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Understand Knowledge

lum1104/understand-anything

Takes a Karpathy-pattern wiki (the three-layer setup with raw sources, markdown files with wikilinks, and index.md) and builds an interactive knowledge graph from it. Extracts explicit structure like categories and wikilinks automatically, then uses LLM agents to find implicit relationships between articles that aren't linked but should be. The output is a force-directed graph with entities, claims, and topics that gets auto-launched in a dashboard. Useful if you're maintaining one of these wikis and want to see the conceptual structure beyond just the file tree. The analysis is batched and runs concurrently, so it scales reasonably to larger knowledge bases.

skills.sh installs
966
GitHub stars
73.8K
last updated
Jul 14, 2026
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Install

$ npx -y skills add lum1104/understand-anything --skill understand-knowledge --agent claude-code

Installs into .claude/skills of the current project.

Files

/understand-knowledge

Analyzes a Karpathy-pattern LLM wiki — a three-layer knowledge base with raw sources, wiki markdown, and a schema file — and produces an interactive knowledge graph dashboard.

What It Detects

The Karpathy LLM wiki pattern (see https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f):

  • Raw sources — immutable source documents (articles, papers, data files)
  • Wiki — LLM-generated markdown files with wikilinks ([[target]] syntax)
  • Schema — CLAUDE.md, AGENTS.md, or similar configuration file
  • index.md — content catalog organized by categories
  • log.md — chronological operation log

Detection signals: has index.md + multiple .md files with wikilinks. May have raw/ directory and schema file.

Instructions

Phase 1: DETECT

SKILL.md on GitHub

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Details

Repository
github.com/lum1104/understand-anything
First seen
Jun 3, 2026

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