Bilingual Mail Translator
/install bilingual-mail-translator
Bilingual Mail Translator
Use this skill when building, refining, or publishing a bilingual email translation workflow.
What this skill owns
This skill defines the prompt-layer contract for turning raw emails into user-facing bilingual notification text.
Keep these responsibilities in the model/prompt layer unless there is a deliberate product change:
- subject translation and bilingual display
- date normalization and display
- body bilingual formatting
- recipient truncation when there are more than 3 recipients
- quoted/history mail summarization
- duplicate-line suppression when translation equals original
- signature block formatting
Program side should stay focused on:
- extracting raw mail
- normalizing input headers before prompt assembly
- calling a lightweight worker or LLM runtime
- extracting output text
- fallback to raw mail when model output fails
Reference implementation pattern
Example primary script:
scripts/mail_translate.py
Example runtime path:
- a watcher, inbox poller, or notifier prepares raw mail
- a translation script builds the mail prompt
- a lightweight worker agent or LLM runtime runs the translation
- postprocess stays pass-through for formatting
- final text is delivered to the user
Required contract files
Read references/contracts.md first, then open the underlying source docs it points to when needed.
Change workflow
- Read the current prompt contract documents.
- Update the translation prompt or prompt assembly only where the contract needs to change.
- Keep formatting decisions in prompt, not in postprocess.
- Update regression tests for prompt contract assertions.
- Run representative tests for the prompt contract.
- For meaningful prompt changes, run one or more real sample mails through the translation entrypoint.
- Compare actual output against the current accepted product direction.
- Update the contract docs if the accepted behavior changed.
Accepted current product direction
- Keep bilingual output when the product goal includes language-learning support, source-text transparency, or side-by-side review.
- Preserve channel-specific indentation or spacing behavior only when a downstream renderer requires it.
- If translation equals original, keep only the original line.
- If recipients exceed 3, show the first 3 only and end directly with
.... - If quoted/reply history exists, keep the current mail as focus and summarize history below using a clear section label such as
历史邮件摘要:. - Keep signature formatting readable, but do not let signature cleanup override the general duplicate-suppression rule.
- Do not reintroduce formatting heuristics into postprocess.
References
- Contract summary and public design notes:
references/contracts.md - Generic command checklist:
references/commands.md
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install bilingual-mail-translator - After installation, invoke the skill by name or use
/bilingual-mail-translator - Provide required inputs per the skill's parameter spec and get structured output
What is Bilingual Mail Translator?
Build or improve a bilingual email translation and notification workflow that converts raw emails into Chinese-friendly bilingual output. Use when designing... It is an AI Agent Skill for Claude Code / OpenClaw, with 91 downloads so far.
How do I install Bilingual Mail Translator?
Run "/install bilingual-mail-translator" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Bilingual Mail Translator free?
Yes, Bilingual Mail Translator is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Bilingual Mail Translator support?
Bilingual Mail Translator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Bilingual Mail Translator?
It is built and maintained by Sengo Zhao (@huacius); the current version is v0.1.0.