{ "workflow": { "id": 7019, "name": "Find Instagram collaboration leads using Apify scraping and GPT-4o evaluation", "views": 948, "recentViews": 0, "totalViews": 948, "createdAt": "2025-08-05T16:47:14.739Z", "description": "This no-code n8n workflow finds recent Instagram posts by hashtag, scrapes profile data, and uses an AI agent to evaluate whether each account is a good collaboration lead. The workflow filters based on the number of followers and the content of their bio, and outputs structured reasoning for outreach decisions.\n\nPerfect for creators, marketers, or business developers looking to automate influencer or community partnership prospecting—especially in niche ecosystems like `n8n`.\n\n---\n\n### ✅ Key Features\n\n- **🔍 Hashtag Discovery**: Finds recent Instagram posts from a specified hashtag (e.g., `#n8n`)\n- **👤 Account Scraping**: Retrieves profile details such as follower count and biography\n- **🧠 AI Evaluation**: Uses OpenAI and LangChain to determine if the profile is a good fit for outreach\n- **📦 Structured Output**: Returns a JSON object with \"Yes/No\" lead status and reasoning\n- **🛠️ Manual Execution**: Run on demand using the manual trigger\n\n---\n\n### 🧰 What You'll Need\n\n| Tool / API | Purpose | Setup Steps |\n|-------------------------|------------------------------------------|-------------|\n| **Apify Account** | To access Instagram scraping actors | [Create account](https://my.apify.com/) → Generate API Token → Use in `httpQueryAuth` credential in n8n |\n| **OpenAI API Key** | To power the AI decision-making agent | [Sign up at OpenAI](https://platform.openai.com/signup) → Create API key → Paste into `OpenAI` credential in n8n |\n| **LangChain Plugin for n8n** | AI Orchestration with System Message | Install LangChain nodes from Community Nodes (already installed in this workflow) |\n\n---\n\n### 🔧 Step-by-Step Setup\n\n#### 1️⃣ Manual Trigger \n- **Node**: `When clicking ‘Execute workflow’` \n- **Use**: Allows you to run the workflow manually while testing.\n\n#### 2️⃣ Define Hashtag \n- **Node**: `Create Search Term` \n- **Value**: Sets `\"n8n\"` as the default Instagram hashtag to scan. \n- You can edit this to any other hashtag you'd like.\n\n#### 3️⃣ Find Recent Posts \n- **Node**: `Find Recent Posts` \n- **API**: [Apify Instagram Hashtag Scraper](https://console.apify.com/actors/apify/instagram-hashtag-scraper) \n- **Auth Setup**: \n - Go to your [Apify Console](https://console.apify.com/) \n - Click “Create new token” \n - In n8n, create a new **HTTP Query Auth** credential \n - Set token in the `token` query param (e.g., `?token=yourTokenHere`) \n - Choose the credential in this node\n\n#### 4️⃣ Scrape Each Profile \n- **Node**: `Scrape Accounts` \n- **API**: [Apify Instagram Profile Scraper](https://console.apify.com/actors/apify/instagram-profile-scraper) \n- **Body**: JSON with `usernames` from the hashtag search \n- **Note**: Uses the same `httpQueryAuth` credential as the previous node.\n\n#### 5️⃣ Extract Fields \n- **Node**: `Set bio and follower count` \n- **What it does**: Extracts `biography` and `followersCount` from the profile JSON and stores them in clean variables for AI input.\n\n#### 6️⃣ AI Lead Scoring \n- **Node**: `AI Agent` \n- **Purpose**: Uses GPT-4o-mini to analyze the bio and follower count \n- **Prompt Details**:\n\n\n#### 7️⃣ AI Model \n- **Node**: `OpenAI Chat Model` \n- **Model**: `gpt-4o-mini` \n- **Credential**: Connect your OpenAI account via API Key. \n- Go to [OpenAI API Keys](https://platform.openai.com/account/api-keys) \n- Copy your key and create a new **OpenAI API** credential in n8n.\n\n#### 8️⃣ Output Parser \n- **Node**: `Structured Output Parser` \n- **What it does**: Parses the response from the AI into structured JSON for further use (e.g., storing leads, sending to Airtable, etc.)\n\n---\n\n### 🧪 Sample Output\n```json\n{\n\"lead status\": \"Yes\",\n\"Reasoning\": \"The user has 3.5k followers and their bio shows they build automations with n8n.\"\n}\n\n---\n\n## 📬 Need More Help?\n\nIf you'd like assistance setting this up, customizing it to your niche, or expanding it to score and store leads automatically — I can help!