yifanfeng97/hyper-extract/hyperextract-skills

Name: hyperextract-skills
Author: yifanfeng97

Claude Code and agent skill by yifanfeng97/hyper-extract

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Hyper-Extract Knowledge Template Designer for structured knowledge extraction. Use when user wants to: design YAML templates, extract structured knowledge, create knowledge graphs. Available skills: brainstorm, record-designer, graph-designer, yaml-validator, multilingual. Trigger: User mentions template design, extraction, knowledge graph, or YAML configuration.

Install

npx vskill@latest install yifanfeng97/hyper-extract/hyperextract-skills

SKILL.md

Hyper-Extract

Overview

Hyper-Extract helps users design YAML configuration templates for structured knowledge extraction.

Workflow

User → brainstorm → designer → validator → multilingual

Skills

Skill	Purpose	When to Use
brainstorm	Explore requirements, determine types	First step, when unsure
record-designer	Design model/list/set structures	For Record types
graph-designer	Design graph/hypergraph structures	For Graph types
yaml-validator	Validate YAML correctness	Optional, after design
multilingual	Multi-language support	Optional

Skill Workflow

Step 1: brainstorm

Discuss requirements, determine type, create design draft.

Step 2: designer

Generate YAML based on design draft:

record-designer → model/list/set
graph-designer → graph/hypergraph/temporal/spatial

Step 3: validator (optional)

Validate YAML syntax and structure.

Step 4: multilingual (optional)

Add multi-language support.

Supported Types

Type	Description
model	Single structured object
list	Ordered list of items
set	Deduplicated set
graph	Binary relations (A→B)
hypergraph	Multi-entity relations
temporal_graph	+ time dimension
spatial_graph	+ space dimension
spatio_temporal_graph	+ time + space

Hypergraph Grouping

Type	relation_members	Use Case
Simple	`participants` (string)	Flat list
Nested	`[group_a, group_b]` (list)	Semantic roles

Skill Calling Conventions

brainstorm → designer

Pass design draft:

markdown

## Type: hypergraph
## Groups: [attackers, defenders]
## Fields: [battle_name, outcome]

designer → validator (optional)

markdown

## Generated YAML
[yaml content]

Type Determination Quick Reference

Need relationships?
├─ No → model / list / set
└─ Yes → graph / hypergraph
    ├─ Binary → graph
    └─ Multi-entity → hypergraph
 
+ time → temporal_graph
+ space → spatial_graph
+ both → spatio_temporal_graph

Security

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Model reviewPassed

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Quality evaluation

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Source

SKILL.md in the repositoryCheckinghyperextract-skills/SKILL.md

Popularity

Repository stars: 655
Repository forks: 69
7-day trend score: 32

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 26 Apr 2026, 6 months ago.

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