Agent Skills › yifanfeng97/Hyper-Extract › hyper-extract

hyper-extract

GitHub

用于设计YAML模板以进行结构化知识提取，支持脑暴、记录/图结构设计、验证及多语言功能。

hyperextract-skills/SKILL.md yifanfeng97/Hyper-Extract

Trigger Scenarios

模板设计知识提取知识图谱构建 YAML配置

Install

npx skills add yifanfeng97/Hyper-Extract --skill hyper-extract -g -y

More Options

Non-standard path

npx skills add https://github.com/yifanfeng97/Hyper-Extract/tree/main/hyperextract-skills -g -y

Use without installing

npx skills use yifanfeng97/Hyper-Extract@hyper-extract

指定 Agent (Claude Code)

npx skills add yifanfeng97/Hyper-Extract --skill hyper-extract -a claude-code -g -y

安装 repo 全部 skill

npx skills add yifanfeng97/Hyper-Extract --all -g -y

预览 repo 内 skill

npx skills add yifanfeng97/Hyper-Extract --list

SKILL.md

Frontmatter

{
    "name": "hyper-extract",
    "description": "Hyper-Extract Knowledge Template Designer for structured knowledge extraction.\nUse when user wants to: design YAML templates, extract structured knowledge, create knowledge graphs.\nAvailable skills: brainstorm, record-designer, graph-designer, yaml-validator, multilingual.\nTrigger: User mentions template design, extraction, knowledge graph, or YAML configuration."
}

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:

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

designer → validator (optional)

## 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