Translation Glossary Creator
SkillDev toolsProduces a structured source-language to target-language glossary of domain-specific terms, names, and recurring phrases to ensure consistent translation across an entire project.
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Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Translation Glossary Creator skill
What this skill tells your AI
The instructions your AI receives, as published by ur-grue/autopunk-media-skills in skills/translation-localization/translation-glossary-creator/SKILL.md and read by ahel’s review.
What This Skill Does
Produces a structured source-language to target-language glossary of domain-specific terms, names, and recurring phrases to ensure consistent translation across an entire project.
When To Use This Skill
- At the start of a documentary, series, or long-form journalism project that will be translated into one or more languages
- When multiple translators or dubbing studios are working on the same project and need to use identical terminology
- When a subject area has specialised vocabulary — science, law, economics, medicine, military — where inconsistent translation could mislead the audience
- When revisiting an existing project for a new language version and need to lock terminology before any new translation work begins
What You Need To Provide
Required: A representative sample of source-language text — script excerpts, interview transcripts, or article sections totalling at least 300 words. The target language. The media format (documentary, news report, magazine article, podcast, etc.).
Optional: Names of key people, organisations, and locations that appear throughout the project. Any terms already translated and approved by the editorial team. Style preferences (e.g. formal register, region-specific spelling such as European vs. Latin American Spanish).
How the Assistant Approaches This
- Reads all provided source text and identifies every term likely to cause inconsistency: technical vocabulary, proper nouns, branded names, recurring thematic phrases, and any word with multiple plausible translations.
- For each term, selects the most accurate and contextually appropriate target-language equivalent, noting when regional variants exist or when the term should be left untranslated.
- Delivers the glossary in a clean two-column table (source → target) with a short note for any entry that requires editorial judgement — for example, a term with no direct equivalent, or a name with an established local spelling.
Output Format
A two-column markdown table: Source Term | Target Translation. One row per term. After the table, a short Notes section explaining any flagged entries. Total length depends on source material but typically 20–60 rows. Register and tone follow the project's editorial style. No footnotes or academic apparatus — written to be immediately usable by a translator or dubbing artist.
Quality Criteria
- Every term in the glossary appears in the source text provided
- Target translations are contextually accurate, not literal word-for-word substitutions where idiom differs
- Proper nouns (people, organisations, locations) are handled consistently and follow established local conventions where applicable
- Flagged entries include a plain-English note explaining the editorial decision required
- The glossary is free of duplicates and alphabetically ordered for quick lookup
- Verify with native speaker before broadcast
Example
Input
Source language: English Target language: French Format: TV documentary (3-part series on urban food systems) Sample text:
"The city's food sovereignty movement gained traction after the 2019 supply-chain disruption. Community land trusts began converting vacant lots into urban farms, while food hubs — centralised distribution points run by cooperatives — took over from traditional wholesalers. The mayor's office launched a 'farm-to-table' initiative to link smallholders directly to school canteens. Critics argue the programme prioritises optics over food justice for the city's low-income neighbourhoods."
Additional terms to include: food sovereignty, urban farm, food hub, supply chain, community land trust, smallholder, farm-to-table, food justice, cooperative, wholesaler, canteen, low-income neighbourhood.
Output
Project Glossary — Urban Food Systems Documentary
Language pair: English → French Prepared for: Series translation and dubbing
| Source Term (EN) | Target Translation (FR) |
|---|---|
| canteen | cantine |
| community land trust | foncière solidaire |
| cooperative | coopérative |
| farm-to-table | de la ferme à la table |
| food hub | hub alimentaire |
| food justice | justice alimentaire |
| food sovereignty | souveraineté alimentaire |
| low-income neighbourhood | quartier populaire |
| smallholder | petit exploitant agricole |
| supply chain | chaîne d'approvisionnement |
| supply-chain disruption | rupture de la chaîne d'approvisionnement |
| urban farm | ferme urbaine |
| vacant lot | terrain vague |
| wholesaler | grossiste |
Notes
community land trust → foncière solidaire: No standard French equivalent exists. "Foncière solidaire" is the term used by French urban policy organisations and will be recognised by informed viewers. An on-screen text explanation is recommended on first use.
farm-to-table: The phrase is increasingly used as-is in French media contexts, particularly in lifestyle journalism. If the editorial team prefers a fully French version, "de la ferme à la table" is the standard rendering. Confirm with the series editor.
low-income neighbourhood → quartier populaire: Preferred over the more clinical "quartier à faibles revenus," which does not reflect natural French editorial usage. Consistent with public broadcaster style guides.
food hub → hub alimentaire: "Hub" is an established anglicism in French logistics and food-system journalism. No substitution recommended.
Known Limitations
- The assistant identifies terms from the sample text provided; terms that appear only in sections not shared will be missed. Provide as broad a sample as possible.
- Regional variation is flagged but not automatically resolved — a French glossary does not distinguish between French, Belgian, and Swiss usage without explicit guidance. Specify the target region.
- The assistant cannot verify whether a proposed translation matches an organisation's existing official terminology. Always cross-check proper nouns against the organisation's own French-language materials.
- Always verify the complete glossary with a native-speaker translator before distribution to dubbing studios or external translators.
Related Skills
Signals
- GitHub stars
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- Last commit
- Aug 2026
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- github.com/ur-grue/autopunk-media-skills