#knowledge-graph

Understand Anything: Turn a Codebase Into a Knowledge Graph You Can Explore

Jul 7, 2026 · Shingo Nakamura · AI

Understand Anything is an open-source Claude Code plugin that runs a multi-agent, tree-sitter + LLM pipeline over your repo and builds an interactive knowledge graph — files, functions, dependencies, domains — you can search, tour, and ask questions about. What it is, how it works, real reviews, and the honest pros and cons.

understand-anythingknowledge-graphclaude-codecodebase

Graphify: Turn a Codebase Into a Token-Cheap Knowledge Graph

Jun 21, 2026 · Shingo Nakamura · AI

Graphify is a Claude Code skill that compiles code, docs, papers and images into a queryable knowledge graph — so an agent answers from a tiny subgraph instead of re-reading raw files. How it works, how it saves tokens, the real benchmarks, and how it compares to vector RAG and the LLM Wiki.

graphifyknowledge-graphtokensclaude-code