\n\n**👤 Robert Breen** \nAutomation Consultant | AI Workflow Designer | n8n Expert \n📧 [robert@ynteractive.com](mailto:robert@ynteractive.com) \n🌐 [ynteractive.com](https://ynteractive.com) \n🔗 [LinkedIn](https://www.linkedin.com/in/robert-breen-29429625/)\n\n---\n", "workflow": { "meta": { "instanceId": "efb474b59b0341d7791932605bd9ff04a6c7ed9941fdd53dc4a2e4b99a6f9439", "templateCredsSetupCompleted": true }, "nodes": [ { "id": "82533369-cc25-43f8-9698-c852ff0c6feb", "name": "When clicking ‘Execute workflow’", "type": "n8n-nodes-base.manualTrigger", "position": [ -480, 440 ], "parameters": {}, "typeVersion": 1 }, { "id": "d55cb854-75f0-4cfd-98dc-16a1560fcfcd", "name": "AI Agent", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ 760, 280 ], "parameters": { "text": "=followers: {{ $json.followersCount }} bio: {{ $json.bio }} ", "options": { "systemMessage": "You are a helpful assistant. I'm lookig for n8n creators to collaborate with. read their bio, and output yes or no if they are a good person for me to reach out to in order to collaborate on a project. I need the follower count to be 2k at leaset. \n\noutput like this. \n\n{\n\t\"lead status\": \"Yes or No\",\n\t\"Reasoning\": \"reasoning for why they are a good or bad lead. \"\n}" }, "promptType": "define", "hasOutputParser": true }, "typeVersion": 2 }, { "id": "de7abe87-394e-49d1-b049-286ee6d1d477", "name": "OpenAI Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 760, 480 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4o-mini" }, "options": {} }, "credentials": { "openAiApi": { "id": "credential-id", "name": "openAiApi Credential" } }, "typeVersion": 1.2 }, { "id": "c3ffa5c7-8ebd-4be3-a9f3-2232ecb19c97", "name": "Structured Output Parser", "type": "@n8n/n8n-nodes-langchain.outputParserStructured", "position": [ 940, 460 ], "parameters": { "jsonSchemaExample": "{\n\t\"lead status\": \"Yes or No\",\n\t\"Reasoning\": \"reasoning for why they are a good or bad lead. \"\n}" }, "typeVersion": 1.2 }, { "id": "ba19cddd-f3e4-4b1f-8c19-c5ebeca3d72a", "name": "Find Recent Posts", "type": "n8n-nodes-base.httpRequest", "position": [ -40, 440 ], "parameters": { "url": "=https://api.apify.com/v2/acts/apify~instagram-hashtag-scraper/run-sync-get-dataset-items\n", "method": "POST", "options": {}, "jsonBody": "={\n \"hashtags\": [\n \"{{ $json.Search_Term }}\"\n ],\n \"resultsLimit\": 5,\n \"resultsType\": \"posts\"\n}", "sendBody": true, "specifyBody": "json", "authentication": "genericCredentialType", "genericAuthType": "httpQueryAuth" }, "credentials": { "httpQueryAuth": { "id": "credential-id", "name": "httpQueryAuth Credential" } }, "typeVersion": 4.2 }, { "id": "7e3e1c9a-3bcc-4cbc-880d-e2f8c6440159", "name": "Create Search Term", "type": "n8n-nodes-base.set", "position": [ -260, 300 ], "parameters": { "options": {}, "assignments": { "assignments": [ { "id": "ad5c9a23-7fe0-4ed4-b1e7-d3da417bcb86", "name": "Search_Term", "type": "string", "value": "n8n" } ] } }, "typeVersion": 3.4 }, { "id": "b34f82fa-0286-4913-abc6-6b35eb155e44", "name": "Scrape Accounts", "type": "n8n-nodes-base.httpRequest", "position": [ 320, 200 ], "parameters": { "url": "=https://api.apify.com/v2/acts/apify~instagram-profile-scraper/run-sync-get-dataset-items\n", "method": "POST", "options": {}, "jsonBody": "={\n \"usernames\": [\n \"{{ $json.ownerUsername }}\"\n ]\n}", "sendBody": true, "specifyBody": "json", "authentication": "genericCredentialType", "genericAuthType": "httpQueryAuth" }, "credentials": { "httpQueryAuth": { "id": "credential-id", "name": "httpQueryAuth Credential" } }, "typeVersion": 4.2 }, { "id": "8c2b4344-0b26-4eca-98b7-136593e21c7b", "name": "Set bio and follower count", "type": "n8n-nodes-base.set", "position": [ 500, 400 ], "parameters": { "options": {}, "assignments": { "assignments": [ { "id": "f2cfdd81-ee6c-4b27-885a-6cf21f6efffb", "name": "bio", "type": "string", "value": "={{ $json.biography }}" }, { "id": "2761d89a-2de3-4aeb-8a05-fc61a20f9ed4", "name": "followersCount", "type": "number", "value": "={{ $json.followersCount }}" } ] } }, "typeVersion": 3.4 }, { "id": "3a1e36af-6e34-4ded-85cd-45f7f6788b22", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ -580, -160 ], "parameters": { "color": 3, "width": 780, "height": 800, "content": "#### 1️⃣ Manual Trigger \n- **Node**: `When clicking ‘Execute workflow’` \n- **Use**: Allows you to run the workflow manually while testing.