n-nodes-langchain.embeddingsGoogleGemini",
      "position": [
        1660,
        700
      ],
      "parameters": {
        "modelName": "models/text-embedding-004"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "6f4ee00d-dcdc-4468-9713-115912c1e571",
      "name": "Google Gemini Chat Model2",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        640,
        740
      ],
      "parameters": {
        "options": {},
        "modelName": "models/gemini-2.0-flash"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "75442631-512e-4b0e-a5a8-ed3e3a3e1f94",
      "name": "Embeddings Google Gemini1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsGoogleGemini",
      "position": [
        -120,
        320
      ],
      "parameters": {
        "modelName": "models/text-embedding-004"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "c33ceeca-9bf0-4dd2-b8df-fc2a1ccdf512",
      "name": "Chat",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -2780,
        -460
      ],
      "webhookId": "e66183cc-1eed-4968-b34b-bcecf1bb55e8",
      "parameters": {
        "public": true,
        "options": {
          "loadPreviousSession": "notSupported"
        },
        "initialMessages": "Hi there! ud83dudc4bnPlease provide a URL of a Youtube playlist you would like me to analise."
      },
      "typeVersion": 1.1
    },
    {
      "id": "06bb2dfd-027c-4902-9559-2de080f6c145",
      "name": "Video Titles",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        1160,
        40
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "id,title"
      },
      "typeVersion": 1
    },
    {
      "id": "d9bbdda2-ef26-4b6c-94d0-7542f88f1530",
      "name": "Merge",
      "type": "n8n-nodes-base.merge",
      "position": [
        1700,
        20
      ],
      "parameters": {
        "mode": "combineBySql",
        "query": "SELECT n  ROW_NUMBER() AS video_number,n  input1.youtubeId, input2.title, input1.concatenated_transcript_text as transcript_text FROM input1 LEFT JOIN input2 ON input1.youtubeId = input2.id"
      },
      "typeVersion": 3
    },
    {
      "id": "e6febdb9-370b-478d-b470-d6c2d3314d7b",
      "name": "Edit Fields",
      "type": "n8n-nodes-base.set",
      "position": [
        980,
        540
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "b5e935c5-4973-40a3-adb9-fa76904d2ed9",
              "name": "video_number",
              "type": "number",
              "value": "={{ $('Merge').item.json.video_number }}"
            },
            {
              "id": "e98f417d-123f-4a85-b2f7-64430e7b0250",
              "name": "youtubeId",
              "type": "string",
              "value": "={{ $('Merge').item.json.youtubeId }}"
            },
            {
              "id": "d0ced7fd-c9a3-4a09-bf09-e4b5e45dd03d",
              "name": "title",
              "type": "string",
              "value": "={{ $('Merge').item.json.title }}"
            },
            {
              "id": "31a80e6d-9b02-4d21-b888-1a00c036a04b",
              "name": "summary",
              "type": "string",
              "value": "={{ $json.text }}"
            },
            {
              "id": "ef12f3f2-3d63-4e78-835f-7da004393a07",
              "name": "transcript_text",
              "type": "string",
              "value": "={{ $('Merge').item.json.transcript_text }}"
            },
            {
              "id": "afa841e2-6f8b-4b27-9f28-10368ee32c2e",
              "name": "playlistId",
              "type": "string",
              "value": "={{ $('Update Context Intent').first().json.output.id }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "2736a1e6-a982-4f60-aa8d-658e9a3e9193",
      "name": "AI Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        2720,
        480
      ],
      "parameters": {
        "text": "=Please analyze the given "Transcript summary" and create a full summary overview, following the below guidelines.nn1. Provide a full descriptive break down of the content of each video. Assume the user does not won't or have time to watch such videos, so:n- Your summary needs to be exhaustive, descriptive, and minimise bullet pointsn- Your summary needs to captures all the core concepts while maintaining technical accuracyn- Your summary will be verbosenn2. Consider that the intent of the user is not to watch the videos but rather have all the content required and summaries from on the "Transcript summary".nn3. Use the tool called `chat_playlist_data`, which can analyze YouTube videos. Use this tool effectively to process video content and generate structured summaries.nnUser message:n{{ $('Chat').item.json.chatInput }}nnTranscript summary:n{{ $('Full Summary').item.json.concatenated_summary }}",
        "agent": "conversationalAgent",
        "options": {},
        "promptType": "define"
      },
      "executeOnce": true,
      "typeVersion": 1.7
    },
    {
      "id": "cf1e5c50-9c89-465f-beca-482cbd9affba",
      "name": "Google Gemini Chat Model4",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        2520,
        720
      ],
      "parameters": {
        "options": {},
        "modelName": "models/gemini-2.0-flash"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "1cbcec5e-b58c-4fce-b944-08c47a7385db",
      "name": "Delete Collection",
      "type": "n8n-nodes-base.httpRequest",
      "onError": "continueRegularOutput",
      "position": [
        1340,
        480
      ],
      "parameters": {
        "url": "=https://3114dbb7-bd13-4807-8815-c3c8784f66d6.eu-west-1-0.aws.cloud.qdrant.io/collections/{{ $('Update Context Intent').first().json.playlistID }}/points/delete",
        "method": "POST",
        "options": {},
        "jsonBody": "{n  "filter": {}n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        },
        "nodeCredentialType": "qdrantApi"
      },
      "credentials": {
        "qdrantApi": {
          "id": "mb8rw8tmUeP6aPJm",
          "name": "QdrantApi account"
        }
      },
      "executeOnce": true,
      "typeVersion": 4.2
    },
    {
      "id": "16d7eaec-1d98-42dd-89aa-2681a9d1697d",
      "name": "Default Data Loader",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        1820,
        700
      ],
      "parameters": {
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "video_number",
                "value": "={{ $input.item.json.video_number }}"
              },
              {
                "name": "=youtubeId",
                "value": "={{ $input.item.json.youtubeId }}"
              },
              {
                "name": "summary",
                "value": "={{ $input.item.json.summary }}"
              },
              {
                "name": "title",
                "value": "={{ $input.item.json.title }}"
              },
              {
                "name": "playlistId",
                "value": "={{ $input.item.json.playlistId }}"
              }
            ]
          }
        }
      },
      "typeVersion": 1
    },
    {
      "id": "d3bc9db2-7618-46fd-b825-2cc0ad45fc22",
      "name": "Chat Buffer Memory",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        -260,
        -40
      ],
      "parameters": {
        "sessionKey": "={{ $('Chat').item.json.sessionId }}",
        "sessionIdType": "customKey",
        "contextWindowLength": 10
      },
      "typeVersion": 1.3
    },
    {
      "id": "fb55b13f-880f-404c-9446-9f8a238c8a5c",
      "name": "Full Summary",
      "type": "n8n-nodes-base.summarize",
      "position": [
        2520,
        480
      ],
      "parameters": {
        "options": {},
        "fieldsToSummarize": {
          "values": [
            {
              "field": "summary",
              "separateBy": "n",
              "aggregation": "concatenate"
            }
          ]
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "efc2fc99-c738-425e-9ee1-669e378e197f",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -560,
        -400
      ],
      "parameters": {
        "color": 7,
        "width": 1080,
        "height": 900,
        "content": "## RAG & Reply to User Queryn- Retrieves and provides answers to user queries combining retrieval-augmented generation.n- Processes messages without specific routing rules.n     "
      },
      "typeVersion": 1
    },
    {
      "id": "0040adf6-2cfc-4b79-ba81-b76740bfd158",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        560,
        -400
      ],
      "parameters": {
        "color": 7,
        "width": 1380,
        "height": 700,
        "content": "## Fetch and prepare Playlist video transcripts data for processing n- Collects and organizes playlist video transcripts.n- Prepares data for analysis and summarization."
