触发场景

用户需要提取实体关系用户需要处理多主体事件用户需要基于时间或位置的数据提取

安装

npx skills add yifanfeng97/Hyper-Extract --skill graph-designer -g -y

更多选项

非标准路径

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

不安装直接使用

npx skills use yifanfeng97/Hyper-Extract@graph-designer

指定 Agent (Claude Code)

npx skills add yifanfeng97/Hyper-Extract --skill graph-designer -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": "graph-designer",
    "description": "Design YAML extraction templates for graph types (graph, hypergraph, temporal_graph, spatial_graph).\nUse when user says: \"design graph\", \"create knowledge graph\", \"extract relationships\", \"temporal data\", \"spatial data\".\nTrigger: User wants to extract entity relationships, multi-party events, or time\/location-based data.\nSkip: User wants simple record extraction (use record-designer instead)."
}

Graph Designer: graph/hypergraph/temporal/spatial

Input from Brainstorm

Receive design specs from brainstorm:

Entity types and fields
Relation types and fields
Hypergraph grouping strategy
Time/location requirements

Workflow

Confirm type based on brainstorm specs
Design entities (output.entities)
Design relations (output.relations)
Configure identifiers (identifiers)
Set display (display)
Write guideline (guideline)
Review and output YAML

Critical: Output vs Guideline

Key Principle: Schema defines "WHAT", Guideline defines "HOW TO DO WELL". DO NOT repeat schema definitions in guideline.

Guideline Should Have	Guideline Should NOT Have
Extraction strategy ("extract valuable entities")	Field definitions ("name should be...")
Quality requirements ("maintain naming consistency")	Type descriptions ("type field is...")
Creation conditions ("only when text explicitly states")	Reference requirements ("must reference name field")
Common mistakes to avoid	Schema field descriptions

Type Confirmation

Type	relation_members	Additional Config
graph	`{source, target}`	-
hypergraph (simple)	`participants` (string)	-
hypergraph (nested)	`[group_a, group_b]` (list)	-
temporal_graph	+ type	`time_field`
spatial_graph	+ type	`location_field`
spatio_temporal	+ both	`time_field` + `location_field`

Output Template

language: en

name: [TemplateName]
type: [type]
tags: [...]
description: '...'

output:
  entities:
    description: '...'
    fields:
      - name: name
        type: str
      - name: category
        type: str
  relations:
    description: '...'
    fields:
      # Type-specific fields

guideline:
  target: 'You are a [domain] expert...'
  rules_for_entities: [...]
  rules_for_relations: [...]

identifiers:
  entity_id: name
  relation_id: '...'
  relation_members: ...

display:
  entity_label: '{name} ({category})'
  relation_label: '...'

Display Design Principles

Important: display.label is used for graph visualization. Edges connect two nodes (source/target), so the edge label should NOT repeat this information.

Design Principles

Principle	entity_label	relation_label
Node	Show core identifier	-
Edge	-	Show relation type + optional dimensions
Spatio-temporal	-	Show relation type + location + time

Recommended relation_label by Type

Type	relation_label	Example
graph	`{relation_type}`	`owns`
hypergraph	`{event_name}` or `{outcome}`	`Battle of Red Cliffs`
spatio_temporal_graph	`{relation_type}@{location}({event_date})`	`meets@Beijing(1985)`

Length Reference

entity_label: Recommended 5-20 characters
relation_label: Recommended 10-30 characters

Quick Config Reference

Binary Relations (graph)

identifiers:
  relation_members:
    source: source
    target: target

Hypergraph Simple

identifiers:
  relation_members: participants  # STRING

Hypergraph Nested

identifiers:
  relation_members: [group_a, group_b]  # LIST

Temporal

identifiers:
  time_field: event_date

Spatial

identifiers:
  location_field: location

Cases by Type

Important: Load only the case matching user's selected type.

Type	Case File
graph	cases/corporate-ownership.yaml
hypergraph	cases/battle-analysis.yaml
spatio_temporal_graph	cases/biography-events.yaml

Reference Files

Important: Check these files only when needed for the specific design task.

Topic	When to Check
references/entity.md	When designing output.entities
references/relation.md	When designing output.relations
references/hypergraph.md	For hypergraph type only
references/dimensions.md	For temporal_graph/spatial_graph types

Design Checklist

Entities

Entity types cover key concepts?
Entity granularity appropriate?
Multi-type nodes handled?
No redundant fields?

Relations

Relation types semantically clear?
source/target reference entities?
No ambiguous relations?

Guideline (Must Check)

No field definitions repeated from schema?
Extraction strategy defined?
Quality requirements specified (naming consistency)?
Creation conditions clear ("only when text explicitly states")?
Common mistakes warned?

Hypergraph

Participant count reasonable?
Grouping strategy clear?
Outcome defined?

Identifiers

entity_id references name field?
relation_id template correct?
relation_members configured?
time/location_field specified?

Multi-language

zh descriptions use pure Chinese (no English terms like entity(...))
en descriptions use pure English (no Chinese characters)

Entity-Relation Consistency

source/target types match entities definition

Relation Type Design

For generic templates: Use open-ended description

en: 'Relation type, concisely describing the connection between entities'

For domain-specific templates: Can use predefined types

en: 'Relation type: type_a/type_b/type_c'

版本历史

e698804 当前 2026-07-25 05:13

同 Skill 集合

brainstorm

hyperextract-skills/brainstorm/SKILL.md

multilingual

hyperextract-skills/multilingual/SKILL.md

record-designer

hyperextract-skills/record-designer/SKILL.md

hyper-extract

hyperextract-skills/SKILL.md

template-optimizer

hyperextract-skills/template-optimizer/SKILL.md

yaml-validator

hyperextract-skills/yaml-validator/SKILL.md

查看所属 Skill 集合 ›

元信息

文件数: 0
版本: a8e2719
Hash: 02f8a512
收录时间: 2026-07-25 05:13

graph-designer