Gemini Translate

Batch-translate content files (markdown, JSON, YAML frontmatter) using Gemini CLI as a translation subagent. Claude orchestrates the pipeline: identifies gaps, builds prompts with glossary context, dispatches to Gemini in a single CLI call, validates output structure, and writes files.

Why Gemini CLI

• Uses your Google AI Ultra plan via OAuth (no API key needed)
• 1M token context fits entire glossaries + dozens of source files in one call
• Single startup cost (~13s) instead of per-file overhead
• Claude stays in control of orchestration, validation, and file writes

Prerequisites

• Gemini CLI installed and authenticated (gemini on PATH, OAuth configured)
• Source content files in a consistent structure (markdown with frontmatter, JSON, etc.)

Pipeline Overview