      },
      "typeVersion": 1
    },
    {
      "id": "59b29fc5-5d88-40c0-a273-9dc71d9f009e",
      "name": "Chat Buffer Memory1",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        2700,
        720
      ],
      "parameters": {
        "sessionKey": "={{ $('Chat').item.json.sessionId }}",
        "sessionIdType": "customKey",
        "contextWindowLength": 10
      },
      "typeVersion": 1.3
    },
    {
      "id": "afb6f6be-d299-402e-a9c6-2c60fbf4974e",
      "name": "YouTube Transcript",
      "type": "n8n-nodes-youtube-transcription-dmr.youtubeTranscripter",
      "position": [
        1160,
        -200
      ],
      "parameters": {
        "videoId": "={{ $json.id }}",
        "continueOnFail": true
      },
      "typeVersion": 1
    },
    {
      "id": "9a43eb4a-9d4c-4fce-b19c-94485aa8af76",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        560,
        340
      ],
      "parameters": {
        "color": 7,
        "width": 640,
        "height": 700,
        "content": "## Summarize & Analyze Transcriptn- Creates summarized data from transcripts."
      },
      "typeVersion": 1
    },
    {
      "id": "676677f0-3dae-4873-a449-92930ced534e",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1240,
        340
      ],
      "parameters": {
        "color": 7,
        "width": 980,
        "height": 700,
        "content": "## Store Embeddingsn- Saves embedded data for future use.n- Updates current context to maintain the flow of the conversation.     "
      },
      "typeVersion": 1
    },
    {
      "id": "9ecd4d0d-b8bd-4a5d-981f-49fa515c17be",
      "name": "Sticky Note6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2260,
        340
      ],
      "parameters": {
        "color": 7,
        "width": 940,
        "height": 880,
        "content": "## First Summary Analysisn- Conducts initial analysis of summarized data.n- Return to the user insights from processed transcripts."
      },
      "typeVersion": 1
    },
    {
      "id": "45ae8377-0848-45fb-a7a3-aba8d44e3d35",
      "name": "Message Intent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "onError": "continueRegularOutput",
      "position": [
        -2260,
        -460
      ],
      "parameters": {
        "text": "= {{ $('Chat').item.json.chatInput }}",
        "options": {
          "systemMessage": "=**# YOUR TASK:**nPlease analyze the user's message and decide if the user has provided the info required - and ALWAYS reply using the **Output format** defined below.nn# Output formatnYou use the following JSON structure to reply, don't include anything else, and alway inlude all the fields:n```n{n  "intent": PLAYLIST|VIDEO|NONE,n  "url": Youtube Playlist or Video URL or empty string,n  "id": Youtube Playlist or Video ID or empty string,n  "limit": number, default 0,n  "status": Previous context status `{{ $json.context_intent?.status }}` or "PENDING"n}n```nn## INTENT field GUIDELINES:nn**Respond with "PLAYLIST" if:**n- The messsage contains a valid Youtube Playlist URLnn**Respond with "VIDEO" if:**n- The messsage contains a valid Youtube Video URLnn**Respond with "NONE" if:**n- The messsage does not contains a valid Youtube Playlist or Video URLnn## LIMIT field GUIDELINE:nIf the "Previous Context" intent or the current intent is a Playlist: Based on current or most recent user message, check if there is an indication of how many videos to process, otherwise default to 0.nn## STATUS field GUIDELINEnIf intent is a Playlist or Video and _different_ from the the "Previous Context" then use "PENDING" since the user intent is to run a new process. Otherwise use the "Previous Context" status value.nnn# Rules for Playlist and Videonn## YouTube Playlist URL Definitionn- A URL from www.youtube.com or youtube.com.n- Contains the query parameter `&list=` followed by a playlist ID.n- Example: https://www.youtube.com/...&list=PLXXXXXX (where PLXXXXXX is the playlist ID).nn## YouTube Video URL Definitionn- A URL from www.youtube.com, youtube.com, or youtu.be.n- For www.youtube.com or youtube.com, it contains the query parameter `v=` followed by a video ID.n- For youtu.be, it follows the format https://youtu.be/VIDEO_ID.n- Examples:n  - https://www.youtube.com/watch?v=VIDEO_ID (where VIDEO_ID is the video ID).n  - https://youtu.be/VIDEO_IDn- IMPORTANT: YouTube Video URL **Does NOT have a query parameter `list=`**nnn# Previous Contextn{{ JSON.stringify($json.context_intent) }}n"
        },
        "promptType": "define",
        "hasOutputParser": true
      },
      "retryOnFail": true,
      "typeVersion": 1.7,
      "alwaysOutputData": true
    },
    {
      "id": "a29403f0-ed5c-465c-a43d-84e8dee69662",
      "name": "Structured Output Parser1",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        -2020,
        -220
      ],
      "parameters": {
        "jsonSchemaExample": "{n  "intent": "PLAYLIST|VIDEO|NONE",n  "url": "Youtube Playlist or Video URL or empty string,",n  "id": "Youtube Playlist or Video ID or empty string,",n  "limit": "number of playlist videos to process or 0",n  "status": "PENDING|READY|DONE"n}"
      },
      "typeVersion": 1.2
    },
    {
      "id": "b3f43325-aa7b-47f3-8bbb-e27fa0c44a1e",
      "name": "Update Context Intent",
      "type": "n8n-nodes-base.redis",
      "position": [
        -1160,
        -640
      ],
      "parameters": {
        "key": "=context_intent_{{ $('Chat').item.json.sessionId }}",
        "value": "=intent {{ $('Process Status').item.json.output?.intent || null }} url {{ $('Process Status').item.json.output?.url || "" }} id {{ $('Process Status').item.json.output?.id || "" }} limit {{ $('Process Status').item.json.output?.limit || 0 }} status {{ $('Process Status').item.json.output?.status || 'PENDING'  }}",
        "keyType": "hash",
        "operation": "set",
        "valueIsJSON": false
      },
      "credentials": {
        "redis": {
          "id": "mA0f9F1ROUThyrRW",
          "name": "Redis account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "9c296501-049c-44b5-ae8d-8dda2c523278",
      "name": "Get Previous Context Intent",
      "type": "n8n-nodes-base.redis",
      "onError": "continueRegularOutput",
      "position": [
        -2440,
        -460
      ],
      "parameters": {
        "key": "=context_intent_{{ $('Chat').item.json.sessionId }}",
        "keyType": "hash",
        "options": {
          "dotNotation": false
        },
        "operation": "get",
        "valueIsJSON": false,
        "propertyName": "context_intent"
      },
      "credentials": {
        "redis": {
          "id": "mA0f9F1ROUThyrRW",
          "name": "Redis account"
        }
      },
      "typeVersion": 1,
      "alwaysOutputData": true
    },
    {
      "id": "9499d9f2-7d6d-432b-bdde-b4b98b90b224",
      "name": "Route Message Intent",
      "type": "n8n-nodes-base.switch",
      "position": [
        -1700,
        -460
      ],
      "parameters": {
        "rules": {
          "values": [
            {
              "outputKey": "PROCESS",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "44e008af-4a1a-429d-adb6-039e74b643a6",
                    "operator": {
                      "type": "boolean",
                      "operation": "true",
                      "singleValue": true
                    },
                    "leftValue": "={{ n  ($json.output.intent == "VIDEO" || $json.output.intent == "PLAYLIST")n  && $json.output.status != "DONE" n}}",
                    "rightValue": "/PLAYLIST|VIDEO/"
                  }
                ]
              },
              "renameOutput": true
            },
            {
              "outputKey": "QUERY",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "12641857-945d-4470-968e-f3f805bfe1cd",
                    "operator": {
                      "type": "boolean",
                      "operation": "true",
                      "singleValue": true
                    },
                    "leftValue": "={{ n  $json.output.intent == "NONE" || $json.output.status == "DONE"n}}",
                    "rightValue": "NONE"
                  }
                ]
              },
              "renameOutput": true
            }
          ]
        },
        "options": {
          "fallbackOutput": "extra"
