Polish English academic papers for SSCI journal submission. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedWriting & Content

Install Ssci Polish

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills ssci-polish --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/70-ssci-polish .claude/skills/ssci-polish && 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
ssci-polish
GitHub stars
4.6k
Token cost
~3.2k tokens
SKILL.md length
1,287 words
Files
4 (incl. references)
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Polish English academic papers for SSCI journal submission. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 5 steps: Read and Analyze → Apply Three-Pass Check → Apply Changes (python-docx,… → …
  • The user asks to polish
  • SKILL.md covers Workflow, Output Format, Key Principles to Apply by… and Interaction Guidelines, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ssci Polish is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Polish English academic papers for SSCI journal submission. This skill checks grammar, improves readability, and enhances academic tone. Use when the user asks to polish, proofread, edit, or improve their English academic paper, manuscript, or article — especially when targeting SSCI, SCI, or other international journals. Also use when the user asks to "润色", "修改语法", "提升学术性", "polish my paper", or mentions their paper needs language improvement for journal submission. Always trigger on any request involving…

Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/academic.md`, `references/grammar.md` and `references/style.md`).

It sits in Writing & Content, covering Plain language and style rules, Copy editing and proofreading and Scientific writing. 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 asks to polish
  • Improve their English academic paper
  • Article — especially when targeting SSCI
  • Other international journals

Example prompts

  • “polish my paper”
  • “t explicitly say”
  • “/ssci-polish”

Requirements

  • Python 3

Workflow steps

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

  1. Read and Analyze
  2. Apply Three-Pass Check
  3. Apply Changes (python-docx, format-preserving)
  4. Verify Before Saving
  5. Save

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 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    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

Ssci Polish loads about 3.2k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 150 tokens; SKILL.md has 1,287 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~150
When it runs · the whole SKILL.md, loaded when a task matches
~3.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~11k

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); 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 1,287 words (~3,208 tokens).

“Polish English academic manuscripts for submission to SSCI/SCI journals. This skill integrates principles from three authoritative writing guides:”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
ssci-polish
author
刘松岐 | 辽宁大学 | copaper.ai团队培训班

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references) in skills/70-ssci-polish of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • references/academic.md
  • references/grammar.md
  • references/style.md

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Ssci Polish 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.

Ssci Polish compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ssci Polish this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.2kAutomated safety check: PassCustom licence
Natural Japanese Business Writingcoji/natural-japanese1.9k—~2.1kAutomated safety check: PassMIT
Defensive Writing Editorlennney/stop-that-shit2.5k1 repos~1.2kAutomated safety check: PassMIT
Anti-Defensive Writing EditorKiterlin/anti-defensive-writing875—~3.5kAutomated safety check: PassMIT
Academic Writing Assistantdonghuixin/AI-Vibe-Writing-Skills497—~616Automated safety check: PassMIT
Chinese Technical Writingleter/zh-tech-writing352—~656Automated safety check: PassMIT

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Questions about Ssci Polish

What does Ssci Polish do?

Polish English academic papers for SSCI journal submission. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Ssci Polish is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Polish English academic papers for SSCI journal submission.

When should I use Ssci Polish?

Ssci Polish fits situations like: the user asks to polish; improve their English academic paper; article — especially when targeting SSCI; other international journals.

How do I install Ssci Polish in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill ssci-polish -a claude-code`. Or copy the skill folder (skills/70-ssci-polish in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/ssci-polish in your project. Claude Code loads it when a task matches its description.

How do I install Ssci Polish in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill ssci-polish -a codex`. Or copy the skill folder (skills/70-ssci-polish in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/ssci-polish in your project. Codex loads it when a task matches its description.

Can I use Ssci Polish 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 ssci-polish -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ssci-polish, .gemini/skills/ssci-polish, .github/skills/ssci-polish and .opencode/skills/ssci-polish in your project.

What does Ssci Polish need to run?

SKILL.md names no scripts, command-line tools or credentials: Ssci Polish is instructions for the agent only. Our summary lists: Python 3.

Does Ssci Polish 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 Ssci Polish 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. Review the folder before installing.

What licence does Ssci Polish use?

Ssci Polish 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 Ssci Polish use?

About 3.2k tokens (SKILL.md is roughly 13k 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 7.6k tokens, read only when the agent opens those files.

What are the alternatives to Ssci Polish?

Skills that share tags, products or a category with Ssci Polish: Natural Japanese Business Writing (coji/natural-japanese, 1.9k stars), Defensive Writing Editor (lennney/stop-that-shit, 2.5k stars), Anti-Defensive Writing Editor (Kiterlin/anti-defensive-writing, 875 stars) and Academic Writing Assistant (donghuixin/AI-Vibe-Writing-Skills, 497 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ssci Polish?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 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.