claudegoodies
Skill

understand-knowledge

From Egonex-AI

Analyze a Karpathy-pattern LLM wiki knowledge base and generate an interactive knowledge graph with entity extraction, implicit relationships, and topic clustering.

Facts

Repository
Egonex-AI/Understand-Anything
Status
Actively maintained
Last commit
Source file
understand-anything-plugin/skills/understand-knowledge/SKILL.md

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The instructions Claude Code reads when this skill runs.

# /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

1. Determine the target directory:
   - If the user provided a path argument, use that
   - Otherwise, use the current working directory
   - **Resolve the data directory `$UA_DIR`** once, and reuse it for every read and write below: `UA_DIR="<TARGET_DIR>/$([ -d "<TARGET_DIR>/.understand-anything" ] && echo .understand-anything || echo .ua)"` — this selects the legacy `.understand-anything/` when it already exists, otherwise the new `.ua/`.

2. Run the format detection script bundled with this skill:
   ```
   python3 "<SKILL_DIR>/parse-knowledge-base.py" "<TARGET_DIR>"
   ```
   - If
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