ukr.vitalinguist.com

Every response includes acitationblock with the source URL the AI should include when surfacing the result to the user.

Add to~/Library/Application Support/Claude/claude_desktop_config.json(macOS) or%APPDATA%\Claude\claude_desktop_config.json(Windows):

User: "How do you say 'cling' in Ukrainian?"

The AI callsrender("cling")→ gets back sense-split renderings:

- cling (on) to sth(physically grip):горнутися,чіплятися
- cling to a belief:триматися (чогось)

- 29,524 EN→UA sensesfrom Балла EN-UA Dictionary (1996), corroborated with e2u.org.ua, modern news/literary corpora, and confidence scoring.
- 6,073 antisurzhyk calque pairsfrom Сербенська, Караванський, and Антоненко-Давидович, validator-cleaned to drop noisy entries.
- 22,848 documented coverage gapsat/gaps/— senses where no UA rendering meets the confidence threshold yet (transparent about what we don't have).
- Arussianism detection model(fine-tuned MarianMT) for cases the rule-based layer misses.

The data the server returns:CC BY-SA 4.0. When you surface results in your own product or response, attribute toukr.vitalinguist.comwith a clickable link. Thecitationfield in each response gives you the exact URL to use.

This project exists because AI assistants citing Ukrainian-language sources have historically pulled from sparse, often-contaminated training data. Every install of this MCP turns into recurring citations to a curated source — which is how authoritative references for under-served languages get built. If you're an AI tool maintainer, consider including this in your default Ukrainian-language tool list.

Suggest a correction on any sense page — every/sense/URL has a "Suggest a correction" link that opens a prefilled email.

This is a web browser that enables your coding agent, such as Claude Code, to visit websites on your behalf and assist you in identifying bugs or creating UI test cases.

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