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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.

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How to use this skill

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Source SKILL.md: https://github.com/yifanfeng97/Hyper-Extract/blob/HEAD/hyperextract-skills/SKILL.md

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Hyper-Extract

Overview

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

Workflow

User → brainstorm → designer → validator → multilingual

Skills

SkillPurposeWhen to Use
brainstormExplore requirements, determine typesFirst step, when unsure
record-designerDesign model/list/set structuresFor Record types
graph-designerDesign graph/hypergraph structuresFor Graph types
yaml-validatorValidate YAML correctnessOptional, after design
multilingualMulti-language supportOptional

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

TypeDescription
modelSingle structured object
listOrdered list of items
setDeduplicated set
graphBinary relations (A→B)
hypergraphMulti-entity relations
temporal_graph+ time dimension
spatial_graph+ space dimension
spatio_temporal_graph+ time + space

Hypergraph Grouping

Typerelation_membersUse Case
Simpleparticipants (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