DevScope: Intelligent Codebase Onboarding

DevScope is an intelligent codebase onboarding and architectural analysis platform designed to eliminate the friction of joining new engineering teams. When developers inherit a massive legacy codebase or join a fast-moving startup, it can take weeks to untangle the web of dependencies, hidden design patterns, and accumulated technical debt. DevScope solves this by providing instant, AI-driven clarity. At its core, DevScope ingests source code and builds a comprehensive Knowledge Graph using Neo4j, mapping every file, function, class, and their complex relationships. It combines this structural graph analysis with IBM watsonx.ai (Granite models) to evaluate code intent and context. The platform features a multi-faceted Streamlit dashboard: • Codebase X-Ray: Provides dependency summaries, cyclomatic complexity metrics, and codebase health scores. • Onboarding Hub: Generates role-tailored (Frontend, Backend, DevOps) learning guides and interactive documentation. • Modernization Planner: Automatically detects architectural anti-patterns, circular dependencies, and missing test coverage, outputting a prioritized roadmap for tackling technical debt. • Graph Explorer: A fully interactive, force-directed graph visualizing the critical path, modular clusters, and blast-radius of code changes. By bridging the gap between raw source code and human understanding, DevScope empowers engineering teams to ship faster, modernize safely, and onboard seamlessly.