中英双语学术降 AIGC / bilingual academic de-AIGC skill. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedDocuments & Office

Install De Aigc Skills

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills de-aigc-skills --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/48-de-AIGC-skills .claude/skills/de-aigc-skills && 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
de-aigc-skills
GitHub stars
4.6k
Token cost
~5k tokens
SKILL.md length
2,241 words
Files
10 (incl. scripts, references)
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

中英双语学术降 AIGC / bilingual academic de-AIGC skill. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 6 steps: Intake & routing 定位路由 → Audit scan 审计扫描 → Claim–evidence audit 主张-证据核对 → …
  • Tasks that involve Word documents
  • SKILL.md covers Scope 适用范围, What does NOT work 无效做法, Watermarks are not writing… and Structural signatures 结构性特征, plus 4 more sections
  • Runs Python scripts from its folder; calls python3

What it does

De Aigc Skills is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. 中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and 知网 AMLC, 万方, 维普 on the Chinese side. Uses a six-step loop (intake → audit → claim-evidence check → differentiated rewrite → five-dimension self-score → cold-reader recheck) with two pattern libraries (22 English + 17 Chinese patterns), section-by-section…

Its SKILL.md is about 5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including scripts and reference files (for example `README.md`, `references/examples-en.md` and `references/examples-zh.md`).

It sits in Documents & Office, covering Word documents, Translation and Citation management. It works with Microsoft Word. 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

  • Tasks that involve Word documents
  • Tasks that involve Translation
  • Tasks that involve Citation management

Example prompts

  • “s statistical text watermark, and an author”
  • “/de-aigc-skills”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): -, Bash(python3 scripts/provenance_scrub.py:*)

Workflow steps

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

  1. Intake & routing 定位路由
  2. Audit scan 审计扫描
  3. Claim–evidence audit 主张-证据核对
  4. Differentiated rewrite 差异化改写
  5. Five-dimension self-score 五维自评
  6. Cold-reader recheck 冷读复查

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:

    • -
    • Bash(python3 scripts/provenance_scrub.py:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

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

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com

    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

De Aigc Skills loads about 5k tokens when it runs, and up to ~24k if it reads all its reference files. Until then it costs about 239 tokens; SKILL.md has 2,241 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~239
When it runs · the whole SKILL.md, loaded when a task matches
~5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~24k

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 2,241 words (~4,955 tokens).

“Papers: empirical work in economics, management, finance, accounting, sociology, political science, education, public policy — anything built on data, identification, and regression tables. Theory papers and pure humanities essays are out of scope (most patterns still transfer, but the section…”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
de-aigc-skills
allowed-tools
-, Bash(python3 scripts/provenance_scrub.py:*)
triggers
- de-AIGC - 降 AIGC - 降低 AIGC - 去 AI 味 - 去 AI 痕迹 - humanize academic paper - remove AI writing patterns - AI detection academic - 知网 AIGC 检测 - 万方 AIGC - 维普检测…

Read the full SKILL.md on GitHub

Files

SKILL.md and 9 other files (scripts, references) in skills/48-de-AIGC-skills of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • README.md
  • references/examples-en.md
  • references/examples-zh.md
  • references/patterns-en.md
  • references/patterns-zh.md
  • references/scoring.md
  • references/sections.md
  • references/watermarks.md
  • scripts/provenance_scrub.py

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

De Aigc Skills 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.

De Aigc Skills compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
De Aigc Skills this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~5kAutomated safety check: PassCustom licence
Journal Copyeditor DOCXmikemikeqqq/copyeditor-skill292—~3.9kAutomated safety check: PassMIT
Latex To Word Workflowhajimi-kun/latex-to-word-workflow128—~2.3kAutomated safety check: PassMIT
Review Papermaxwell2732/my-submission-formatting-agent111—~1.2kAutomated safety check: PassNone
Bibliographyaipoch/medical-research-skills1.9k—~1.6kAutomated safety check: PassMIT
Translate Bookdeusyu/translate-book2.1k—~5.5kAutomated safety check: NotesMIT

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Works with

Questions about De Aigc Skills

What does De Aigc Skills do?

中英双语学术降 AIGC / bilingual academic de-AIGC skill. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. De Aigc Skills is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. 中英双语学术降 AIGC / bilingual academic de-AIGC skill.

When should I use De Aigc Skills?

De Aigc Skills fits situations like: tasks that involve Word documents; tasks that involve Translation; tasks that involve Citation management.

How do I install De Aigc Skills in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill de-aigc-skills -a claude-code`. Or copy the skill folder (skills/48-de-AIGC-skills in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/de-aigc-skills in your project. Claude Code loads it when a task matches its description.

How do I install De Aigc Skills in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill de-aigc-skills -a codex`. Or copy the skill folder (skills/48-de-AIGC-skills in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/de-aigc-skills in your project. Codex loads it when a task matches its description.

Can I use De Aigc Skills 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 de-aigc-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/de-aigc-skills, .gemini/skills/de-aigc-skills, .github/skills/de-aigc-skills and .opencode/skills/de-aigc-skills in your project.

What does De Aigc Skills need to run?

Going by SKILL.md and its folder, De Aigc Skills needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: -, Bash(python3 scripts/provenance_scrub.py:*).

Does De Aigc Skills access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is De Aigc Skills 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 De Aigc Skills use?

De Aigc Skills 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 De Aigc Skills use?

About 5k tokens (SKILL.md is roughly 20k 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 19k tokens, read only when the agent opens those files.

What are the alternatives to De Aigc Skills?

Skills that share tags, products or a category with De Aigc Skills: Journal Copyeditor DOCX (mikemikeqqq/copyeditor-skill, 292 stars), Latex To Word Workflow (hajimi-kun/latex-to-word-workflow, 128 stars), Review Paper (maxwell2732/my-submission-formatting-agent, 111 stars) and Bibliography (aipoch/medical-research-skills, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains De Aigc Skills?

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.