        }
      },
      "typeVersion": 3.2
    },
    {
      "id": "dfd329e8-98b1-4ae8-8cc1-a1a5215b1c09",
      "name": "Process Status",
      "type": "n8n-nodes-base.code",
      "position": [
        -1340,
        -640
      ],
      "parameters": {
        "jsCode": "// Loop over input items and add a new field called 'myNewField' to the JSON of each onenif ($input.last().json.output.intent == 'VIDEO') {n  $input.last().json.output.status = 'READY'n}nnelse if ($input.last().json.output.intent == 'PLAYLIST' && parseInt($input.last().json.output.limit) > 0) {n  $input.last().json.output.status = 'READY'n}nnelse {n  $input.last().json.output = {n    intent: $('Default Intent').first().json.output.intent,n    url: $('Default Intent').first().json.output.url,n    id: $('Default Intent').first().json.output.id,n    limit: $('Default Intent').first().json.output.limit,n    status: 'PENDING',n  }n}nnnreturn $input.all();"
      },
      "typeVersion": 2
    },
    {
      "id": "c84c21c6-0948-4628-b7a8-7cd2a5602cdc",
      "name": "Simple Memory",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        -2180,
        -220
      ],
      "parameters": {
        "sessionKey": "=intent_{{ $('Chat').item.json.sessionId }}",
        "sessionIdType": "customKey"
      },
      "typeVersion": 1.3
    },
    {
      "id": "8ad2e1d1-b657-47cd-afa5-4fc49dc7e0e6",
      "name": "Simple Memory3",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        1040,
        -1180
      ],
      "parameters": {
        "sessionKey": "=pl_n_{{ $('Chat').item.json.sessionId }}",
        "sessionIdType": "customKey"
      },
      "typeVersion": 1.3
    },
    {
      "id": "cf4d7c73-d9b1-42da-9ccc-6abccde4110c",
      "name": "Sticky Note7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2540,
        -620
      ],
      "parameters": {
        "color": 7,
        "width": 1080,
        "height": 580,
        "content": "## Message intent routingn- Retrieves the previous context for continuity.n- Ensures data integrity before processing.n- Routes incoming messages based on intent.n     "
      },
      "typeVersion": 1
    },
    {
      "id": "c0ecf826-b803-421a-aa2a-cb713131fbb7",
      "name": "Google Gemini Chat Model6",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        -2340,
        -220
      ],
      "parameters": {
        "options": {},
        "modelName": "models/gemini-2.0-flash-lite"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "513a8c71-e982-47df-87bd-1e3d3ae9c613",
      "name": "Sticky Note9",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1420,
        -1020
      ],
      "parameters": {
        "color": 7,
        "width": 460,
        "height": 580,
        "content": "## Update Contextn- Updates any issues detected in the context.n- Prepares data for workflow progression.n     "
      },
      "typeVersion": 1
    },
    {
      "id": "d4a9d7aa-dfee-418f-900a-9649f0405861",
      "name": "Sticky Note10",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        800,
        -1480
      ],
      "parameters": {
        "color": 7,
        "width": 480,
        "height": 460,
        "content": "## Ask number of Playlist videos to process"
      },
      "typeVersion": 1
    },
    {
      "id": "f89481a4-64a2-4895-821f-effe48f7d331",
      "name": "Numb of Videos",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        900,
        -1380
      ],
      "parameters": {
        "text": "={{ $('Chat').item.json.chatInput }}",
        "options": {
          "systemMessage": "=**Objective:**nnWe are here because the user wants to analyse a playlist in context, but we are missing how many videos he would like to process. Please reply to the user asking user to provide a number.nn## Contextn{{ JSON.stringify($json.output) }}"
        },
        "promptType": "define"
      },
      "typeVersion": 1.7
    },
    {
      "id": "bb8fa898-4953-4148-8339-2d205b86fc91",
      "name": "Default Intent",
      "type": "n8n-nodes-base.code",
      "position": [
        -1920,
        -460
      ],
      "parameters": {
        "jsCode": "if(n  ($('Message Intent').first().json?.output?.intent == 'NONE' n     || Object.keys($('Message Intent').first().json?.output || {}).length == 0)n  && Object.keys($('Get Previous Context Intent').first().json.context_intent).length > 0n) {n  //use prev context intentn  if(!$input.first().json.output) {n    $input.first().json.output = {}n  }n  $input.first().json.output.intent = $('Get Previous Context Intent').first().json.context_intent?.intent || "NONE";n  $input.first().json.output.url = $('Get Previous Context Intent').first().json.context_intent?.url || "";n  $input.first().json.output.id = $('Get Previous Context Intent').first().json.context_intent?.id || "";n  $input.first().json.output.limit = $('Get Previous Context Intent').first().json.context_intent?.limit || 0;n  $input.first().json.output.status = $('Get Previous Context Intent').first().json.context_intent?.status || "PENDING";n} else {n  // $input.first().json.output.intent = $('Message Intent').first().json.context_intent?.intent || "NONE";n  // $input.first().json.output.url = $('Message Intent').first().json.context_intent?.url || "";n  // $input.first().json.output.id = $('Message Intent').first().json.context_intent?.id || "";n  // $input.first().json.output.limit = $('Message Intent').first().json.context_intent?.limit || 0;n  // $input.first().json.output.status = $('Message Intent').first().json.context_intent?.status || "PENDING";n}nn// else use message intentnnreturn $input.all();"
      },
      "typeVersion": 2
    },
    {
      "id": "0f1d1bb6-22c0-4b65-beaf-eaf4401d7550",
      "name": "Playlist Limit",
      "type": "n8n-nodes-base.if",
      "position": [
        160,
        -860
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "6ee01f0a-9533-4fb3-b023-cfcc422d9011",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "={{ $('Process Status').item.json.output.intent }}",
              "rightValue": "PLAYLIST"
            },
            {
              "id": "e9575bb2-3c60-498b-b2c7-436b62e5195c",
              "operator": {
                "type": "number",
                "operation": "lte"
              },
              "leftValue": "={{ parseInt($('Process Status').item.json.output.limit) }}",
              "rightValue": 0
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "083c17aa-de83-4f3c-8d71-f665903ce3d5",
      "name": "Playlist or Video",
      "type": "n8n-nodes-base.switch",
      "position": [
        160,
        -640
      ],
      "parameters": {
        "rules": {
          "values": [
            {
              "outputKey": "VIDEO",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "cc3ec644-7c3d-4d9f-b7a7-89b85824e3e3",
                    "operator": {
                      "name": "filter.operator.equals",
                      "type": "string",
                      "operation": "equals"
                    },
                    "leftValue": "={{ $('Route Message Intent').item.json.output.intent }}",
                    "rightValue": "VIDEO"
                  }
                ]
              },
              "renameOutput": true
            },
            {
              "outputKey": "PLAYLIST",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "33beac83-b96b-4e76-9d18-e22df163ea4d",
                    "operator": {
                      "type": "string",
                      "operation": "equals"
                    },
                    "leftValue": "={{ $('Route Message Intent').item.json.output.intent }}",
                    "rightValue": "PLAYLIST"
                  }
                ]
              },
              "renameOutput": true
            }
          ]
        },
        "options": {}
      },
      "typeVersion": 3.2
    },
    {
      "id": "0626bc2d-9e3a-4a4f-a331-62e8b6c69840",
      "name": "Get Fields for Summary",
      "type": "n8n-nodes-base.code",
      "position": [
        2340,
        480
      ],
      "parameters": {
        "jsCode": "return $('Edit Fields').all();"
      },
      "typeVersion": 2
    },
    {
      "id": "4aaaed18-ce90-4296-aba2-b5fa9492655d",
      "name": "Update Context Process Done1",
      "type": "n8n-nodes-base.redis",
