Academic Humanizer
Yila-AI/awesome-research-skills
A skill your agent uses when researchers ask to remove generic, templated, or AI-like patterns from Chinese or English academic prose, make an AI-assisted draft sound more like the author's own…
Remove AI writing patterns from academic prose. An agent skill from catlog22/maestro-flow.
Install Scholar Anti AI Writing
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writing --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .claude/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.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/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .claude/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .agents/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .agents/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .agents/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .cursor/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .cursor/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/catlog22/maestro-flow.git --path optional/skills/scholar-anti-ai-writing--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .gemini/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .gemini/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .github/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .github/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .github/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install catlog22/maestro-flow scholar-anti-ai-writing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/catlog22/maestro-flow.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/optional/skills/scholar-anti-ai-writing .opencode/skills/scholar-anti-ai-writing && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "scholar-anti-ai-writing" agent skill from https://github.com/catlog22/maestro-flow/tree/master/optional/skills/scholar-anti-ai-writing into .opencode/skills/scholar-anti-ai-writing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-anti-ai-writing", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
scholar-anti-ai-writing- GitHub stars
- 564
- Token cost
- ~1.7k tokens
- SKILL.md length
- 489 words
- Files
- 6 (incl. references)
- Skills in repo
- 30
- Repo updated
- First seen
- Licence
- None found
At a glance
Remove AI writing patterns from academic prose. An agent skill from catlog22/maestro-flow.
- Works in 4 steps: Codebase docs: If… → Specs: maestro load --type spec… → Wiki knowledge: maestro search "academic… → …
- Remove AI patterns
- SKILL.md covers Pre-load (before execution), Architecture Overview, Key Design Principles and Interactive Preference…, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Scholar Anti AI Writing is an agent skill from catlog22/maestro-flow. Remove AI writing patterns from academic prose. Detects and fixes inflated symbolism, promotional language, superficial analyses, vague attributions, AI vocabulary, and formulaic structures. Supports English and Chinese. Triggers on "remove AI patterns", "humanize text", "anti-AI polish", "去除AI写作痕迹", "人性化处理".
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `phases/01-detect-score.md`, `phases/02-rewrite-polish.md` and `phases/03-validate-score.md`).
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: Intent-driven workflow orchestration for multi-agent AI development — adaptive lifecycle engine, self-reinforcing knowledge graph, and visual dashboard for Claude Code, Gemini….
When your agent uses it
- Remove AI patterns
- Tasks that involve Humanizing AI text
Example prompts
- “remove AI patterns”
- “humanize text”
- “anti-AI polish”
- “/scholar-anti-ai-writing”
Requirements
- Pre-approved tools (allowed-tools): Read, Write, Edit, Bash, Glob, Grep, AskUserQuestion, TodoWrite
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Codebase docs: If .workflow/codebase/ARCHITECTURE.md exists, read for project context
- Specs: maestro load --type spec --category coding — load coding conventions
- Wiki knowledge: maestro search "academic writing research paper" --json — top 5 entries as prior context
- All optional — proceed without if unavailable
What it can do on your machine
Read from SKILL.md and the folder at commit f888cec. 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:
ReadWriteEditBashGlobGrepAskUserQuestionTodoWrite
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
Scholar Anti AI Writing loads about 1.7k tokens when it runs, and up to ~6.6k if it reads all its reference files. Until then it costs about 84 tokens; SKILL.md has 489 words of instructions outside code blocks.
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, Write, Edit, Bash, Glob, Grep, AskUserQuestion, TodoWrite
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 489 words (~1,717 tokens).
“Detect and eliminate AI writing patterns from academic prose. Based on Wikipedia's "Signs of AI writing" guide. Supports both English and Chinese text.”
- name
- scholar-anti-ai-writing
- allowed-tools
- Read, Write, Edit, Bash, Glob, Grep, AskUserQuestion, TodoWrite
- disable-model-invocation
- true
- session-mode
- none
Files
SKILL.md and 5 other files (references) in optional/skills/scholar-anti-ai-writing of catlog22/maestro-flow.
- SKILL.md
- phases/01-detect-score.md
- phases/02-rewrite-polish.md
- phases/03-validate-score.md
- references/patterns-chinese.md
- references/patterns-english.md
Open the folder on GitHubat commit f888cec
Compare with similar skills
Scholar Anti AI Writing 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Scholar Anti AI Writing this skillcatlog22/maestro-flow | 564 | — | ~1.7k | Automated safety check: Notes | None | |
| Academic HumanizerYila-AI/awesome-research-skills | 133 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Academic Paper PolishHKUSTDial/Supervisor-Skills | 8.8k | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-SA-4.0 | |
| Academic Humanizerdongshuyan/compass-skills | 753 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Researchers Biographicalbitwize-music-studio/claude-ai-music-skills | 544 | — | ~2.3k | Automated safety check: Pass | CC0-1.0 | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 173 | 38 repos | ~5.8k | Automated safety check: Pass | MIT |
Similar skills
Academic Paper Polish
HKUSTDial/Supervisor-Skills
Polishes academic prose without changing its meaning: grammar and flow fixes, tone matched to the evidence, AI-tone removal and Chinese-to-English rewriting for submission.
