PDF In-Place Translator Agent Skill

Translates PDF text in-place across any language pair while preserving original layouts, images, vector graphics, and tables.

Context cost
2.6k tokensestimated from the bundle, loaded when it triggers
Bundle
4 files · 46.0 kB3 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

将 PDF 中的文本在原位置替换为另一种语言(不限源语言/目标语言,如英译中、中译英),保留图片、矢量图、表格与版式。适用于 Claude Code 与 opencode(Anthropic Agent Skills 格式,两者通用)。用户要求'翻译 PDF / 把论文翻成另一种语言 / 中文版 PDF / 保留格式翻译 / 不改变图片的翻译'时使用。流程:--dump 提取结构 → --plan 自动分类 → 逐行填译文(JSONL) → 原位涂抹+重绘,内置 LaTeX Type1 小字号字体保护(全量重绘)与验证。若只是提取文字、转 docx、或做讲解稿/总结(无 PDF 翻译需求),不要使用本 skill。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

productivity

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md10.4 kB · preview
--- name: pdftrans ---
6# PDF 翻译(保留图片与版式)
7
8> 本 skill 使用 Open Agent Skills 目录格式,**Codex、Claude Code 与 opencode 通用**。
9> 安装:Codex → ~/.agents/skills/pdftrans/;Claude Code → ~/.claude/skills/pdftrans/;opencode → ~/.config/opencode/skill/pdftrans/(或项目 .opencode/skill/pdftrans/)。
10
11把 PDF 中的文本**原位替换**为另一种语言(不限源语言/目标语言,如英文→中文),图片/矢量图/表格规则线/版式一律不动。产出与原文同目录的翻译版 PDF(默认 *_translated.pdf)。
12
13## 环境检查(先做,别假设)
14
15- python + pymupdf(旧名 fitz)。缺则 pip install pymupdf。
16- 中文字体(Windows):C:\Windows\Fonts\simsun.ttc(宋体·正文)、simhei.ttf(黑体·标题)。
17 其它平台先找可用 CJK 字体(Noto Serif/Sans CJK),用环境变量 PDFTRANS_SIMSUN / PDFTRANS_SIMHEI 指定。
18- 若用户还要 Word/讲解稿:python-docx(生成 .docx 用,正文宋体+黑体标题,eastAsia 字体名必须设)。
19
20## 总流程(6 步)
21
22在 **PDF 所在目录**下工作;全程不要动用户的原始 PDF。
23
241. **结构导出**:python pdftrans.py <in.pdf> --dump → _digest.txt(每块一行摘要:页/块seq/字号/span数/预览,**读它做决策,不要读 _allblocks.json**)。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md576 words
Files4
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,510
on trigger
The instruction body and 3 supporting files, read only when the skill fires.
1.3%
of a 200k window
Ten skills this size would take about 13% of the window before you open a file.
050k100k150k200k context window

2.6k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

4 files, 46.0 kB on disk. Mostly text — the instructions the model reads — with 3 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md10.4 kB
  • scripts/pdftrans.py26.8 kB
  • scripts/translations_template.py2.8 kB
  • scripts/verify.py6.0 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 3 scripts beside the text, so the bundle is 4 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# PDF In-Place Translator · 2.6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/pdf-in-place-translator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/pdf-in-place-translator" ] && { [ ! -e .claude/skills/pdf-in-place-translator ] || { mv .claude/skills/pdf-in-place-translator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/pdf-in-place-translator" .claude/skills/ && echo "Installed .claude/skills/pdf-in-place-translator"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add palelunar/pdf-in-place-translator

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/pdf-in-place-translator/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/pdf-in-place-translator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/pdf-in-place-translator" ] && { [ ! -e ~/.claude/skills/pdf-in-place-translator ] || { mv ~/.claude/skills/pdf-in-place-translator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/pdf-in-place-translator" ~/.claude/skills/ && echo "Installed ~/.claude/skills/pdf-in-place-translator" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/pdf-in-place-translator/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as pdftrans in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, pdf-in-place-translator.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencepalelunar/pdf-in-place-translator

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Who wrote it

PA
palelunar

Publishes on mcprush.

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