      "position": [
        2040,
        480
      ],
      "parameters": {
        "key": "=context_intent_{{ $('Chat').first().json.sessionId }}",
        "value": "=intent {{ $('Process Status').first().json.output?.intent || null }} url {{ $('Process Status').first().json.output?.url || "" }} id {{ $('Process Status').first().json.output?.id || "" }} limit {{ $('Process Status').first().json.output?.limit || 0 }} status DONE",
        "keyType": "hash",
        "operation": "set",
        "valueIsJSON": false
      },
      "credentials": {
        "redis": {
          "id": "mA0f9F1ROUThyrRW",
          "name": "Redis account"
        }
      },
      "executeOnce": true,
      "typeVersion": 1
    },
    {
      "id": "d3f71d59-a158-43e2-bfbd-a3bec20dea5b",
      "name": "Google Gemini Chat Model8",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        880,
        -1180
      ],
      "parameters": {
        "options": {},
        "modelName": "models/gemini-2.0-flash-thinking-exp"
      },
      "credentials": {
        "googlePalmApi": {
          "id": "2zwuT5znDglBrUCO",
          "name": "Google Gemini(PaLM) Api account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "fa6b8a79-436e-4742-9732-cd5c1b2d3c88",
      "name": "Playlist HTTP Request",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        660,
        -200
      ],
      "parameters": {
        "url": "={{ $('Update Context Intent').item.json.output.url }}",
        "options": {}
      },
      "typeVersion": 4.2
    },
    {
      "id": "99d6da96-8983-4e7d-8343-b9ac975f5d20",
      "name": "YouTube Transcript1",
      "type": "n8n-nodes-youtube-transcription-dmr.youtubeTranscripter",
      "position": [
        1200,
        -860
      ],
      "parameters": {
        "videoId": "={{ $('Update Context Intent').item.json.output.id }}",
        "continueOnFail": true
      },
      "typeVersion": 1
    },
    {
      "id": "41a07802-3fba-42fa-8482-f526a7e1b173",
      "name": "Video HTTP Request",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        900,
        -860
      ],
      "parameters": {
        "url": "={{ $('Update Context Intent').item.json.output.url }}",
        "options": {}
      },
      "typeVersion": 4.2
    },
    {
      "id": "02103114-9c22-49b1-9dee-746b84cdef66",
      "name": "Get Title and Desc",
      "type": "n8n-nodes-base.code",
      "position": [
        1200,
        -640
      ],
      "parameters": {
        "jsCode": "/**n * This code node contains a modified version of play-dl,n * which is licensed under the GNU General Public License Version 3 (GPLv3).n *n * Original Library Name: play-dln * Original Library Source: https://github.com/play-dl/play-dl/tree/mainn * Original Library License: GNU General Public License Version 3 (GPLv3)n * (See: https://www.gnu.org/licenses/gpl-3.0.en.html)n *n * Modifications were made to the original library for use within this N8N workflow.n * These modifications are also licensed under the GNU General Public License Version 3 (GPLv3).n *n * This program is distributed in the hope that it will be useful,n * but WITHOUT ANY WARRANTY; without even the implied warranty ofn * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See then * GNU General Public License for more details.n *n * You should have received a copy of the GNU General Public Licensen * along with this program.  If not, see .n */nnn/**n * Basic function to get specific data (title, description, duration)n * from pre-fetched HTML body data of a YouTube video page.n * Assumes the HTML body is passed as the first argument.n *n * @param {string} body HTML body data of the YouTube video page.n * @param {string} video_id YouTube video ID.n * @param {string} url YouTube video URL.n * @returns {Promise} Video Basic Info.n * @throws {Error} If video ID cannot be extracted, captcha is detected,n * or necessary data cannot be parsed.n */nasync function video_basic_info(body, video_id, url) {n  // --- Input Validation ---n  if (typeof body !== 'string') {n    throw new Error('body parameter must be a string of HTML');n  }n  if (typeof video_id !== 'string' || !video_id.trim()) {n    throw new Error('video_id parameter must be a non-empty string');n  }n  if (typeof url !== 'string' || !url.trim()) {n    throw new Error('url parameter must be a non-empty URL string');n  }nn  // --- Captcha Check ---n  // Added check for consent page as welln  if (body.includes('Our systems have detected unusual traffic') || body.includes('consent.google.com')) {n    throw new Error('Captcha or Consent page encountered: YouTube likely requires interaction or detected bot-like activity.');n  }nn  // --- Extract Player Data ---n  let player_data;n  try {n    // More robust regex to find ytInitialPlayerResponse, stopping at the next semicolonn    const player_data_match = body.match(/var ytInitialPlayerResponse\s*=\s*({.+?});\s*(?:var |&lt;\/script)/);n    if (!player_data_match || !player_data_match[1]) {n      // Fallback attempt with simpler split (less reliable)n      const split_data = body.split(&#039;var ytInitialPlayerResponse = &#039;);n      player_data = split_data?.[1]?.split(&#039;;')?.[0];n    } else {n      player_data = player_data_match[1];n    }nn    if (!player_data) {n      // Check for common failure indicators in the HTML if data isn't foundn      if (body.includes('<title>YouTube</title>') &amp;&amp; !body.includes('videoDetails')) {n        throw new Error('Could not find ytInitialPlayerResponse data. The page might be a generic YouTube page, not a video page, or the structure changed.');n      }n      throw new Error('Could not find ytInitialPlayerResponse data.');n    }n  } catch (error) {n    console.log("Error during player_data extraction:", error);n    throw new Error(`Failed during player data extraction: ${error}`);n  }nnn  let player_response;n  try {n    player_response = JSON.parse(player_data);n  } catch (e) {n    console.log("Raw player_data that failed parsing:", player_data.substring(0, 500) + '...'); // Log start of datan    throw new Error(`Failed to parse ytInitialPlayerResponse JSON: ${e}`);n  }nn  // --- Extract Required Video Details ---n  // Use optional chaining for safetyn  const vid = player_response?.videoDetails;nn  // Add more robust checking, including playability statusn  if (!vid) {n    const playabilityStatus = player_response?.playabilityStatus;n    let reason = "videoDetails object not found in the response.";n    if (playabilityStatus?.status &amp;&amp; playabilityStatus.status !== 'OK') {n      reason = ` Playability status: ${playabilityStatus.status}. Reason: ${playabilityStatus.reason ||n        playabilityStatus.errorScreen?.playerErrorMessageRenderer?.reason?.simpleText ||n        playabilityStatus.errorScreen?.playerKavRenderer?.reason?.simpleText ||n        'No specific reason provided.'n        }`;n    } else if (playabilityStatus?.status === 'OK' &amp;&amp; !vid) {n      reason = " Playability status is OK, but videoDetails is still missing. Response structure might have changed.";n    }n    throw new Error(`Could not get video details. ${reason}`);n  }nn  // --- Return Simplified Data ---n  // Ensure values exist before accessing, provide defaults if necessaryn  return {n    title: vid.title || 'N/A',n    description: vid.shortDescription || '', // Default to empty string if missingn    duration: Number(vid.lengthSeconds) || 0, // Default to 0 if missing/invalidn  };n}nnnreturn video_basic_info($input.first().json.data, $('Update Context Intent').first().json.output.id, $('Update Context Intent').first().json.output.url);"
      },
      "retryOnFail": true,
      "typeVersion": 2,
      "alwaysOutputData": true,
      "waitBetweenTries": 500
    },
    {
      "id": "6cea694e-0147-4cd0-a601-9b232813a1d3",
      "name": "Split Out2",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        1440,
        -860
      ],
      "parameters": {
        "include": "selectedOtherFields",
        "options": {},
        "fieldToSplitOut": "transcript",
        "fieldsToInclude": "youtubeId"
      },
      "typeVersion": 1
    },
    {
      "id": "c479fb51-e17d-477a-b40b-65458cc3e679",
      "name": "Concatenate1",
      "type": "n8n-nodes-base.summarize",
