AI Agent With Milvus Knowledge Base
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Empower your AI with a powerful vector database. This workflow scrapes Paul Graham's essays, indexes them into Milvus, and enables an AI agent to intelligently retrieve and utilize this knowledge.
About This Workflow
This n8n workflow orchestrates a sophisticated AI agent by integrating it with a Milvus vector database. It begins by programmatically scraping the latest essays from Paul Graham's website. These essays are then meticulously processed and loaded into a Milvus collection, transforming unstructured text into searchable vector embeddings. This indexed knowledge base then becomes an accessible tool for the AI agent, allowing it to retrieve relevant information based on user queries. The workflow demonstrates a practical application of AI agents with external knowledge retrieval capabilities, suitable for a wide range of information-centric tasks.
Key Features
- Automated Content Scraping: Effortlessly fetches content from specified web sources.
- Milvus Vector Database Integration: Stores and indexes text data for efficient semantic search.
- AI Agent with Knowledge Retrieval: Enables an AI to access and utilize external information for informed responses.
- Configurable Text Splitting: Optimizes text chunking for effective vectorization.
- Scalable Data Ingestion: Designed to handle and process significant amounts of textual data.
How To Use
- Set up Milvus: Ensure you have a Milvus server running. Follow the provided guide to install it (e.g., using Docker Compose) and create a collection named
n8n_test. - Configure Credentials: In n8n, set up your Milvus API credentials and OpenAI API credentials.
- Execute Workflow: Trigger the workflow by clicking "Execute Workflow" to scrape Paul Graham's essays and load them into your Milvus collection.
- Interact with AI Agent: Once the data is loaded, you can start chatting with the AI agent. Any queries you make will leverage the Milvus knowledge base for relevant information retrieval.
Apps Used
Workflow JSON
{
"id": "89e47351-d217-4f34-9dc9-b1a39b8a9421",
"name": "AI Agent With Milvus Knowledge Base",
"nodes": 19,
"category": "Marketing",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 89e47351-d217...
About the Author
SaaS_Connector
Integration Guru
Connecting CRM, Notion, and Slack to automate your life.
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