Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.
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EXPLORE THE STRUCTURAL GRAPH
Navigate your codebase as an interactive knowledge graph — every file, function, and class is a node you can click, search, and explore. Select any node to see plain-English summaries, relationships, and guided tours.
UNDERSTAND BUSINESS LOGIC
Switch to the domain view and see how your code maps to real business processes — domains, flows, and steps laid out as a horizontal graph.
ANALYZE KNOWLEDGE BASES
Point /understand-knowledge at a Karpathy-pattern LLM wiki and get a force-directed knowledge graph with community clustering. The deterministic parser extracts wikilinks and categories from index.md, then LLM agents discover implicit relationships, extract entities, and surface claims — turning your wiki into a navigable graph of interconnected ideas. FEATURES
🧭 Guided Tours
Auto-generated walkthroughs of the architecture, ordered by dependency. Learn the codebase in the right order.
📊 Diff Impact Analysis
See which parts of the system your changes affect before you commit. Understand ripple effects across the codebase.
🏗️ Layer Visualization
Automatic grouping by architectural layer — API, Service, Data, UI, Utility — with color-coded legend.
🔍 Fuzzy & Semantic Search
Find anything by name or by meaning. Search "which parts handle auth?" and get relevant results across the graph.
🎭 Persona-Adaptive UI
The dashboard adjusts its detail level based on who you are — junior dev, PM, or power user.
📚 Language Concepts
12 programming patterns (generics, closures, decorators, etc.) explained in context wherever they appear.
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