      "position": [
        1660,
        -860
      ],
      "parameters": {
        "options": {},
        "fieldsToSplitBy": "youtubeId",
        "fieldsToSummarize": {
          "values": [
            {
              "field": "transcript.text",
              "separateBy": " ",
              "aggregation": "concatenate"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "ccca5021-248b-4a98-af6b-ee92b2d63dca",
      "name": "Sticky Note12",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        800,
        -1000
      ],
      "parameters": {
        "color": 7,
        "width": 1140,
        "height": 560,
        "content": "## Fetch and prepare single video transcripts data for processingn- Retrieves and pre-processes single video transcripts.n- Prepares data for analysis and summarization.n"
      },
      "typeVersion": 1
    },
    {
      "id": "1e9ecc6e-2b4d-4ae8-8949-d4b92eaf9287",
      "name": "Get Videos",
      "type": "n8n-nodes-base.code",
      "position": [
        1520,
        480
      ],
      "parameters": {
        "jsCode": "return $('Edit Fields').all();"
      },
      "typeVersion": 2
    },
    {
      "id": "f8ea7a40-b1f9-4dc2-959d-0e765331b191",
      "name": "Get Playlist Videos Data",
      "type": "n8n-nodes-base.code",
      "position": [
        860,
        -200
      ],
      "parameters": {
        "jsCode": "/**n * This code node contains a modified version of play-dl,n * which is licensed under the GNU General Public License Version 3 (GPLv3).n *n * Original Library Name: play-dln * Original Library Source: https://github.com/play-dl/play-dl/tree/mainn * Original Library License: GNU General Public License Version 3 (GPLv3)n * (See: https://www.gnu.org/licenses/gpl-3.0.en.html)n *n * Modifications were made to the original library for use within this N8N workflow.n * These modifications are also licensed under the GNU General Public License Version 3 (GPLv3).n *n * This program is distributed in the hope that it will be useful,n * but WITHOUT ANY WARRANTY; without even the implied warranty ofn * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See then * GNU General Public License for more details.n *n * You should have received a copy of the GNU General Public Licensen * along with this program.  If not, see .n */nnn/**n * Gets YouTube playlist info from a playlist url.n *n * Examplen * ```jsn * const playlist = await play.playlist_info('youtube playlist url')n *n * const playlist = await play.playlist_info('youtube playlist url', { incomplete : true })n * ```n * @param body HTML body of the playlist pagen * @param url Playlist URLn * @returns YouTube Playlistn */nfunction playlist_info(body, url) {n  let url_ = url.trim();n  if (body.indexOf('Our systems have detected unusual traffic from your computer network.') !== -1)n    throw new Error('Captcha page: YouTube has detected that you are a bot!');nn  const response = JSON.parse(n    bodyn      .split('var ytInitialData = ')[1]n      .split(';')[0]n      .split(/;\s*(var|const|let)\s/)[0]n  );nn  if (response.alerts) {n    if (response.alerts[0].alertWithButtonRenderer?.type === 'INFO') {n      throw new Error(n        `While parsing playlist url\n${response.alerts[0].alertWithButtonRenderer.text.simpleText}`n      );n    } else if (response.alerts[0].alertRenderer?.type === 'ERROR')n      throw new Error(`While parsing playlist url\n${response.alerts[0].alertRenderer.text.runs[0].text}`);n    else throw new Error('While parsing playlist url\nUnknown Playlist Error');n  }n  if (response.currentVideoEndpoint) {n    return getWatchPlaylist(response, body, url_);n  } else return getNormalPlaylist(response, body);n}nn/**n * Function to parse Playlist from YouTube searchn * @param data html data of that requestn * @param limit No. of videos to parsen * @returns Array of YouTube Video objects.n */nfunction getPlaylistVideos(data, limit = Infinity) {n  const videos = [];nn  for (let i = 0; i  'runs' in x &amp;&amp; x['runs'].find((y) =&gt; y.text.toLowerCase().includes('last update')))n      ?.runs.pop()?.text ?? null;n  const videosCount = data.stats[0].runs[0].text.replace(/\D/g, '') || 0;nn  return {n    id: data.title.runs[0].navigationEndpoint.watchEndpoint.playlistId,n    title: data.title.runs[0].text,n    videoCount: parseInt(videosCount) || 0,n    lastUpdate: lastUpdate,n    views: parseInt(views) || 0,n    videos: videos,n    url: `https://www.youtube.com/playlist?list=${data.title.runs[0].navigationEndpoint.watchEndpoint.playlistId}`,n    link: `https://www.youtube.com${data.title.runs[0].navigationEndpoint.commandMetadata.webCommandMetadata.url}`,n    channel: authorn      ? {n        name: author.videoOwnerRenderer.title.runs[0].text,n        id: author.videoOwnerRenderer.title.runs[0].navigationEndpoint.browseEndpoint.browseId,n        url: `https://www.youtube.com${author.videoOwnerRenderer.navigationEndpoint.commandMetadata.webCommandMetadata.url ||n          author.videoOwnerRenderer.navigationEndpoint.browseEndpoint.canonicalBaseUrln          }`,n        icons: author.videoOwnerRenderer.thumbnail.thumbnails ?? []n      }n      : {},n    thumbnail: data.thumbnailRenderer.playlistVideoThumbnailRenderer?.thumbnail.thumbnails.lengthn      ? data.thumbnailRenderer.playlistVideoThumbnailRenderer.thumbnail.thumbnails[n      data.thumbnailRenderer.playlistVideoThumbnailRenderer.thumbnail.thumbnails.length - 1n      ]n      : nulln  };n}nnfunction parseDuration(text) {n  if (!text) return 0;n  const split = text.split(':');nn  switch (split.length) {n    case 2:n      return parseInt(split[0]) * 60 + parseInt(split[1]);nn    case 3:n      return parseInt(split[0]) * 60 * 60 + parseInt(split[1]) * 60 + parseInt(split[2]);nn    default:n      return 0;n  }n}nnfunction getWatchPlaylistVideos(data, limit = Infinity) {n  const videos = [];nn  for (let i = 0; i &lt; data.length; i++) {n    if (limit === videos.length) break;n    const info = data[i].playlistPanelVideoRenderer;n    if (!info || !info.shortBylineText) continue;n    const channel_info = info.shortBylineText.runs[0];nn    videos.push({n      id: info.videoId,n      duration: parseDuration(info.lengthText?.simpleText) || 0,n      duration_raw: info.lengthText?.simpleText ?? &#039;0:00&#039;,n      thumbnails: info.thumbnail.thumbnails,n      title: info.title.simpleText,n      upcoming:n        info.thumbnailOverlays[0].thumbnailOverlayTimeStatusRenderer?.style === &#039;UPCOMING&#039; || undefined,n      channel: {n        id: channel_info.navigationEndpoint.browseEndpoint.browseId || undefined,n        name: channel_info.text || undefined,n        url: `https://www.youtube.com${channel_info.navigationEndpoint.browseEndpoint.canonicalBaseUrl ||n          channel_info.navigationEndpoint.commandMetadata.webCommandMetadata.urln          }`,n        icon: undefinedn      }n    });n  }nn  return videos;n}nnnreturn playlist_info($input.first().json.data, $(&#039;Update Context Intent&#039;).first().json.output.url);&quot;
      },
      &quot;retryOnFail&quot;: true,
      &quot;typeVersion&quot;: 2,
      &quot;alwaysOutputData&quot;: true,
      &quot;waitBetweenTries&quot;: 500
    },
    {
      &quot;id&quot;: &quot;71b60b8e-06df-45a8-85a3-7b9e938fb6f0&quot;,
      &quot;name&quot;: &quot;Embeddings Google Gemini2&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.embeddingsGoogleGemini&quot;,
      &quot;position&quot;: [
        2640,
        1060
      ],
      &quot;parameters&quot;: {
        &quot;modelName&quot;: &quot;models/text-embedding-004&quot;
      },
      &quot;credentials&quot;: {
        &quot;googlePalmApi&quot;: {
          &quot;id&quot;: &quot;2zwuT5znDglBrUCO&quot;,
          &quot;name&quot;: &quot;Google Gemini(PaLM) Api account&quot;
        }
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;58feccf5-1b97-4c88-b274-444e177f4515&quot;,
      &quot;name&quot;: &quot;Qdrant Vector Store3&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.vectorStoreQdrant&quot;,
      &quot;position&quot;: [
        -100,
        160
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;qdrantCollection&quot;: {
          &quot;__rl&quot;: true,
          &quot;mode&quot;: &quot;id&quot;,
          &quot;value&quot;: &quot;={{ $(&#039;Default Intent&#039;).first().json.output?.id }}&quot;
