yifanfeng97/hyper-extract/multilingual

Claude Code and agent skill by yifanfeng97/hyper-extract

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Checking that the SKILL.md file is still in the repository.

Convert Hyper-Extract YAML templates to multi-language support. Use when user says: "add translation", "multilingual", "convert language", "support Chinese and English". Trigger: User wants to add Chinese/English/Japanese translation to their template. Skip: User wants to design a new template (use record-designer or graph-designer instead).

Install

npx vskill@latest install yifanfeng97/hyper-extract/multilingual

SKILL.md

Multilingual Converter

Translatable Fields

The following fields can be translated:

  • description
  • output.description
  • fields[].description
  • guideline.target
  • guideline.rules

Non-Translatable Fields

The following fields should NOT be translated:

  • name, type, tags
  • field names (name in fields)
  • identifiers
  • display

Conversion Modes

Mode 1: Single → Bilingual
yaml
# Before (single language)
language: zh
description: '财务报告摘要'
# After (bilingual)
language: [zh, en] # YAML list format
description:
zh: '财务报告摘要'
en: 'Financial Report Summary'
Mode 2: Expand Existing Translation
yaml
# Before (has zh only)
description:
zh: '财务报告摘要'
# After (add en)
description:
zh: '财务报告摘要'
en: 'Financial Report Summary'
Mode 3: Add New Language
yaml
# Before (zh + en)
# After (add ja)
description:
zh: '财务报告摘要'
en: 'Financial Report Summary'
ja: '財務報告サマリー'

Translation Guidelines

Field Descriptions
OriginalEnglishNotes
公司名称Company nameDirect
营收金额Revenue amountDirect
关键词Keyword/TermChoose based on context
Target/Rules
yaml
target:
zh: '你是一位财务分析师,请从财报中提取关键信息。'
en: 'You are a financial analyst. Extract key information from financial reports.'
rules:
zh:
- '每个字段对应一个独立的信息项'
en:
- 'Each field corresponds to an independent information item'
Multi-language Consistency

When translating field values (like enum options), maintain language purity:

OriginalChinese TranslationEnglish Translation
类型:实体/抽象类型:实体/抽象Type: entity/abstract
重要性:高/中/低重要性:高/中/低Significance: high/medium/low

Do NOT translate inline: 类型:entity(实体) → wrong!

Translation Checklist

  • [ ] Preserve technical terms consistently
  • [ ] Maintain same meaning across languages
  • [ ] Keep field names in source language
  • [ ] Update language field to indicate multi-language (use list format)

Output Format

yaml
## Multilingual Conversion Result
language: [zh, en] # YAML list format
# All translatable fields now have both zh and en
## Translation Mapping
| Field Path | Chinese | English |
|------------|---------|---------|
| description | ... | ... |
| output.description | ... | ... |
| fields[].description | ... | ... |
| guideline.target | ... | ... |
| guideline.rules | ... | ... |

Notes

  • Use professional domain terminology
  • Maintain consistent terminology across fields
  • Keep YAML structure clean and readable
  • Field names (name) should NOT be translated
  • Use YAML list format for language field: language: [zh, en]

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
659
Repository forks
69
7-day trend score
32

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 30 Apr 2026, 6 months ago.

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