\n\n#### 2️⃣ Define Hashtag \n- **Node**: `Create Search Term` \n- **Value**: Sets `\"n8n\"` as the default Instagram hashtag to scan. \n- You can edit this to any other hashtag you'd like.\n\n#### 3️⃣ Find Recent Posts \n- **Node**: `Find Recent Posts` \n- **API**: [Apify Instagram Hashtag Scraper](https://console.apify.com/actors/apify/instagram-hashtag-scraper) \n- **Auth Setup**: \n - Go to your [Apify Console](https://console.apify.com/) \n - Click “Create new token” \n - In n8n, create a new **HTTP Query Auth** credential \n - Set token in the `token` query param (e.g., `?token=yourTokenHere`) \n - Choose the credential in this node" }, "typeVersion": 1 }, { "id": "196cab38-3830-4a0e-8885-f1bc1fc0c57a", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ 220, -160 ], "parameters": { "color": 4, "width": 440, "height": 800, "content": "#### 4️⃣ Scrape Each Profile \n- **Node**: `Scrape Accounts` \n- **API**: [Apify Instagram Profile Scraper](https://console.apify.com/actors/apify/instagram-profile-scraper) \n- **Body**: JSON with `usernames` from the hashtag search \n- **Note**: Uses the same `httpQueryAuth` credential as the previous node.\n\n#### 5️⃣ Extract Fields \n- **Node**: `Set bio and follower count` \n- **What it does**: Extracts `biography` and `followersCount` from the profile JSON and stores them in clean variables for AI input.\n" }, "typeVersion": 1 }, { "id": "d0c8ca4e-519c-452c-b906-7d07782ed166", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 680, -160 ], "parameters": { "color": 6, "width": 420, "height": 800, "content": "#### 6️⃣ AI Lead Scoring \n- **Node**: `AI Agent` \n- **Purpose**: Uses GPT-4o-mini to analyze the bio and follower count \n- **Prompt Details**:\n#### 7️⃣ AI Model \n- **Node**: `OpenAI Chat Model` \n- **Model**: `gpt-4o-mini` \n- **Credential**: Connect your OpenAI account via API Key. \n- Go to [OpenAI API Keys](https://platform.openai.com/account/api-keys) \n- Copy your key and create a new **OpenAI API** credential in n8n.\n\n#### 8️⃣ Output Parser \n- **Node**: `Structured Output Parser` \n- **What it does**: Parses the response from the AI into structured JSON for further use \n\n---" }, "typeVersion": 1 }, { "id": "7c5fb223-1d60-4134-96f8-e3bb03de25e5", "name": "Sticky Note3", "type": "n8n-nodes-base.stickyNote", "position": [ -580, -340 ], "parameters": { "width": 1680, "content": "## 📬 Need More Help?\n\n**👤 Robert Breen** \nAutomation Consultant | AI Workflow Designer | n8n Expert \n📧 [robert@ynteractive.com](mailto:robert@ynteractive.com) \n🔗 [LinkedIn](https://www.linkedin.com/in/robert-breen-29429625/)\n" }, "typeVersion": 1 } ], "pinData": {}, "connections": { "Scrape Accounts": { "main": [ [ { "node": "Set bio and follower count", "type": "main", "index": 0 } ] ] }, "Find Recent Posts": { "main": [ [ { "node": "Scrape Accounts", "type": "main", "index": 0 } ] ] }, "OpenAI Chat Model": { "ai_languageModel": [ [ { "node": "AI Agent", "type": "ai_languageModel", "index": 0 } ] ] }, "Create Search Term": { "main": [ [ { "node": "Find Recent Posts", "type": "main", "index": 0 } ] ] }, "Structured Output Parser": { "ai_outputParser": [ [ { "node": "AI Agent", "type": "ai_outputParser", "index": 0 } ] ] }, "Set bio and follower count": { "main": [ [ { "node": "AI Agent", "type": "main", "index": 0 } ] ] }, "When clicking ‘Execute workflow’": { "main": [ [ { "node": "Create Search Term", "type": "main", "index": 0 } ] ] } } }, "lastUpdatedBy": 29, "workflowInfo": { "nodeCount": 12, "nodeTypes": { "n8n-nodes-base.set": { "count": 2 }, "n8n-nodes-base.stickyNote": { "count": 4 }, "n8n-nodes-base.httpRequest": { "count": 2 }, "n8n-nodes-base.manualTrigger": { "count": 1 }, "@n8n/n8n-nodes-langchain.agent": { "count": 1 }, "@n8n/n8n-nodes-langchain.lmChatOpenAi": { "count": 1 }, "@n8n/n8n-nodes-langchain.outputParserStructured": { "count": 1 } } }, "status": "published", "user": { "name": "Robert Breen", "username": "rbreen", "bio": "Professional services consultant with over 10 years of experience solving complex business problems across industries. I specialize in n8n and process automation—designing custom workflows that integrate tools like Google Calendar, Airtable, GPT, and internal systems. Whether you need to automate scheduling, sync data, or streamline operations, I build solutions that save time and drive results.", "verified": true, "links": [ "https://ynteractive.com/" ], "avatar": "https://gravatar.com/avatar/15bb5ad97bad47ca2079e1fa123a8287000c72c86498c90043f70ec2adab05f3?r=pg&d=retro&size=200" }, "nodes": [ { "id": 19, "icon": "file:httprequest.svg", "name": "n8n-nodes-base.httpRequest", "codex": { "data": { "alias": [ "API", "Request", "URL", "Build", "cURL" ], "resources": { "generic": [ { "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/", "icon": "☀️", "label": "2021: The Year to Automate the New You with n8n" }, { "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/", "icon": "🧬", "label": "Why business process automation with n8n can change your daily life" }, { "url": "https://n8n.io/blog/automatically-pulling-and-visualizing-data-with-n8n/", "icon": "📈", "label": "Automatically pulling and visualizing data with n8n" }, { "url": "https://n8n.io/blog/learn-how-to-automatically-cross-post-your-content-with-n8n/", "icon": "✍️", "label": "Learn how to automatically cross-post your content with n8n" }, { "url": "https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/", "icon": "🧾", "label": "Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n" }, { "url": "https://n8n.io/blog/running-n8n-on-ships-an-interview-with-maranics/", "icon": "🛳", "label": "Running n8n on ships: An interview with Maranics" }, { "url": "https://n8n.io/blog/what-are-apis-how-to-use-them-with-no-code/", "icon": " 🪢", "label": "What are APIs and how to use them with no code" }, { "url": "https://n8n.io/blog/5-tasks-you-can-automate-with-notion-api/", "icon": "⚡️", "label": "5 tasks you can automate with the new Notion API " }, { "url": "https://n8n.io/blog/world-poetry-day-workflow/", "icon": "📜", "label": "Celebrating World Poetry Day with a daily poem in Telegram" }, { "url": "https://n8n.io/blog/automate-google-apps-for-productivity/", "icon": "💡", "label": "15 Google apps you can combine and automate to increase productivity" }, { "url": "https://n8n.io/blog/automate-designs-with-bannerbear-and-n8n/", "icon": "🎨", "label": "Automate Designs with Bannerbear and n8n" }, { "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/", "icon": " 🕸️", "label": "How uProc scraped a multi-page website with a low-code workflow" }, { "url": "https://n8n.io/blog/building-an-expense-tracking-app-in-10-minutes/", "icon": "📱", "label": "Building an expense tracking app in 10 minutes" }, { "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/", "icon": "🤖", "label": "5 workflow automations for Mattermost that we love at n8n" }, { "url": "https://n8n.io/blog/how-to-use-the-http-request-node-the-swiss-army-knife-for-workflow-automation/", "icon": "🧰", "label": "How to use the HTTP Request Node - The Swiss Army Knife for Workflow Automation" }, { "url": "https://n8n.io/blog/learn-how-to-use-webhooks-with-mattermost-slash-commands/", "icon": "🦄", "label": "Learn how to use webhooks with Mattermost slash commands" }, { "url": "https://n8n.io/blog/how-a-membership-development-manager-automates-his-work-and-investments/", "icon": "📈", "label": "How a Membership Development Manager automates his work and investments" }, { "url": "https://n8n.io/blog/a-low-code-bitcoin-ticker-built-with-questdb-and-n8n-io/", "icon": "📈", "label": "A low-code bitcoin ticker built with QuestDB and n8n.io" }, { "url": "https://n8n.io/blog/how-to-set-up-a-ci-cd-pipeline-with-no-code/", "icon": "🎡", "label": "How to set up a no-code CI/CD pipeline with GitHub and TravisCI" }, { "url": "https://n8n.io/blog/automations-for-activists/", "icon": "✨", 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