graph-rag-knowledge-expert SKILL.md skillA
graph-rag-knowledge-expert from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/graph-rag-knowledge-expert@v4.2.0Pins v4.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/graph-rag-knowledge-expert/SKILL.md- Versions recorded
- 7
- Latest version
- v4.2.0, committed Oct 3, 2026
- First version recorded
- Sep 7, 2026
- Size
- 8,822 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for Knowledge Graphs, GraphRAG, Microsoft GraphRAG, Neo4j Text2Cypher, multi-hop relational retrieval, and hybrid vector-graph search / Panduan ahli Knowledge Graph, GraphRAG, dan pencarian relasional multi-hop.
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
# GraphRAG & Knowledge Graph Expert (2026 Edition)
[English](#english) | [Bahasa Indonesia](#bahasa-indonesia)
---
<a name="english"></a>
## English
### Description
Expert guide for implementing Knowledge Graph-augmented Retrieval (GraphRAG), solving the fatal weaknesses of vector search: multi-hop reasoning, relationship discovery, and global corpus understanding. Covers Microsoft GraphRAG, Neo4j Text2Cypher, FalkorDB, and hybrid Vector + Graph retrieval pipelines.
### Trigger Conditions
- Complex multi-hop queries where entities are linked through multiple intermediate nodes.
- High hallucination rate using standard vector RAG on interconnected data.
- Global corpus queries requiring domain-wide thematic summarization across thousands of documents.
- Enterprise knowledge bases containing explicitly structured relational entities (e.g., organizations, code dependencies, regulatory rules).
---
## 1. Why GraphRAG Over Pure Vector Search?
| Capability | Pure Vector Search (RAG) | GraphRAG (Graph + Vector) |
| :--- | :--- | :--- |
| **Direct Similarity ("What is X?")** | 🟢 Fast, accurate | 🟢 High accuracy |
…Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/graph-rag-knowledge-expert@sha256:959b3d9e2b71c18bThe line at the top of this page pins the label v4.2.0, 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.
[](https://markdownregistry.com/a/art_reusu3os7xolk2v2)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Sep 7, 2026 and Oct 3, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.2.0 latest | 2026-10-03 | d8cca2a | 8,822 B | A | view · diff |
| v4.1.0 | 2026-10-03 | 8bb822a | 8,822 B | A | view · diff |
| v4.0.0 | 2026-09-30 | 7be209a | 8,823 B | A | view · diff |
| git:20260928.6c89ad6 | 2026-09-28 | 6c89ad6 | 8,953 B | F | view · diff |
| v3.0.0 | 2026-09-13 | 528c014 | 8,823 B | A | view · diff |
| git:20260911.4e0e4b5 | 2026-09-11 | 4e0e4b5 | 8,607 B | A | view · diff |
| git:20260907.5da0f4d | 2026-09-07 | 5da0f4d | 6,266 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8822 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
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_reusu3os7xolk2v2 GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/graph-rag-knowledge-expert GET https://markdownregistry.com/api/v1/blob/959b3d9e2b71c18b8c309335503886dfdf432802af0b7f9278e25ead6caf2b1e
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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