Academic Humanizer
dongshuyan/compass-skills
Draft, audit, or minimally revise English- or Chinese-language academic prose to reduce formulaic, vacuous, mechanically repetitive, or process-leaking language while preserving claims, evidence…
Researchers Biographical
bitwize-music-studio/claude-ai-music-skills
Researches personal backgrounds, interviews, motivations, and humanizing details.
- Official
Humanizer
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
Avoid AI Writing
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
More from catlog22/maestro-flow
All 30 skills in this repoThesis DOCX
catlog22/maestro-flow
Create, revise, and format thesis or dissertation Word documents with strict academic formatting control.
Team Swarm
catlog22/maestro-flow
Swarm intelligence team skill — ACO-driven multi-agent exploration with hybrid LLM coordinator + Python optimization controller.
Scholar Citation Verify
catlog22/maestro-flow
Four-layer citation verification for academic papers. An agent skill from catlog22/maestro-flow.
Maestro Help
catlog22/maestro-flow
Maestro Flow 命令帮助系统。搜索命令、浏览技能、工作流推荐、新手引导。Triggers on "maestro-help", "帮助", "命令", "怎么用", "skill", "workflow", "maestro 怎么用".
Maestro Impeccable
catlog22/maestro-flow
A skill your agent uses when designing, reviewing, refining, fixing, or codifying frontend UI with Maestro's self-contained Impeccable core
Scholar Experiment
catlog22/maestro-flow
Systematic experimental results analysis workflow for ML/AI research papers.
Related
Categories
Questions about Scholar Anti AI Writing
What does Scholar Anti AI Writing do?
Remove AI writing patterns from academic prose. An agent skill from catlog22/maestro-flow. Scholar Anti AI Writing is an agent skill from catlog22/maestro-flow. Remove AI writing patterns from academic prose.
When should I use Scholar Anti AI Writing?
Scholar Anti AI Writing fits situations like: remove AI patterns; tasks that involve Humanizing AI text.
How do I install Scholar Anti AI Writing in Claude Code?
Run `npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a claude-code`. Or copy the skill folder (optional/skills/scholar-anti-ai-writing in catlog22/maestro-flow) into .claude/skills/scholar-anti-ai-writing in your project. Claude Code loads it when a task matches its description.
How do I install Scholar Anti AI Writing in Codex?
Run `npx skills add catlog22/maestro-flow --skill scholar-anti-ai-writing -a codex`. Or copy the skill folder (optional/skills/scholar-anti-ai-writing in catlog22/maestro-flow) into .agents/skills/scholar-anti-ai-writing in your project. Codex loads it when a task matches its description.
Can I use Scholar Anti AI Writing 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 catlog22/maestro-flow --skill scholar-anti-ai-writing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scholar-anti-ai-writing, .gemini/skills/scholar-anti-ai-writing, .github/skills/scholar-anti-ai-writing and .opencode/skills/scholar-anti-ai-writing in your project.
What does Scholar Anti AI Writing need to run?
SKILL.md names no scripts, command-line tools or credentials: Scholar Anti AI Writing is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash, Glob, Grep, AskUserQuestion, TodoWrite.
Does Scholar Anti AI Writing 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 Scholar Anti AI Writing 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 Scholar Anti AI Writing use?
No licence was found for Scholar Anti AI Writing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Scholar Anti AI Writing use?
About 1.7k tokens (SKILL.md is roughly 6.9k 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 4.8k tokens, read only when the agent opens those files.
What are the alternatives to Scholar Anti AI Writing?
Skills that share tags, products or a category with Scholar Anti AI Writing: Academic Humanizer (Yila-AI/awesome-research-skills, 133 stars), Academic Paper Polish (HKUSTDial/Supervisor-Skills, 8.8k stars), Academic Humanizer (dongshuyan/compass-skills, 753 stars) and Researchers Biographical (bitwize-music-studio/claude-ai-music-skills, 544 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Scholar Anti AI Writing?
catlog22 (a GitHub user) maintains it in catlog22/maestro-flow, which has 564 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on October 8, 2026.
Source: catlog22/maestro-flow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.