Medical document proofreading skill that uses parallel AI agents to run 10 specialized proofreading checks (language, medical terms, clinical logic, data consistency, tables, images, references…

Custom licenceAuto-check passedWriting & Content

Install Proofread

skills CLI
$ npx skills add qqfly1to19/awesome_proofreading_auto --skill proofread -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install qqfly1to19/awesome_proofreading_auto proofread --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/qqfly1to19/awesome_proofreading_auto.git skills-src && mkdir -p .claude/skills && cp -r skills-src/proofread .claude/skills/proofread && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
proofread
GitHub stars
159
Token cost
~7.3k tokens
SKILL.md length
1,269 words
Files
9 (incl. scripts, references, assets)
Skills in repo
1
Repo updated
First seen
Licence
Custom licence

At a glance

Medical document proofreading skill that uses parallel AI agents to run 10 specialized proofreading checks (language, medical terms, clinical logic, data consistency, tables, images, references…

  • Works in 3 steps: 先尝试手动截图(如果有源 PDF):对每个表格标题对应的页面区域截图 → 否则接受乱码:表格内容以碎片形式存在于 _document_text.txt… → 不要花太多时间手动重建 Markdown:性价比低,报告生成时乱码文本仍会显示
  • Tasks that involve Copy editing and proofreading
  • SKILL.md covers 资源路径约定, 用法, 文档布局 and 运行模式, plus 3 more sections
  • Runs Python scripts from its folder; calls python3 and claude

What it does

Proofread is an agent skill from qqfly1to19/awesome_proofreading_auto. Medical document proofreading skill that uses parallel AI agents to run 10 specialized proofreading checks (language, medical terms, clinical logic, data consistency, tables, images, references, translation, consistency, expression refinement) on medical documents (Word/PDF/TXT) and generates interactive HTML reports with error highlighting. Triggered by /proofread command.

Its SKILL.md is about 7.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts, reference files and assets (for example `references/knowledge_base/abbreviations.json`, `references/knowledge_base/lab_values.json` and `references/knowledge_base/medical_terms.json`).

It sits in Writing & Content, covering Copy editing and proofreading.

When your agent uses it

  • Tasks that involve Copy editing and proofreading

Example prompts

  • “/proofread”

Requirements

  • Python 3

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. 先尝试手动截图(如果有源 PDF):对每个表格标题对应的页面区域截图
  2. 否则接受乱码:表格内容以碎片形式存在于 _document_text.txt 中,校对 Agent 会在 table_proofreading 中报告表格碎片化问题
  3. 不要花太多时间手动重建 Markdown:性价比低,报告生成时乱码文本仍会显示

What it can do on your machine

Read from SKILL.md and the folder at commit e610fc1. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • claude

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Proofread loads about 7.3k tokens when it runs, and up to ~2.5M if it reads all its reference files. Until then it costs about 97 tokens; SKILL.md has 1,269 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~97
When it runs · the whole SKILL.md, loaded when a task matches
~7.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.5M

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,269 words (~7,298 tokens).

name
proofread

Read the full SKILL.md on GitHub

Files

SKILL.md and 8 other files (scripts, references, assets) in proofread of qqfly1to19/awesome_proofreading_auto.

  • SKILL.md
  • assets/report_template.html
  • references/knowledge_base/abbreviations.json
  • references/knowledge_base/lab_values.json
  • references/knowledge_base/medical_terms.json
  • references/knowledge_base/nhc_clinical_terms.json
  • references/skills/_base_output_format.md
  • scripts/lookup_term.py
  • scripts/parse_nhc_terms.py

Open the folder on GitHubat commit e610fc1

Compare with similar skills

Proofread next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Proofread compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Proofread this skillqqfly1to19/awesome_proofreading_auto159—~7.3kAutomated safety check: PassCustom licence
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT
Story Multi-Perspective Reviewzenstory-ai/oh-story-claudecode7.4k3 repos~3kAutomated safety check: PassMIT
Chinese Text Humanizerop7418/Humanizer-zh19k—~2kAutomated safety check: PassMIT
Baoyu TranslateJimLiu/baoyu-skills26k1 repos~3.9kAutomated safety check: PassMIT
Natural Japanese Business Writingcoji/natural-japanese1.9k—~2.1kAutomated safety check: PassMIT

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Questions about Proofread

What does Proofread do?

Medical document proofreading skill that uses parallel AI agents to run 10 specialized proofreading checks (language, medical terms, clinical logic, data consistency, tables, images, references…. Proofread is an agent skill from qqfly1to19/awesome_proofreading_auto. Medical document proofreading skill that uses parallel AI agents to run 10 specialized proofreading checks (language, medical terms, clinical logic, data consistency, tables, images, references, translation, consistency, expression refinement) on medical documents (Word/PDF/TXT) and generates interactive HTML reports with error highlighting.

When should I use Proofread?

Proofread fits situations like: tasks that involve Copy editing and proofreading.

How do I install Proofread in Claude Code?

Run `npx skills add qqfly1to19/awesome_proofreading_auto --skill proofread -a claude-code`. Or copy the skill folder (proofread in qqfly1to19/awesome_proofreading_auto) into .claude/skills/proofread in your project. Claude Code loads it when a task matches its description.

How do I install Proofread in Codex?

Run `npx skills add qqfly1to19/awesome_proofreading_auto --skill proofread -a codex`. Or copy the skill folder (proofread in qqfly1to19/awesome_proofreading_auto) into .agents/skills/proofread in your project. Codex loads it when a task matches its description.

Can I use Proofread in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add qqfly1to19/awesome_proofreading_auto --skill proofread -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/proofread, .gemini/skills/proofread, .github/skills/proofread and .opencode/skills/proofread in your project.

What does Proofread need to run?

Going by SKILL.md and its folder, Proofread needs Python for the scripts in its folder and the command-line tools its instructions call (python3 and claude). Our summary lists: Python 3.

Does Proofread access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Proofread safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Proofread use?

Proofread has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Proofread use?

About 7.3k tokens (SKILL.md is roughly 29k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.5M tokens, read only when the agent opens those files.

What are the alternatives to Proofread?

Skills that share tags, products or a category with Proofread: User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars), Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars), Chinese Text Humanizer (op7418/Humanizer-zh, 19k stars) and Baoyu Translate (JimLiu/baoyu-skills, 26k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Proofread?

qqfly1to19 (a GitHub user) maintains it in qqfly1to19/awesome_proofreading_auto, which has 159 GitHub stars. The repository was last updated on May 22, 2026.

Source: qqfly1to19/awesome_proofreading_auto on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.