MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
한국어 문장을 문장 단위로 첨삭·윤문하는 통합 명령. An agent skill from Turtle-Hwan/im-ai-copyeditor.
$ npx skills add Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Turtle-Hwan/im-ai-copyeditor im-ai-copyeditor --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/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/im-ai-copyeditor .claude/skills/im-ai-copyeditor && 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 "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .claude/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditorType 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 Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Turtle-Hwan/im-ai-copyeditor im-ai-copyeditor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/im-ai-copyeditor .agents/skills/im-ai-copyeditor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .agents/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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 Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Turtle-Hwan/im-ai-copyeditor im-ai-copyeditor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/im-ai-copyeditor .cursor/skills/im-ai-copyeditor && 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 "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .cursor/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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/Turtle-Hwan/im-ai-copyeditor.git --path skills/im-ai-copyeditor--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 Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Turtle-Hwan/im-ai-copyeditor im-ai-copyeditor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/im-ai-copyeditor .gemini/skills/im-ai-copyeditor && 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 "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .gemini/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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 Turtle-Hwan/im-ai-copyeditor im-ai-copyeditorInstalls 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 Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/im-ai-copyeditor .github/skills/im-ai-copyeditor && 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 "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .github/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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 Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Turtle-Hwan/im-ai-copyeditor im-ai-copyeditor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Turtle-Hwan/im-ai-copyeditor.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/im-ai-copyeditor .opencode/skills/im-ai-copyeditor && 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 "im-ai-copyeditor" agent skill from https://github.com/Turtle-Hwan/im-ai-copyeditor/tree/main/skills/im-ai-copyeditor into .opencode/skills/im-ai-copyeditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "im-ai-copyeditor", 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.
im-ai-copyeditor한국어 문장을 문장 단위로 첨삭·윤문하는 통합 명령. An agent skill from Turtle-Hwan/im-ai-copyeditor.
Im AI Copyeditor is an agent skill from Turtle-Hwan/im-ai-copyeditor. 한국어 문장을 문장 단위로 첨삭·윤문하는 통합 명령. 맞춤법 → 문장(번역투·군더더기) → AI 문체 → 문체를 순서대로 한 문장씩 적용해, 뜻은 한 글자도 바꾸지 않고 사람 문체로 다듬는다. 트리거 — "한국어 첨삭", "문장 윤문", "글 다듬어줘", "im-ai-copyeditor", "문장 간소화", "번역체+AI 문체 같이 다듬어줘". 국립국어원 맞춤법과 번역학·문체 논문에 근거하며, 문장 교정은 책 『내 문장이 그렇게 이상한가요?』에서 영감을 받았다. 세부 명령 — 문장 교정(번역투·군더더기)만: -sentence / AI 문체만: -ai / 맞춤법·문체만: -grammar.
Its SKILL.md is about 950 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 `references/ai-tell-rules.md`, `references/grammar-rules.md` and `references/prime-directives.md`). Compatibility notes: 문장 분절 스크립트 실행에 python3(없으면 python) 필요.
It works with Python. The repository describes itself as: LLM이 모든 문장을 한 줄씩 읽고, 사람이 읽기 좋은 글로 다듬는 스킬. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 393cf27. It shows what the files ask for, not the result of running them.
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.
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
문장 분절 스크립트 실행에 python3(없으면 python) 필요.
From compatibility in the SKILL.md frontmatter.
Im AI Copyeditor loads about 946 tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 536 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.
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.
The full file from Turtle-Hwan/im-ai-copyeditor at commit 393cf27, republished under its MIT licence (© Turtle-Hwan). 536 words, ~946 tokens.
.claude/skills/im-ai-copyeditor/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.한국어 텍스트를 문장 부호 단위로 잘라 한 문장씩 다듬는다. 정규식으로 일괄 치환하지 않고 워크시트의 각 문장 행을 읽고 다듬는다. 뜻·수치·고유명사·인용은 보존한다. 문장 간소화 규칙은 책 『내 문장이 그렇게 이상한가요?』에서 영감을 받았다.
우선 적용: 보호 구간 밖의 중간점과 구분용 대시는 반드시 제거한다. 다른 교정 여부와 무관한 완료 조건이며, 뜻과 보호 표현은 보존한다. 세부 범위는 공통 약속 8절을 따른다.
스킬 디렉토리를 $SKILL 로 표기한다. Claude Code 는 ${CLAUDE_SKILL_DIR} 나 ${CLAUDE_PLUGIN_ROOT},
그 외 하니스는 이 SKILL.md 가 있는 폴더다. 아래 명령의 python3 는 환경에 python3 가 없으면
python(Windows 는 py -3)으로 바꿔 실행한다.
Phase 0 — 상태 한 줄
im-ai-copyeditor 통합 맞춤법→문장(번역투·군더더기)→AI 문체→문체 / run_id: {YYYY-MM-DD-NNN}run_id 는 cwd 기준 _workspace/{YYYY-MM-DD-NNN}/. 당일 폴더가 있으면 NNN+1.
Phase 1 — 입력 저장
입력 텍스트나 파일을 _workspace/{run_id}/01_input.txt 로 저장.
Phase 2 — 문장 분절
python3 $SKILL/scripts/segment.py _workspace/{run_id}/01_input.txt --outdir _workspace/{run_id}→ 원본 구조 정보 segments.json + 작업 파일 worksheet.md 생성. 나온 문장 수 N 을 확인한다.
