understand-knowledge SKILL.md skillA

understand-knowledge from egonex-ai/understand-anything is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add egonex-ai/understand-anything/understand-knowledge@git:20260710.fb7e345

Pins git:20260710.fb7e345 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
egonex-ai/understand-anything
Path
understand-anything-plugin/skills/understand-knowledge/SKILL.md
Versions recorded
4
Latest version
git:20260710.fb7e345, committed Jul 10, 2026
First version recorded
Apr 12, 2026
Size
6,191 bytes
Repository stars
87,696
License
MIT

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

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# /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
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add egonex-ai/understand-anything/understand-knowledge@sha256:e2b225a82d0fc59a

The line at the top of this page pins the label git:20260710.fb7e345, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_dnvsl7tvzxnwjpnt.svg)](https://markdownregistry.com/a/art_dnvsl7tvzxnwjpnt)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Apr 12, 2026 and Jul 10, 2026, about one every 30 days.

versioncommittedcommitsizeaudit
git:20260710.fb7e345 latest2026-07-10 fb7e345 6,191 BA view · diff
git:20260708.db927772026-07-08 db92777 5,946 BA view · diff
git:20260703.859335f2026-07-03 859335f 5,458 BA view · diff
git:20260412.2fc85e62026-04-12 2fc85e6 5,456 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6191 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

egonex-ai/understand-anything · 87,696 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dnvsl7tvzxnwjpnt
GET https://markdownregistry.com/api/v1/resolve?ref=egonex-ai/understand-anything/understand-knowledge
GET https://markdownregistry.com/api/v1/blob/e2b225a82d0fc59a83b8391afe17d1ff7f84acb831d2cf716f0ab583ba09c010

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from egonex-ai/understand-anything

CLAUDE.md CLAUDE.md file
egonex-ai/understand-anything · CLAUDE.md
git:20260710.6677c67 · audit B · 87,696 stars
understand-chat SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-chat/SKILL.md · Use when you need to ask questions about a codebase or understand code using a knowledge graph
git:20260717.48c5450 · audit A · 87,696 stars
understand-dashboard SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-dashboard/SKILL.md · Launch the interactive web dashboard to visualize a codebase's knowledge graph
git:20260710.d876e4f · audit B · 87,696 stars
understand-diff SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-diff/SKILL.md · Use when you need to analyze git diffs or pull requests to understand what changed, affected components, and risks
git:20260717.48c5450 · audit A · 87,696 stars
understand-domain SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-domain/SKILL.md · Extract business domain knowledge from a codebase and generate an interactive domain flow graph. Works standalone…
git:20260717.48c5450 · audit A · 87,696 stars
understand-explain SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-explain/SKILL.md · Use when you need a deep-dive explanation of a specific file, function, or module in the codebase
git:20260717.48c5450 · audit A · 87,696 stars
understand-figma SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-figma/SKILL.md · Analyze a Figma file via the Figma REST API and generate an interactive design knowledge graph (pages, screens…
git:20260710.fb7e345 · audit A · 87,696 stars
understand-onboard SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand-onboard/SKILL.md · Use when you need to generate an onboarding guide for new team members joining a project
git:20260811.637b660 · audit A · 87,696 stars
understand SKILL.md skill
egonex-ai/understand-anything · understand-anything-plugin/skills/understand/SKILL.md · Analyze a codebase to produce an interactive knowledge graph for understanding architecture, components, and…
git:20261005.e3590a2 · audit A · 87,696 stars

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