Melissa provides a lightweight, extensible architecture for building AI-driven agents without requiring extensive boilerplate code. At its core, the framework leverages a plugin-based system where developers can register custom actions, data connectors, and memory modules. The memory subsystem enables context preservation across interactions, enhancing conversational continuity. Integration adapters allow agents to fetch and process information from APIs, databases, or local files. By combining a straightforward API, CLI tools, and standardized interfaces, Melissa streamlines tasks such as automating customer inquiries, generating dynamic reports, or orchestrating multi-step workflows. The framework is language-agnostic for integration, making it suitable for Python-centric projects and can be deployed on Linux, macOS, or Docker environments.

QnA3 Sentiment is a Chrome Extension tailored for Crypto market traders. The extension monitors the statements of over 18,000 Crypto Key Opinion Leaders (KOLs) in real-time, providing users with up-to-date market insights and trading signals. Users can track the latest token news and market sentiments directly from their exchange trading pages, helping them make well-informed decisions. Key features include analysis reports of KOLs, market sentiment analysis, historical data viewing, and real-time price monitoring of favorite cryptocurrencies. QnA3 Sentiment integrates seamlessly into users' workflows, enhancing their trading efficiency.