Atlas / Skills / brycewang-stanford / Ocr Translate

Ocr TranslateCAUTION

skills/brycewang-stanford/ocr-translate

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
1.0.0
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Install

Commands as the repository documents them. They are shown, not run.

pip install "pix2tex[gui]"
pip install git+https://github.com/lukas-blecher/LaTeX-OCR.git
pip install latextrans
pip install mathtranslate
pip install pdf2zh
pip install pdf2zh[cuda]
03

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
04

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: ocr-translate-skills
description: "7 ocr & translation skills. Trigger: scanning documents, recognizing formulas, translating academic papers. Design: specialized OCR (LaTeX, handwriting) and translation for scholarly content."
---

# OCR & Translation — 7 Skills

Select the skill matching the user's need, then `read` its SKILL.md.

| Skill | Description |
|-------|-------------|
| [handwriting-recognition-guide](./handwriting-recognition-guide/SKILL.md) | Apply handwriting OCR to digitize historical and archival documents |
| [latex-ocr-guide](./latex-ocr-guide/SKILL.md) | Extract and convert mathematical formulas from images and PDFs to LaTeX code |
| [latex-translation-guide](./latex-translation-guide/SKILL.md) | Translate LaTeX documents preserving math formulas and structure |
| [multilingual-research-guide](./multilingual-research-guide/SKILL.md) | Strategies for translating academic papers while preserving technical accuracy |
| [pdf-math-translate-guide](./pdf-math-translate-guide/SKILL.md) | Translate scientific PDFs with preserved math formatting via PDFMathTranslate |
| [zotero-pdf-translate-guide](./zotero-pdf-translate-guide/SKILL.md) | Guide to Zotero PDF Translate for multilingual PDF and annotation translation |
| [zotero-pdf2zh-guide](./zotero-pdf2zh-guide/SKILL.md) | PDF Chinese translation plugin for Zotero reference manager |
05

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)FAIL
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

HIGHPrompt injection · prompt.credential_read · CWE-94, CWE-1427
zotero-pdf-translate-guide/SKILL.md:35
- For engines requiring API access, set your credentials via environment variables:
Why it matters. asks the agent to read credentials

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__ocr-translate.json · Report an issue / request a re-scan
06

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdCAUTIONB89first audit
07

Questions

What does the Ocr Translate skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Ocr Translate safe to install?

With care. The audit graded it B (89/100) and found 1 thing worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Ocr Translate access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

What do I need installed to use Ocr Translate?

Its own instructions reference read. Dependencies are pinned to exact versions.

Which assistants does Ocr Translate work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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