understand-anything
Turns a codebase into an interactive knowledge graph you can explore, search, and ask questions about, with skills for diff impact analysis, explanations, and business domain mapping.

Turns a codebase into an interactive knowledge graph you can explore, search, and ask questions about, with skills for diff impact analysis, explanations, and business domain mapping.
Analyze a codebase to produce an interactive knowledge graph for understanding architecture, components, and relationships
Use when you need to ask questions about a codebase or understand code using a knowledge graph
Launch the interactive web dashboard to visualize a codebase's knowledge graph
Use when you need to analyze git diffs or pull requests to understand what changed, affected components, and risks
Extract business domain knowledge from a codebase and generate an interactive domain flow graph. Works standalone (lightweight…
Use when you need a deep-dive explanation of a specific file, function, or module in the codebase
Analyze a Figma file via the Figma REST API and generate an interactive design knowledge graph (pages, screens, components,…
Analyze a Karpathy-pattern LLM wiki knowledge base and generate an interactive knowledge graph with entity extraction, implicit…
Use when you need to generate an onboarding guide for new team members joining a project
Analyzes a codebase's file structure, summaries, and import relationships to identify logical architectural layers and assign…
Analyzes markdown files using pre-parsed structural data and LLM inference to extract knowledge graph nodes and edges (entities,…
Reviews the output of merge-batch-graphs.py for semantic issues the script cannot catch. Recovers dropped nodes/edges and fills…
Analyzes Figma structural nodes (pages, screens, components, instances, tokens) from a deterministic manifest and adds semantic…
Analyzes codebases to extract business domain knowledge — domains, business flows, and process steps. Produces a…
Analyzes batches of source files to produce knowledge graph nodes and edges. Extracts file structure, functions, classes, and…
Validates knowledge graphs for correctness, completeness, and quality. Runs systematic checks and renders approval or rejection…
Use this agent when users need help understanding, querying, or working with an Understand-Anything knowledge graph. Guides users…
Scans a codebase directory to produce a structured inventory of all project files, detected languages, frameworks, import maps,…
Designs guided learning tours through codebases, creating 5-15 pedagogical steps that teach project architecture and key concepts…
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