ragChatbot is a developer-centric framework designed to streamline the creation of Retrieval-Augmented Generation chatbots. It integrates LangChain pipelines with OpenAI or other LLM APIs to process queries against custom document corpora. Users can upload files in various formats (PDF, DOCX, TXT), automatically extract text, and compute embeddings using popular models. The framework supports multiple vector stores such as FAISS, Chroma, and Pinecone for efficient similarity search. It features a conversational memory layer for multi-turn interactions and a modular architecture for customizing prompt templates and retrieval strategies. With a simple CLI or web interface, you can ingest data, configure search parameters, and launch a chat server to answer user questions with contextual relevance and accuracy.

ReplaiGPT is a Chrome extension designed to streamline your email responses. It employs advanced AI techniques to generate custom replies based on the context you provide. Unlike other tools, ReplaiGPT understands your preferences, background, and tone, allowing for more authentic and personalized communication. This tool integrates seamlessly with Gmail to ensure that your replies not only make sense contextually but also resonate with the recipient, enhancing engagement and professionalism.