        }
      },
      &quot;credentials&quot;: {
        &quot;qdrantApi&quot;: {
          &quot;id&quot;: &quot;mb8rw8tmUeP6aPJm&quot;,
          &quot;name&quot;: &quot;QdrantApi account&quot;
        }
      },
      &quot;typeVersion&quot;: 1.1
    },
    {
      &quot;id&quot;: &quot;6cff2236-3e78-4e8c-bb3d-5140f106c530&quot;,
      &quot;name&quot;: &quot;Answer questions with a vector store&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.toolVectorStore&quot;,
      &quot;position&quot;: [
        180,
        -40
      ],
      &quot;parameters&quot;: {
        &quot;name&quot;: &quot;chat_playlist_data&quot;,
        &quot;topK&quot;: 10,
        &quot;description&quot;: &quot;=Retrive data about the Playlist or Video from the vector store.nplaylistId or youtubeId: {{ $(&#039;Default Intent&#039;).item.json.output?.id }}nn**User Message:**n{{ $(&#039;Chat&#039;).item.json.chatInput }}&quot;
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;312081d9-9279-4700-a432-e9f878d5361e&quot;,
      &quot;name&quot;: &quot;Qdrant Vector Store4&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.vectorStoreQdrant&quot;,
      &quot;position&quot;: [
        2700,
        900
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;qdrantCollection&quot;: {
          &quot;__rl&quot;: true,
          &quot;mode&quot;: &quot;id&quot;,
          &quot;value&quot;: &quot;={{ $(&#039;Default Intent&#039;).first().json.output?.id }}&quot;
        }
      },
      &quot;credentials&quot;: {
        &quot;qdrantApi&quot;: {
          &quot;id&quot;: &quot;mb8rw8tmUeP6aPJm&quot;,
          &quot;name&quot;: &quot;QdrantApi account&quot;
        }
      },
      &quot;typeVersion&quot;: 1.1
    },
    {
      &quot;id&quot;: &quot;f5cba8b5-226d-4b0a-8cb6-a51728ac8247&quot;,
      &quot;name&quot;: &quot;Answer questions with a vector store1&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.toolVectorStore&quot;,
      &quot;position&quot;: [
        2860,
        700
      ],
      &quot;parameters&quot;: {
        &quot;name&quot;: &quot;chat_playlist_data&quot;,
        &quot;topK&quot;: 6,
        &quot;description&quot;: &quot;=User Message:n{{ $(&#039;Chat&#039;).item.json.chatInput }}&quot;
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;22f18788-b47f-4187-9146-28e6de5ec7a6&quot;,
      &quot;name&quot;: &quot;Google Gemini Chat Model&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.lmChatGoogleGemini&quot;,
      &quot;position&quot;: [
        3000,
        900
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;modelName&quot;: &quot;models/gemini-2.0-flash&quot;
      },
      &quot;credentials&quot;: {
        &quot;googlePalmApi&quot;: {
          &quot;id&quot;: &quot;2zwuT5znDglBrUCO&quot;,
          &quot;name&quot;: &quot;Google Gemini(PaLM) Api account&quot;
        }
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;2aa52dd2-169b-43dc-8202-1d60f5fd55c0&quot;,
      &quot;name&quot;: &quot;Google Gemini Chat Model3&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.lmChatGoogleGemini&quot;,
      &quot;position&quot;: [
        220,
        160
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;modelName&quot;: &quot;models/gemini-2.0-flash&quot;
      },
      &quot;credentials&quot;: {
        &quot;googlePalmApi&quot;: {
          &quot;id&quot;: &quot;2zwuT5znDglBrUCO&quot;,
          &quot;name&quot;: &quot;Google Gemini(PaLM) Api account&quot;
        }
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;d96d3670-ab95-4afc-a275-33f03383a204&quot;,
      &quot;name&quot;: &quot;Qdrant Vector Store2&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.vectorStoreQdrant&quot;,
      &quot;position&quot;: [
        -820,
        -880
      ],
      &quot;parameters&quot;: {
        &quot;mode&quot;: &quot;load&quot;,
        &quot;prompt&quot;: &quot;Are there any documents in the store?&quot;,
        &quot;options&quot;: {},
        &quot;qdrantCollection&quot;: {
          &quot;__rl&quot;: true,
          &quot;mode&quot;: &quot;id&quot;,
          &quot;value&quot;: &quot;={{ $(&#039;Process Status&#039;).item.json.output?.id }}&quot;
        }
      },
      &quot;credentials&quot;: {
        &quot;qdrantApi&quot;: {
          &quot;id&quot;: &quot;mb8rw8tmUeP6aPJm&quot;,
          &quot;name&quot;: &quot;QdrantApi account&quot;
        }
      },
      &quot;typeVersion&quot;: 1,
      &quot;alwaysOutputData&quot;: true
    },
    {
      &quot;id&quot;: &quot;7c289d61-09b2-461e-b771-8781f60828c7&quot;,
      &quot;name&quot;: &quot;Embeddings Google Gemini4&quot;,
      &quot;type&quot;: &quot;@n8n/n8n-nodes-langchain.embeddingsGoogleGemini&quot;,
      &quot;position&quot;: [
        -840,
        -640
      ],
      &quot;parameters&quot;: {
        &quot;modelName&quot;: &quot;models/text-embedding-004&quot;
      },
      &quot;credentials&quot;: {
        &quot;googlePalmApi&quot;: {
          &quot;id&quot;: &quot;2zwuT5znDglBrUCO&quot;,
          &quot;name&quot;: &quot;Google Gemini(PaLM) Api account&quot;
        }
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;59be01b0-3ff9-4cc2-b569-c0cb4dcae3ec&quot;,
      &quot;name&quot;: &quot;If&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.if&quot;,
      &quot;position&quot;: [
        -260,
        -880
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;conditions&quot;: {
          &quot;options&quot;: {
            &quot;version&quot;: 2,
            &quot;leftValue&quot;: &quot;&quot;,
            &quot;caseSensitive&quot;: true,
            &quot;typeValidation&quot;: &quot;strict&quot;
          },
          &quot;combinator&quot;: &quot;and&quot;,
          &quot;conditions&quot;: [
            {
              &quot;id&quot;: &quot;795da689-23c3-49d5-a312-ca18e2c9d5e3&quot;,
              &quot;operator&quot;: {
                &quot;type&quot;: &quot;number&quot;,
                &quot;operation&quot;: &quot;gt&quot;
              },
              &quot;leftValue&quot;: &quot;={{ $json.count_document }}&quot;,
              &quot;rightValue&quot;: 0
            }
          ]
        }
      },
      &quot;typeVersion&quot;: 2.2
    },
    {
      &quot;id&quot;: &quot;ab9bc74d-9659-44fe-aa08-4878609ef808&quot;,
      &quot;name&quot;: &quot;Count Content&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.summarize&quot;,
      &quot;position&quot;: [
        -460,
        -880
      ],
      &quot;parameters&quot;: {
        &quot;options&quot;: {},
        &quot;fieldsToSummarize&quot;: {
          &quot;values&quot;: [
            {
              &quot;field&quot;: &quot;document&quot;
            }
          ]
        }
      },
      &quot;typeVersion&quot;: 1.1
    },
    {
      &quot;id&quot;: &quot;5c953435-1052-4e1c-9d2f-2439ba944b28&quot;,
      &quot;name&quot;: &quot;Sticky Note&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.stickyNote&quot;,
      &quot;position&quot;: [
        20,
        -1020
      ],
      &quot;parameters&quot;: {
        &quot;color&quot;: 7,
        &quot;width&quot;: 500,
        &quot;height&quot;: 580,
        &quot;content&quot;: &quot;## Process or ask for more detailsn- Decides next steps based on workflow conditions e.g. missing number of playlist videos to process.n- Route to Playlist or Video processing.&quot;
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;78760cd2-74db-482d-b660-bd53a3184b95&quot;,
      &quot;name&quot;: &quot;Sticky Note1&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.stickyNote&quot;,
      &quot;position&quot;: [
        -920,
        -1020
      ],
      &quot;parameters&quot;: {
        &quot;color&quot;: 7,
        &quot;width&quot;: 880,
        &quot;height&quot;: 580,
        &quot;content&quot;: &quot;## Already Processed? n- Check if we already have embeddings in the vector store.&quot;
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;a8dc1b1e-2ba9-4b85-9f2f-c3d07ec67c32&quot;,
      &quot;name&quot;: &quot;Update Context Intent1&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.redis&quot;,
      &quot;position&quot;: [
        -460,
        -640
      ],
      &quot;parameters&quot;: {
        &quot;key&quot;: &quot;=context_intent_{{ $(&#039;Chat&#039;).item.json.sessionId }}&quot;,
