LLM Intern Skill
wanyichen06/LLMInternSkill
A skill your agent uses when polishing, diagnosing, tailoring, or exporting resumes for LLM, RAG, