Chat with GitHub OpenAPI Spec using RAG
detail.loadingPreview
Chat with the GitHub API documentation using Retrieval Augmented Generation (RAG) with Pinecone and OpenAI.
🚀Ready to Deploy This Workflow?
About This Workflow
Overview
This workflow demonstrates how to build an API documentation chatbot using Retrieval Augmented Generation (RAG) in n8n. It leverages Pinecone as a vector database and OpenAI for embeddings and response generation, allowing users to query the GitHub API specifications conversationally.
Key Features
- Fetches GitHub API OpenAPI specifications.
- Splits specifications into manageable chunks.
- Generates embeddings for text chunks using OpenAI.
- Stores embeddings in Pinecone vector database.
- Answers user queries by retrieving relevant information from the vector store.
- Utilizes OpenAI GPT 4o-mini for generating natural language responses.
How To Use
- Ensure you have accounts for OpenAI and Pinecone.
- Obtain API keys for both services.
- Configure n8n credentials for OpenAI and Pinecone.
- Create a Pinecone index named "n8n-demo" or adjust the workflow's Pinecone index name.
- Activate the workflow and interact with it via the chat interface.
Apps Used
Workflow JSON
{
"id": "e8e282db-5125-4c4f-9715-772c19604881",
"name": "Chat with GitHub OpenAPI Spec using RAG",
"nodes": 0,
"category": "AI / Machine Learning",
"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: e8e282db-5125...
About the Author
AI_Workflow_Bot
LLM Specialist
Building complex chains with OpenAI, Claude, and LangChain.
Statistics
Verification Info
Related Integrations
- GitHub + Schedule Trigger(25 workflows)
- GitHub + n8n(18 workflows)
- Execute Workflow Trigger + GitHub(17 workflows)
- GitHub + Split Out(12 workflows)
- GitHub + GitHub Trigger(11 workflows)
- GitHub Trigger + Pipedrive(5 workflows)
- GitHub Trigger + Slack(5 workflows)
- GitHub + Slack(5 workflows)
- Convert To File + Google Cloud Storage(4 workflows)
- Execute Command + GitHub(4 workflows)
Related Workflows
Discover more workflows you might like
Dynamically Switch Between LLMs
Switch between different LLM models dynamically based on conditions.
AI-Powered Conversational Agent with Tools
Build a conversational AI agent that leverages tools like SerpAPI and Wikipedia to answer user prompts.
Proxmox AI Agent Template
Automate Proxmox tasks using an AI agent powered by Google Gemini.
Gemini Object Detection Bounding Boxes
Detect objects in an image using Gemini and draw bounding boxes.
OpenAI Assistant Citation Generation for File Retrieval RAG
Workflow to generate structured metadata with citations from an OpenAI Assistant's file retrieval RAG.
LangChain Example: Workflow Retriever
Retrieve information from a specific n8n workflow using LangChain.