How to Use OpenClaw as Your AI Translation Assistant

TABLE OF CONTENTS

OpenClaw can turn your chat app into a personal AI assistant. For translation, you can start by writing a tiny custom skill in minutes — and upgrade to powerful community skills when you need more.

OpenClaw is a free, open-source personal AI agent that runs on your machine and connects to chat apps like Telegram, WhatsApp, Slack, Discord, Signal, and iMessage. It can use Claude, OpenAI models, or local models, and it supports community-built skills.

For translation, that matters because you have two paths: write a tiny custom skill in minutes for general text, or install community skills built for specific scenarios — Markdown, visa documents, layout-preserving PDFs. This guide walks through both, plus the official OpenClaw setup.

What Is OpenClaw?

OpenClaw describes itself as “the AI that actually does things.” Instead of living in a browser tab, it runs locally as a daemon, connects to your communication channels, and executes tasks through tools and skills.


License	MIT, open source
Runs on	macOS, Windows, Linux
Models	Anthropic Claude, OpenAI GPT, or local models
Chat channels	Telegram, WhatsApp, Slack, Discord, Signal, iMessage, WeChat, and more
Skills	Community skills from Skills.sh / ClawHub or local custom skills
Official site	openclaw.ai
GitHub	github.com/openclaw/openclaw

OpenClaw is best understood as the workflow layer: it receives messages, routes tasks, remembers context, and triggers skills. The translation quality itself depends on the model or specialized tool you connect to it.

Official Installation

The official recommended install is the one-liner:

curl -fsSL https://openclaw.ai/install.sh | bash

Then run onboarding:

openclaw onboard --install-daemon

During onboarding, OpenClaw asks you to choose a model provider, enter your API key, and configure the local Gateway. After setup, open the dashboard:

openclaw dashboard

From there, connect a chat channel. Telegram is usually the quickest because it only needs a bot token. WhatsApp, iMessage, and other channels may require companion apps or additional pairing steps.

Security note: OpenClaw can run commands and access local files, so review its security guidance and run openclaw doctor before exposing it to untrusted inbound messages.

Write Your Own Simple Translation Skill

The fastest way to get started is to write a minimal translation skill yourself. A skill is just a Markdown file — no coding required.

Create ~/.agents/skills/translate/SKILL.md:

---
name: translate
description: Translate text between languages on demand
user-invocable: true
---

You are a professional translator. Translate the user's text accurately into the requested target language. Return only the translation — no commentary, no explanation.

If no target language is specified, detect the source language and translate to English.

The user-invocable: true flag exposes /translate as a slash command in any connected chat. Once installed, you can use it like this:

/translate Translate to French: Our new product launches next week.

To add a custom glossary for consistent terminology, append a section to the same file:

## Glossary (always follow these terms)
- "API" → "API" (do not translate)
- "Dashboard" → "control panel"
- Brand names like "OpenL" are never translated

This is the starting point. If your needs go further — long documents, PDF layout preservation, official documents with OCR — use one of the community skills below instead.

Best Existing Translation Skills to Know

When your needs go beyond a basic translator, community skills cover the more demanding scenarios. Here are three worth knowing.

1. baoyu-translate — Best General-Purpose Text & Markdown Translation

baoyu-translate is a high-quality translation skill by jimliu, installed from the jimliu/baoyu-skills repository.

Install:

npx skills add https://github.com/jimliu/baoyu-skills --skill baoyu-translate

What it does well:

Offers three workflow modes: Quick, Normal, and Refined
Auto-detects which mode to use based on the request
Supports long documents with Markdown-aware chunking
Preserves Markdown formatting and YAML frontmatter
Uses shared glossary enforcement across chunks
Supports style presets such as formal, technical, academic, business, conversational, humorous, and elegant
Can be customized through EXTEND.md

Use it when you need polished text translation, blog post translation, documentation translation, or Markdown-heavy content. This is the strongest general-purpose option from the skills found.

2. visa-doc-translate — Best for Visa and Official Document Images

visa-doc-translate is built for translating visa application documents into English and generating bilingual PDFs.

