Reddit AI Agent

Reddit AI Agent

Reddit AI Agent is a smart Reddit assistant that lets you search for any query, fetching top Reddit threads along with their most relevant comments. It provides three core features: retrieving top threads, summarizing threads and comments for quick insights, and enabling a conversational chat feature powered by Retrieval-Augmented Generation (RAG) to offer personalized answers based on the thread content.

Video

Watch the demo video

Features

• Fetch Top Reddit Threads: Retrieves top threads related to any query, based on user preferences.
• Summarize Content: Summarizes thread discussions and comments for quick overviews.
• Conversational Interface: Allows you to chat directly with thread summaries and comments for an interactive experience.
• User-Friendly UI: Offers an intuitive interface with logging and monitoring features.

Tools and Libraries

• PRAW: Fetches Reddit data (threads, comments).
• LangChain & LangSmith: Used for building and managing AI chains and logs.
• Groq API: Provides LLM model support for natural language processing.
• FAISS Vector Store: For efficient data indexing and searching.
• Hugging Face Embeddings Model: Converts text into embeddings for semantic searches.

API Keys Needed

• Reddit API Key: Register and obtain credentials here.
• Groq API Key: Register and obtain credentials from Groq Console.

Setup and Run

1. Create .env file with the following keys:

   REDDIT_API_CLIENT_ID="<your_reddit_client_id>"
   REDDIT_API_SECRET="<your_reddit_secret>"
   REDDIT_USER_AGENT="<your_user_agent>"
   GROQ_API_KEY="<your_groq_key>"

2. Installation and Running:

   pip install -r requirements.txt
   cd src
   gradio UI.py

TODO

• Add more data sources Twitter, Quora.
• Add support for Cloud Embeddings using pinecone
• Add support for Cloud Deployment