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Tools

Polyglot MCP exposes six tools to any MCP-compatible client (Claude Code, Claude Desktop, etc.).

Translate text between any supported language pair.

Parameter Required Description
text yes Text to translate
from yes Source language code or name (e.g., en, English)
to yes Target language code or name (e.g., ja, Japanese)
model no Ollama model (default: translategemma:27b)
glossary no Custom term overrides as {"source": "translation"} – merged with the built-in software glossary

Long text is automatically split into chunks at paragraph and sentence boundaries, translated in sequence, and reassembled. All translations are validated for quality (empty output, echo detection, truncation, garbled text).

The response includes the translated text, language pair info, model used, chunk count, duration, and any validation warnings.

Translate an entire markdown document while preserving structure. Code blocks, HTML elements, badges, URLs, and table formatting are kept intact – only prose content (headings, paragraphs, taglines, table cells) is translated. Inline code spans are swapped for placeholders before translation and restored after, so commands, flags, package names, and identifiers come back exactly as written.

Parameter Required Description
markdown yes The full markdown content to translate
from yes Source language code or name
to yes Target language code or name
model no Ollama model (default: translategemma:27b)

The markdown segmenter identifies six segment types: protected (code blocks, HTML, rules), HTML taglines, headings, plain text, block quotes, and tables. Only translatable segments are sent through the pipeline. Table cells are individually classified – backtick terms, version numbers, links, and short bold labels are left untranslated.

The response includes the translated markdown, segment counts (total, cached, translated, fuzzy-matched, deduplicated), Ollama call count, duration, and any validation warnings.

Translate markdown content into multiple languages at once. By default it targets 7 languages: Japanese, Chinese, Spanish, French, Hindi, Italian, and Portuguese. Runs translations concurrently with a GPU-safe semaphore.

Parameter Required Description
markdown yes The full markdown content to translate
from no Source language code (default: en)
languages no Array of target language codes (default: all 7)
model no Ollama model (default: translategemma:27b)
concurrency no Max concurrent translations (default: 2, max: 3)
navBar no Inject language nav bar at the top of each output (default: true)

Each language result is returned as a separate text block with its filename suffix (e.g., README.ja.md). The nav bar links each translation to the others and back to the English README.

Translate a README.md file into the same 7 languages and write the README.<lang>.md files next to it, refreshing the language nav bar in the source README and in each translation. Returns a per-language status summary (ok/fail, timings, files written) rather than the translated text; use translate_markdown when you want the content back.

Parameter Required Description
readmePath yes Absolute path to the source README.md
tier no quality (translategemma:27b, default), bulk (12b), or draft (2b); ignored when model is set
model no Explicit Ollama model; overrides tier
languages no Subset of target language codes (default: all 7)
concurrency no Max concurrent translations (default: 2, max: 3)
navBar no Inject or refresh the language nav bar (default: true)

A partial success is not a tool error: languages that succeed are written even when others fail, and only a run in which every language fails is reported as an error.

List all 57 supported languages with their codes. Takes no arguments. Returns a formatted list of language code/name pairs.

Check if Ollama is running and which TranslateGemma models are installed. Takes no arguments. Attempts to auto-start Ollama if it is not running. Reports which TranslateGemma model sizes are installed and their disk usage.