제목·목록 행·표 셀도 텍스트 작업 칸으로 포함한다. N은 문장 수와 이 작업 칸을 합친 수다.
보호할 고유명사·기술 표현에 중간점이나 대시가 있으면 분절 전에 --preserve-text '원문의 정확한 표현'을 추가한다.
장식용 따옴표는 --editable-quote '"정말"', 직접 인용이 아닌 작성자의 인용 블록은 --edit-blockquotes로 편집 대상에 포함한다. 분류 기준과 제외된 HTML 처리 방법은 공통 약속 2절을 따른다.
Phase 3 — 룰북 로드. 네 개 모두 순서대로 적용한다. 먼저 글 전체의 우세 문체를 정한다. 해요체·합니다체·한다체 중 하나로.
$SKILL/references/grammar-rules.md$SKILL/references/sentence-rules.md$SKILL/references/ai-tell-rules.md$SKILL/references/style-guide.md네 룰북을 적용하기 전에 $SKILL/references/prime-directives.md를 읽는다. 뜻 불변·건드리지 않는 것·문장부호 우선 적용·변경량·자체검증을 따른다.
Phase 4 — 워크시트 행별 윤문. 정규식 일괄 치환 금지
worksheet.md 의 각 문장 칸을 위에서 아래로 처리한다. 한 문장에:
변경없음.변경없음 칸을 마지막에 다시 읽는다. 중간점·구분용 대시와 기존 규칙의 교정 누락이 있으면 고친다. 검사를 통과하려고 미교정 결과를 반환하지 않는다.Phase 5 — 재조립 + 가드
python3 $SKILL/scripts/reassemble.py _workspace/{run_id}/segments.json _workspace/{run_id}/worksheet.md --out _workspace/{run_id}/final.md --check-punctuation변경없음 표기는 종료 코드 2다. 작업표를 고치고 다시 실행한다. 칸 안의 문장 병합·분할과 의미 보존은 별도로 대조한다.--max-change로 명시한다. 통과하려고 임의로 높이지 않는다.부분 재조립이면 제외 구간을 따로 검토한다. 스크립트 통과는 맞춤법·문체 교정 누락이 없다는 증명이 아니다.Phase 6 — 반환
{완료|재검토|실패}. 텍스트 칸 {N}개 / 변경 {k}건 / 변경량 {x}% / 등급 {A~D}. 공통 약속 7절에 따라 판정한다.final.md 본문장르: 칼럼|리포트|블로그|공적 — 말투·장르 보존 기준. 생략하면 자동 추정.강도: 보수|기본|적극 — 윤문 강도. 기본값은 기본.-grammar · -sentence · -ai 명령을 쓴다.© Turtle-Hwan, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 9 other files (scripts, references) in skills/im-ai-copyeditor of Turtle-Hwan/im-ai-copyeditor.
Open the folder on GitHubat commit 393cf27
Im AI Copyeditor 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 |
|---|---|---|---|---|---|---|
| Im AI Copyeditor this skillTurtle-Hwan/im-ai-copyeditor | 100 | — | ~946 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 47 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 14 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 29k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| PPT Masterhugohe3/ppt-master | 59k | 1 repos | ~2.5k | Automated safety check: Pass | MIT |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Turtle-Hwan/im-ai-copyeditor
AI가 쓴 한글의 "AI 문체"를 문장 단위로 걷어 낸다. An agent skill from Turtle-Hwan/im-ai-copyeditor.
Turtle-Hwan/im-ai-copyeditor
한국어 맞춤법과 문체를 문장 단위로 교정한다. An agent skill from Turtle-Hwan/im-ai-copyeditor.
Turtle-Hwan/im-ai-copyeditor
한국어 문장을 문장 단위로 첨삭한다. An agent skill from Turtle-Hwan/im-ai-copyeditor.
Turtle-Hwan/im-ai-copyeditor
한국어 글을 사용자와 되물으며 함께 고친다. An agent skill from Turtle-Hwan/im-ai-copyeditor.
Works with
한국어 문장을 문장 단위로 첨삭·윤문하는 통합 명령. An agent skill from Turtle-Hwan/im-ai-copyeditor. Im AI Copyeditor is an agent skill from Turtle-Hwan/im-ai-copyeditor. 한국어 문장을 문장 단위로 첨삭·윤문하는 통합 명령.
Run `npx skills add Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a claude-code`. Or copy the skill folder (skills/im-ai-copyeditor in Turtle-Hwan/im-ai-copyeditor) into .claude/skills/im-ai-copyeditor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a codex`. Or copy the skill folder (skills/im-ai-copyeditor in Turtle-Hwan/im-ai-copyeditor) into .agents/skills/im-ai-copyeditor in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Turtle-Hwan/im-ai-copyeditor --skill im-ai-copyeditor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/im-ai-copyeditor, .gemini/skills/im-ai-copyeditor, .github/skills/im-ai-copyeditor and .opencode/skills/im-ai-copyeditor in your project.
Going by SKILL.md and its folder, Im AI Copyeditor needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3. Compatibility (from SKILL.md): 문장 분절 스크립트 실행에 python3(없으면 python) 필요..
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.
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.
Im AI Copyeditor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 946 tokens (SKILL.md is roughly 3.8k 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 14k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Im AI Copyeditor: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Turtle-Hwan (a GitHub user) maintains it in Turtle-Hwan/im-ai-copyeditor, which has 100 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on September 8, 2026.
Source: Turtle-Hwan/im-ai-copyeditor on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.