understand-chat SKILL.md skillA

understand-chat 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-chat@git:20260717.48c5450

Pins git:20260717.48c5450 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-chat/SKILL.md
Versions recorded
5
Latest version
git:20260717.48c5450, committed Jul 17, 2026
First version recorded
Jul 3, 2026
Size
4,772 bytes
Repository stars
87,696
License
MIT

Use when you need to ask questions about a codebase or understand code using a knowledge graph.

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-chat

Answer questions about this codebase using the knowledge graph in the project's data directory (`.ua/knowledge-graph.json`, or the legacy `.understand-anything/knowledge-graph.json` when that directory is present).

## Graph Structure Reference

The knowledge graph JSON has this structure:
- `project` — {name, description, languages, frameworks, analyzedAt, gitCommitHash}
- `nodes[]` — each has {id, type, name, filePath?, summary, tags[], complexity, languageNotes?}
  - Code node types: file, function, class, module, concept
  - Non-code node types: config, document, service, table, endpoint, pipeline, schema, resource
  - Domain/knowledge node types: domain, flow, step, article, entity, topic, claim, source
  - IDs use the node type as prefix, e.g. `file:path`, `function:path:name`, `config:path`, `article:path`
- `edges[]` — each has {source, target, type, direction, weight}
  - Key types: imports, contains, calls, depends_on, configures, documents, deploys, triggers, contains_flow, flow_step, related, cites
- `layers[]` — each has {id, name, description, nodeIds[]}
- `tour[]` — each has {order, title, description, nodeIds[]}

## How to Read Efficiently
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add egonex-ai/understand-anything/understand-chat@sha256:5f1da70e0849ec2f

The line at the top of this page pins the label git:20260717.48c5450, 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_4mbpbmcmrldhm6vq.svg)](https://markdownregistry.com/a/art_4mbpbmcmrldhm6vq)

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

Versions

The registry has recorded 5 versions of this file, between Jul 3, 2026 and Jul 17, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20260717.48c5450 latest2026-07-17 48c5450 4,772 BA view · diff
git:20260710.fb7e3452026-07-10 fb7e345 3,331 BA view · diff
git:20260710.e82fe962026-07-10 e82fe96 4,413 BA view · diff
git:20260708.0bae36e2026-07-08 0bae36e 3,492 BA view · diff
git:20260703.f0f5fa52026-07-03 f0f5fa5 3,016 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 (4772 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_4mbpbmcmrldhm6vq
GET https://markdownregistry.com/api/v1/resolve?ref=egonex-ai/understand-anything/understand-chat
GET https://markdownregistry.com/api/v1/blob/5f1da70e0849ec2f3005fc232a95ab5f4b1c09cc062ced13945ce8516ca0e5f7

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.

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Every file in egonex-ai/understand-anything

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