graph-engineering SKILL.md skillA

graph-engineering from calebnewtonusc/chewbacca is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add calebnewtonusc/chewbacca/graph-engineering@git:20260924.75459fe

Pins git:20260924.75459fe in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
calebnewtonusc/chewbacca
Path
skills/graph-engineering/SKILL.md
Versions recorded
10
Latest version
git:20260924.75459fe, committed Sep 24, 2026
First version recorded
Aug 10, 2026
Size
18,605 bytes
Repository stars
9
License
MIT

Teaches graph engineering, both halves: knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG and graph memory) and task graphs (agent orchestration, parallel fan-out, verifier separation, the stop rule, human gates). Use when asked to build a knowledge graph, extract entities or relations, design an ontology, dedupe or merge entities, add graph memory or GraphRAG, orchestrate multi-agent workflows, or learn graph engineering. ALSO use unasked whenever the work…

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

# Graph Engineering

Graph engineering is the discipline of designing the structures agents work through, not the
prompts. It has two halves:

1. **Knowledge graphs**: what agents remember. Nodes are entities and facts, edges are
   relationships with time and provenance. This file's 9-stage pipeline covers it, distilled
   from Southeast University's graduate KG course
   (https://github.com/npubird/KnowledgeGraphCourse, Prof. Peng Wang), translated to English
   and adapted for LLM-era agents.
2. **Task graphs**: how agents work. Nodes are jobs, edges are execution dependencies:
   parallel fan-out, separate verifier contexts, the stop rule, the human gate.
   Read [references/task-graphs.md](references/task-graphs.md) when the request is about
   orchestrating agents rather than building memory.

Core mental model: a knowledge graph is a **product with a schema**, not a pile of triples.
Quality comes from the pipeline order, model the domain BEFORE extracting, fuse BEFORE storing,
evaluate at every stage.

## Teaching Mode

When the user wants to LEARN graph engineering (rather than build something), teach it, do
not just execute. Rules:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add calebnewtonusc/chewbacca/graph-engineering@sha256:e2a726eba4f8df74

The line at the top of this page pins the label git:20260924.75459fe, 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_h2wj4boy4necjimr.svg)](https://markdownregistry.com/a/art_h2wj4boy4necjimr)

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

Versions

The registry has recorded 10 versions of this file, between Aug 10, 2026 and Sep 24, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20260924.75459fe latest2026-09-24 75459fe 18,605 BA view · diff
git:20260923.c7250b62026-09-23 c7250b6 18,859 BA view · diff
git:20260922.24669ab2026-09-22 24669ab 18,924 BA view · diff
git:20260922.a9150012026-09-22 a915001 14,668 BA view · diff
git:20260922.722de6c2026-09-22 722de6c 10,191 BA view · diff
git:20260922.bf267302026-09-22 bf26730 8,297 BA view · diff
git:20260919.dd1584b2026-09-19 dd1584b 7,703 BA view · diff
git:20260902.45b91192026-09-02 45b9119 7,856 BA view · diff
git:20260810.fbb19ea2026-08-10 fbb19ea 7,889 BA view · diff
git:20260810.52d15ca2026-08-10 52d15ca 7,934 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 (18605 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

calebnewtonusc/chewbacca · 9 stars · license MIT · pushed 2026-10-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_h2wj4boy4necjimr
GET https://markdownregistry.com/api/v1/resolve?ref=calebnewtonusc/chewbacca/graph-engineering
GET https://markdownregistry.com/api/v1/blob/e2a726eba4f8df74be71f8e8a11c73ca0e733e8229c9677eb14e12a24de47dd9

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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