Install:

npx skills add https://github.com/affaan-m/everything-claude-code --skill visa-doc-translate

What it handles:

Bank certificates
Employment letters
Retirement certificates
Property documents
IDs and passports
HEIC image conversion
Orientation correction via EXIF data
OCR via macOS Vision, EasyOCR, or Tesseract
English translation while preserving names, dates, and amounts
Two-page PDF output: original image first, English translation second

Use it when you have scanned or photographed official documents that need English translation for visa-style submissions.

3. translate-pdf — Best for Layout-Preserving PDF Translation

translate-pdf by wshuyi focuses on translating text-based PDFs while preserving layout.

Install via Skills.sh:

npx skills add https://github.com/wshuyi/translate-pdf-skill --skill translate-pdf

Or install from the repository:

git clone https://github.com/wshuyi/translate-pdf-skill.git
cp -r translate-pdf-skill/skills/translate-pdf ~/.claude/skills/

What it does well:

Preserves page layout and text positions
Keeps background colors, font sizes, and text colors
Preserves images and charts
Replaces translated text in place inside the PDF
Supports language-specific fonts for Chinese, Japanese, Korean, and common Latin-script languages

Important limitation: it is built for text-based PDFs. Scanned PDFs need OCR first, and text embedded inside images may not be translated.

Which Skill Should You Use?

Need	Best option
General text or Markdown translation	baoyu-translate
Visa documents, IDs, certificates	visa-doc-translate
Text-based PDF with layout preservation	translate-pdf
Quick chat translation inside Telegram/Slack/WhatsApp	OpenClaw + baoyu-translate
Online document, image, PDF, or OCR translation without local setup	OpenL

The pattern is simple: use OpenClaw to route requests from chat, then use the right skill for the job.

How OpenClaw Fits Into a Translation Workflow

What can OpenClaw actually do for translation?

OpenClaw is most useful when translation is part of a larger workflow:

A supplier sends a foreign-language message in Telegram
OpenClaw receives it
You ask it to translate or summarize the thread
It invokes a translation skill
It sends the translated result back to the same chat

For files, the workflow can look like this:

You send a PDF or document path to OpenClaw
OpenClaw chooses the right skill: translate-pdf, visa-doc-translate, or baoyu-translate
The skill produces the translated output
OpenClaw sends you the file or summary back through chat

That is where OpenClaw shines: not replacing translation tools, but connecting them into the places where you already work.

When to Use OpenL Instead

OpenClaw is powerful, but it requires local setup, API keys, and some comfort with command-line tools. If you simply want to translate a document, image, PDF, or scanned file online, OpenL is simpler.

Use OpenL when you need:

PDF, Word, PowerPoint, or Excel translation
Image or screenshot translation
OCR translation for scanned documents
Formatting preservation without installing local tools
A web-based workflow instead of a local agent

Use OpenClaw when you want automation across chat apps, local files, recurring tasks, or custom workflows.

Bottom Line

OpenClaw is not a translation app by itself. It is the automation layer that lets translation skills and tools work inside your personal communication flow.

For most users, the best path is:

Install OpenClaw officially
Connect Telegram, Slack, WhatsApp, or another chat app
Write a minimal translate skill for general use
Install a community skill from Skills.sh when you need more (PDFs, official documents, polished Markdown output)
Use OpenL for web-based document, OCR, and formatted file translation when local setup isn’t worth it

The point is to match the tool to the job — not to build everything from scratch, and not to install everything either.

Sources

OpenClaw official site — official positioning, install commands, supported platforms, and integrations
OpenClaw GitHub repository — source code, license, README, and security notes
OpenClaw documentation: Getting Started — onboarding, gateway setup, and channel connection
baoyu-translate on Skills.sh — general-purpose translation skill features and install command
visa-doc-translate on Skills.sh — visa document translation workflow and OCR features
translate-pdf on Skills.sh — PDF translation skill listing
translate-pdf GitHub repository — layout-preserving PDF translation details and limitations