        &quot;value&quot;: &quot;=intent {{ $(&#039;Process Status&#039;).item.json.output?.intent || null }} url {{ $(&#039;Process Status&#039;).item.json.output?.url || &quot;&quot; }} id {{ $(&#039;Process Status&#039;).item.json.output?.id || &quot;&quot; }} limit {{ $(&#039;Process Status&#039;).item.json.output?.limit || 0 }} status DONE&quot;,
        &quot;keyType&quot;: &quot;hash&quot;,
        &quot;operation&quot;: &quot;set&quot;,
        &quot;valueIsJSON&quot;: false
      },
      &quot;credentials&quot;: {
        &quot;redis&quot;: {
          &quot;id&quot;: &quot;mA0f9F1ROUThyrRW&quot;,
          &quot;name&quot;: &quot;Redis account&quot;
        }
      },
      &quot;typeVersion&quot;: 1
    },
    {
      &quot;id&quot;: &quot;36ea2e25-8d29-4ec6-bc6a-15c98153c390&quot;,
      &quot;name&quot;: &quot;Sticky Note8&quot;,
      &quot;type&quot;: &quot;n8n-nodes-base.stickyNote&quot;,
      &quot;position&quot;: [
        -2540,
        20
      ],
      &quot;parameters&quot;: {
        &quot;width&quot;: 1080,
        &quot;height&quot;: 1320,
        &quot;content&quot;: &quot;# AI-Powered YouTube Playlist &amp; Video Summarization and Analysis Chat BotnnThis N8N workflow transforms YouTube playlists or individual videos into interactive knowledge bases. Instead of watching videos, users can chat with the workflow to get summaries and answers based on the video transcripts.nn## How it Works:nn1.  **Chat Interaction &amp; Intent Detection:**n    * The workflow starts via a chat interface (`Chat Trigger`), prompting the user for a YouTube playlist or video URL.n    * It retrieves any previous conversation context stored in Redis.n    * A Google Gemini AI agent (`Message Intent`) analyzes the user&#039;s input to determine if it contains a valid YouTube playlist URL, a video URL, or neither (`NONE`). It extracts the URL, the corresponding ID (Playlist ID or Video ID), and checks if the user specified a limit for the number of playlist videos to process.n    * The workflow maintains context (like the current URL, ID, and processing status) using Redis (`Update Context Intent`, `Get Previous Context Intent`).nn2.  **Routing &amp; Pre-processing Checks:**n    * Based on the detected intent and whether the content needs processing, a `Switch` node (`Route Message Intent`) directs the workflow.n    * If a valid URL is provided and hasn&#039;t been processed yet (`status != &#039;DONE&#039;`), it proceeds to the processing pipeline.n    * It checks if embeddings for the given ID already exist in the Qdrant vector store (`Qdrant Vector Store2`, `If`). If they do, it skips processing and moves to the query handling stage.n    * If the input is a playlist URL but no video limit is specified (`limit=0`), it prompts the user to provide one (`Numb of Videos` agent).nn3.  **Video/Playlist Processing Pipeline:**n    * **Data Fetching:**n        * For **Playlists**: Fetches the playlist page (`Playlist HTTP Request`), extracts video details using custom code (`Get Playlist Videos Data`), limits the videos if specified (`Limit`), and then fetches the transcript for each video (`YouTube Transcript`).n        * For **Videos**: Fetches the video page (`Video HTTP Request`), extracts title/description (`Get Title and Desc`), and fetches the transcript (`YouTube Transcript1`).n    * **Transcript Processing &amp; Summarization:**n        * Transcripts are retrieved using the `youtubeTranscripter` node.n        * Transcripts are concatenated (`Concatenate`, `Concatenate1`).n        * Data (like video ID, title, transcript text) is merged and structured (`Merge`, `Edit Fields`).n        * Each video&#039;s transcript is summarized by a Google Gemini AI chain (`Summarize &amp; Analyze Transcript`).n    * **Embedding &amp; Storage:**n        * Any existing data for the playlist/video ID is cleared from the Qdrant vector store (`Delete Collection`).n        * The processed transcripts (potentially alongside summaries/metadata) are loaded (`Default Data Loader`).n        * Text is split into manageable chunks (`Recursive Character Text Splitter`).n        * Google Gemini generates vector embeddings for the text chunks (`Embeddings Google Gemini`).n        * These embeddings are stored in a Qdrant collection, indexed by the playlist or video ID (`Qdrant Vector Store`).n    * **Status Update &amp; Final Summary:**n        * The context status in Redis is updated to &#039;DONE&#039; (`Update Context Process Done1`).n        * All individual video summaries are combined (`Full Summary`).n        * An AI agent (`AI Agent`) may generate a final, comprehensive summary or response based on the processed data, using a tool to query the vector store (`Answer questions with a vector store1`).nn4.  **Query Handling (Chatting with Content):**n    * If the user&#039;s input is identified as a query rather than a new URL to process (or if processing for a URL is complete), the workflow activates the main query handler.n    * A conversational AI agent (`Handle Queries`), powered by Google Gemini and equipped with chat memory (`Chat Buffer Memory`), answers user questions.n    * This agent uses a specialized tool (`Answer questions with a vector store`) that retrieves relevant information directly from the Qdrant vector store based on the user&#039;s query and the stored embeddings.&quot;
      },
      &quot;typeVersion&quot;: 1
    }
  ],
  &quot;active&quot;: true,
  &quot;pinData&quot;: {},
  &quot;settings&quot;: {
    &quot;executionOrder&quot;: &quot;v1&quot;
  },
  &quot;versionId&quot;: &quot;7c1d0978-ccea-4618-bcbf-560b34f77023&quot;,
  &quot;connections&quot;: {
    &quot;If&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Update Context Intent1&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ],
        [
          {
            &quot;node&quot;: &quot;Playlist Limit&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Chat&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Get Previous Context Intent&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Limit&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;YouTube Transcript&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          },
          {
            &quot;node&quot;: &quot;Video Titles&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Merge&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Summarize &amp; Analyze Transcript&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Split Out&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Concatenate&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Get Videos&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Qdrant Vector Store&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Split Out1&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Limit&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Split Out2&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Concatenate1&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
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        [
          {
            &quot;node&quot;: &quot;Merge&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Edit Fields&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Delete Collection&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Concatenate1&quot;: {
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        [
          {
            &quot;node&quot;: &quot;Merge&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Full Summary&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;AI Agent&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Video Titles&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Merge&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 1
          }
        ]
      ]
    },
    &quot;Count Content&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;If&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Simple Memory&quot;: {
      &quot;ai_memory&quot;: [
        [
          {
            &quot;node&quot;: &quot;Message Intent&quot;,
            &quot;type&quot;: &quot;ai_memory&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Default Intent&quot;: {
      &quot;main&quot;: [
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          {
