Software as a service (SaaS) featuring AI-based tools for source code generation and transformation. These tools include autonomous or semi-autonomous agents (such as MCP agents and agentic swarm-based systems) designed to assist in software development. The service supports software architecting, refactoring, linting, compliance validation, and porting code between programming languages. The service also provides developer-facing interfaces that implement a proprietary coding style referred to as “vibe coding.”The term “Scribed” is used in connection with proprietary code formats or transformed outputs resulting from the above-described services, and “Scribed Code” refers to such source code generated or modified by the applicant’s proprietary agent-based systems.