Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts.

Custom licenceAuto-check: notesWriting & Content

Install Readability

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill readability -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills readability --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/readability .claude/skills/readability && 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
readability
GitHub stars
4.5k
Token cost
~2.8k tokens
SKILL.md length
1,402 words
Files
1
Skills in repo
369
Repo updated
First seen
Licence
Custom licence

At a glance

Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts.

  • Works in 7 steps: Receive the target → Respect the format → Scan in three passes → …
  • The user says readability
  • SKILL.md covers Overview, Spelling standard: American…, Non-negotiable interaction rule and Workflow, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Readability is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts. Scans the document once, then walks through every issue one-by-one asking for approval before applying each fix. Trigger when the user says "readability", "check grammar", "fix typos", "proofread for grammar", "improve readability", "polish wording", "语言润色", "修语法", or asks you to clean up the prose in a paper/chapter/section without wanting full content restructuring.

Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Writing & Content, covering Plain language and style rules and LaTeX. It works with LaTeX. The repository describes itself as: 🔬 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…

When your agent uses it

  • The user says readability
  • Proofread for grammar
  • Improve readability
  • Asks you to clean up the prose in a paper/chapter/section without wanting full content restructuring

Example prompts

  • “readability”
  • “check grammar”
  • “fix typos”
  • “/readability”

Requirements

  • Pre-approved tools (allowed-tools): Read, Edit, Write, Glob, Grep, Bash, AskUserQuestion

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Receive the target
  2. Respect the format
  3. Scan in three passes
  4. Report the scan summary
  5. Walk issues one at a time
  6. Apply fixes with Edit
  7. Close the session

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Edit
    • Write
    • Glob
    • Grep
    • Bash
    • AskUserQuestion

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    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

Readability loads about 2.8k tokens when it runs. Until then it costs about 123 tokens; SKILL.md has 1,402 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~123
When it runs · the whole SKILL.md, loaded when a task matches
~2.8k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Edit, Write, Glob, Grep, Bash, AskUserQuestion

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); files beside SKILL.md 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 1,402 words (~2,842 tokens).

“Single-purpose proofreader. Scans academic text (LaTeX, Markdown, plain text) for three classes of issue and presents each one individually for approval before editing:”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
readability
allowed-tools
Read, Edit, Write, Glob, Grep, Bash, AskUserQuestion
argument-hint
[path-to-file-or-directory]

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/67-econfin-workflow-toolkit/readability of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Readability 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.

Readability compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Readability this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~2.8kAutomated safety check: NotesCustom licence
Latex Rhythm Refinerappautomaton/latex-arxiv-SKILL457—~890Automated safety check: PassMIT
Latex Rhythm Refineryunshenwuchuxun/latex-paper-skills265—~834Automated safety check: PassMIT
Nature-Style Academic PolishingYuan1z0825/nature-skills46k—~1.5kAutomated safety check: PassApache-2.0
Proofreadflonat/flonat-research145—~2.1kAutomated safety check: PassMIT
Brief Compliance Checkflonat/flonat-research145—~1.7kAutomated safety check: PassMIT

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Works with

Questions about Readability

What does Readability do?

Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts. Readability is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts.

When should I use Readability?

Readability fits situations like: the user says readability; proofread for grammar; improve readability; asks you to clean up the prose in a paper/chapter/section without wanting full content restructuring.

How do I install Readability in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill readability -a claude-code`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/readability in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/readability in your project. Claude Code loads it when a task matches its description.

How do I install Readability in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill readability -a codex`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/readability in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/readability in your project. Codex loads it when a task matches its description.

Can I use Readability 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill readability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/readability, .gemini/skills/readability, .github/skills/readability and .opencode/skills/readability in your project.

What does Readability need to run?

SKILL.md names no scripts, command-line tools or credentials: Readability is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Edit, Write, Glob, Grep, Bash, AskUserQuestion.

Does Readability 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 Readability safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Readability use?

Readability 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 Readability use?

About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Readability?

Skills that share tags, products or a category with Readability: Latex Rhythm Refiner (appautomaton/latex-arxiv-SKILL, 457 stars), Latex Rhythm Refiner (yunshenwuchuxun/latex-paper-skills, 265 stars), Nature-Style Academic Polishing (Yuan1z0825/nature-skills, 46k stars) and Proofread (flonat/flonat-research, 145 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Readability?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,517 GitHub stars. The repository holds 369 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.