domains / research / knowledge-graph-construction / knowledge-graph

knowledge-graph

Skill card

combined

The two copies are not reproductions of the same procedure. The first is a concrete, self-contained skill for building a knowledge graph from a list of concepts and exporting it to Mermaid. The second is a meta-skill (an index) that routes to nine different knowledge-graph-related skills, including ontology design, citation networks, and specific engines like Graphiti and OpenSPG. Neither contains the material steps of the other, so crowning one would hide a real alternative.

Repositories

Other copies

Combined skill

# Knowledge Graph Builder

## Overview

This skill covers two approaches to knowledge graph tasks: a direct builder for concept networks and a meta-index for specialized research graph tools.

## 1. Direct Concept Graph Builder

Use this when you have a list of concepts and need to visualize their relationships.

### Steps
1. **Identify Concepts**: Define the list of concepts to include (e.g., `['transformer', 'attention', 'BERT', 'GPT']`).
2. **Build Graph**: Use the `KnowledgeGraph` builder to automatically identify relationships and hierarchy.
   ```typescript
   import KnowledgeGraph from './scripts/graph';
   const builder = new KnowledgeGraph();
   const graph = await builder.build(['transformer', 'attention', 'BERT', 'GPT']);
   ```
3. **Export/Visualize**: Convert the graph to a Mermaid diagram for display.
   ```typescript
   const mermaidCode = builder.toMermaid(graph);
   ```
4. **Navigate**: Use path discovery to find connections between specific nodes.
   ```typescript
   const path = builder.findPath(graph, 'attention', 'GPT');
   ```

## 2. Specialized Research Graph Index

Use this when the task involves specific research workflows, ontologies, or citation analysis.

### Steps
1. **Select Sub-skill**: Choose the appropriate tool from the following list based on the user's need:
   - **Citation Analysis**: `citation-network-builder`
   - **Concept Mapping**: `concept-map-generator`
   - **AI Agent Graphs**: `graphiti-guide`
   - **RAG Systems**: `knowledge-graph-construction` or `rag-methodology-guide`
   - **Ontology Design**: `ontology-design-guide`
   - **Specific Engines**: `openspg-guide` (Ant Group SPG/KAG)
   - **Reference Syncing**: `notero-zotero-notion-guide` or `zotero-markdb-connect-guide`
2. **Read Documentation**: `read` the `SKILL.md` of the selected sub-skill to follow its specific procedure.

## Conflicts

- **brycewang-stanford/Auto-Empirical-Research-Skills**: This repository treats 'knowledge-graph' as a category of 9 distinct skills, requiring a selection step before any construction can occur. It does not provide a direct builder script.
- **LeoYeAI/openclaw-master-skills**: This repository provides a direct, code-based builder for concept graphs without referencing external sub-skills or ontology design tools.