Per-tenant translation MCP. Routes translations to gemini-2.5-flash via LiteLLM, augmented with per-tenant translation memory, glossary, and tone profile stored in the shared SmartTranslate Postgres (pgvector).

Epic: CF-3122
Scaffold: CF-3123 (this repo)
Schema migration: CF-3124 (see sql/001_schema.sql)
Gateway registration: CF-3125
Claude routing (CLAUDE.md + PreToolUse hook): CF-3126
Tenant profile seeding from memory: CF-3127

Tools

Tool	Purpose
`translate(text, tenant, target_lang, source_lang?)`	Main translation call; uses TM + glossary + tone.
`search_tm(query, tenant, target_lang, ...)`	Vector TM lookup.
`upsert_glossary(...)`	Manage per-tenant glossary.
`record_correction(tm_id, corrected_target, tenant)`	Human-in-the-loop correction.
`list_tenants()` / `get_tenant_profile(tenant)`	Inspect profiles.

Environment

TRANSLATE_DB_DSN=postgresql://translate_mcp_rw:***@postgres.agiliton.internal:5432/smarttranslate
LITELLM_URL=http://llm:4000
LITELLM_API_KEY=sk-litellm-master-key
TRANSLATE_MODEL=gemini-2.5-flash          # override for cost tests
TRANSLATE_EMBED_MODEL=mxbai-embed-large
SENTRY_DSN=...                             # optional

Run locally (dev)

uv pip install -e .
export TRANSLATE_DB_DSN=postgresql://...
python -m src.server

Deploy

Via LiteLLM MCP gateway: add block in Infrastructure/litellm/config.yaml (see CF-3125) and agiliton-deploy litellm.