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          }
        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;Default Intent&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ],
        []
      ]
    },
    &quot;Playlist Limit&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Numb of Videos&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ],
        [
          {
            &quot;node&quot;: &quot;Playlist or Video&quot;,
            &quot;type&quot;: &quot;main&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Process Status&quot;: {
      &quot;main&quot;: [
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          {
            &quot;node&quot;: &quot;Update Context Intent&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Simple Memory3&quot;: {
      &quot;ai_memory&quot;: [
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          {
            &quot;node&quot;: &quot;Numb of Videos&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Delete Collection&quot;: {
      &quot;main&quot;: [
        [
          {
            &quot;node&quot;: &quot;Get Videos&quot;,
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          }
        ]
      ]
    },
    &quot;Playlist or Video&quot;: {
      &quot;main&quot;: [
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          {
            &quot;node&quot;: &quot;Video HTTP Request&quot;,
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          }
        ],
        [
          {
            &quot;node&quot;: &quot;Playlist HTTP Request&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Chat Buffer Memory&quot;: {
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          {
            &quot;node&quot;: &quot;Handle Queries&quot;,
            &quot;type&quot;: &quot;ai_memory&quot;,
            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Get Title and Desc&quot;: {
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        [
          {
            &quot;node&quot;: &quot;Merge&quot;,
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            &quot;index&quot;: 1
          }
        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;YouTube Transcript1&quot;,
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          },
          {
            &quot;node&quot;: &quot;Get Title and Desc&quot;,
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          }
        ]
      ]
    },
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            &quot;node&quot;: &quot;Split Out&quot;,
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          {
            &quot;node&quot;: &quot;AI Agent&quot;,
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          {
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            &quot;index&quot;: 0
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    &quot;Qdrant Vector Store&quot;: {
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          {
            &quot;node&quot;: &quot;Update Context Process Done1&quot;,
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    &quot;YouTube Transcript1&quot;: {
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          {
            &quot;node&quot;: &quot;Split Out2&quot;,
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          }
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    },
    &quot;Qdrant Vector Store3&quot;: {
      &quot;ai_tool&quot;: [
        []
      ],
      &quot;ai_vectorStore&quot;: [
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          {
            &quot;node&quot;: &quot;Answer questions with a vector store&quot;,
            &quot;type&quot;: &quot;ai_vectorStore&quot;,
            &quot;index&quot;: 0
          }
        ]
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    },
    &quot;Qdrant Vector Store4&quot;: {
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        [
          {
            &quot;node&quot;: &quot;Answer questions with a vector store1&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;Process Status&quot;,
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            &quot;index&quot;: 0
          }
        ],
        [
          {
            &quot;node&quot;: &quot;Handle Queries&quot;,
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          }
        ],
        [
          {
            &quot;node&quot;: &quot;Handle Queries&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
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      &quot;main&quot;: [
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          {
            &quot;node&quot;: &quot;Get Playlist Videos Data&quot;,
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          }
        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;Qdrant Vector Store2&quot;,
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          }
        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;Qdrant Vector Store&quot;,
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          {
            &quot;node&quot;: &quot;Answer questions with a vector store1&quot;,
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            &quot;node&quot;: &quot;Qdrant Vector Store3&quot;,
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            &quot;node&quot;: &quot;Qdrant Vector Store4&quot;,
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      ]
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          {
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        ]
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            &quot;node&quot;: &quot;Summarize &amp; Analyze Transcript&quot;,
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        ]
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          {
            &quot;node&quot;: &quot;Answer questions with a vector store&quot;,
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          }
        ]
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    },
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          {
            &quot;node&quot;: &quot;AI Agent&quot;,
            &quot;type&quot;: &quot;ai_languageModel&quot;,
            &quot;index&quot;: 0
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        ]
      ]
    },
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          {
            &quot;node&quot;: &quot;Message Intent&quot;,
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          }
        ]
      ]
    },
    &quot;Google Gemini Chat Model8&quot;: {
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          {
            &quot;node&quot;: &quot;Numb of Videos&quot;,
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            &quot;index&quot;: 0
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        ]
      ]
    },
    &quot;Structured Output Parser1&quot;: {
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          {
            &quot;node&quot;: &quot;Message Intent&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Get Previous Context Intent&quot;: {
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          }
        ]
      ]
    },
    &quot;Update Context Process Done1&quot;: {
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          {
            &quot;node&quot;: &quot;Get Fields for Summary&quot;,
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        ]
      ]
    },
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          }
        ]
      ]
    },
    &quot;Recursive Character Text Splitter&quot;: {
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          {
            &quot;node&quot;: &quot;Default Data Loader&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
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        [
          {
            &quot;node&quot;: &quot;Handle Queries&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    },
    &quot;Answer questions with a vector store1&quot;: {
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        [
          {
            &quot;node&quot;: &quot;AI Agent&quot;,
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            &quot;index&quot;: 0
          }
        ]
      ]
    }
  }
}