Unlock GitHub API Knowledge with an AI-Powered Chatbot
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Supercharge your development with an AI chatbot that instantly answers questions about the GitHub API. This n8n workflow leverages RAG (Retrieval Augmented Generation) with OpenAI and Pinecone to provide contextually relevant information from the official GitHub OpenAPI specifications.
About This Workflow
This n8n workflow empowers you to build an intelligent chatbot capable of understanding and responding to queries about the vast GitHub API. By integrating OpenAI's powerful language models for embedding generation and response formulation, alongside Pinecone as a robust vector database, this solution allows you to efficiently index and retrieve information from GitHub's OpenAPI specifications. The workflow automates the process of fetching API definitions, chunking them into manageable pieces, generating vector embeddings, and storing them for quick retrieval. When a user asks a question, the workflow generates an embedding for the query, searches the vector store for relevant documentation snippets, and then uses an AI agent to synthesize a precise and helpful answer.
Key Features
- Instant GitHub API Insights: Get immediate, accurate answers to your GitHub API questions.
- RAG Power: Leverages Retrieval Augmented Generation for context-aware and precise responses.
- Seamless Integration: Works with your existing n8n setup and connects OpenAI and Pinecone.
- Automated Data Indexing: Effortlessly indexes GitHub's OpenAPI specifications for querying.
- Intelligent AI Agent: Utilizes advanced AI models for sophisticated question answering.
How To Use
- Obtain API Keys: Create accounts and get API keys for OpenAI and Pinecone.
- Configure n8n Credentials: Set up n8n credentials for both OpenAI and Pinecone services.
- Create Pinecone Index: Ensure you have a Pinecone index named "n8n-demo" (or update the workflow accordingly).
- Run the Workflow: Execute the workflow to initially index the GitHub API documentation into your Pinecone database.
- Interact with the Chatbot: Use the chat trigger node to ask questions about the GitHub API.
Apps Used
Workflow JSON
{
"id": "65dcc507-ce69-42b1-98c9-5bc8eb650b08",
"name": "Unlock GitHub API Knowledge with an AI-Powered Chatbot",
"nodes": 12,
"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: 65dcc507-ce69...
About the Author
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