Automate Twitter Direct Messages to New Followers with RAG Agent
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This workflow automatically sends a personalized direct message to new Twitter followers. It utilizes a RAG Agent to process incoming data and construct relevant messages, improving engagement. Errors are logged to Google Sheets and alerted via Slack.
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About This Workflow
Overview
This n8n workflow is designed to automate direct messages to new Twitter followers. It leverages a Retrieval Augmented Generation (RAG) Agent to create personalized and contextually relevant messages. The process starts with a Webhook Trigger, which receives new follower data. This data is then split and embedded using the Text Splitter and Cohere Embeddings nodes, respectively. These embeddings are inserted into a Pinecone vector store for efficient retrieval. When a new follower is detected, the workflow queries the Pinecone vector store to retrieve relevant context. This context, along with memory from the Window Memory node, is fed into the RAG Agent (powered by an OpenAI Chat Model) to generate a personalized DM. The result of this process is logged to a Google Sheet via the Append Sheet node, and any errors encountered are sent as alerts to Slack.
Key Features
- Automated Direct Messaging: Sends personalized messages to new Twitter followers without manual intervention.
- RAG Agent Integration: Utilizes a Retrieval Augmented Generation agent for dynamic and contextually relevant message generation.
- Vector Database Integration: Leverages Pinecone for efficient storage and retrieval of data for the RAG agent.
- Error Handling and Logging: Logs operational status to Google Sheets and sends error alerts to Slack.
How To Use
- Set up Webhook: Configure the
Webhook Triggernode with the desired path to receive incoming follower data. - Configure AI Nodes: Set up your Cohere and OpenAI API credentials and select appropriate models.
- Pinecone Setup: Create a Pinecone index named
auto-dm_new_twitter_followersand configure thePinecone InsertandPinecone Querynodes with your Pinecone API key and index name. - Google Sheets Setup: Authorize the
Append Sheetnode with your Google Sheets account and specify theSHEET_IDandLogsheet name. - Slack Setup: Authorize the
Slack Alertnode with your Slack account and specify the channel for alerts. - RAG Agent Configuration: Define the system message for your
RAG Agentand ensure it has access to theVector ToolandWindow Memory. - Activate Workflow: Ensure the workflow is active and the webhook endpoint is reachable by your Twitter automation tool.
Apps Used
Workflow JSON
{
"id": "cbc2731d-29df-4488-93b5-f2970c2c8d3a",
"name": "Automate Twitter Direct Messages to New Followers with RAG Agent",
"nodes": 0,
"category": "Social Media Automation",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
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ID: cbc2731d-29df...
About the Author
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Connecting CRM, Notion, and Slack to automate your life.
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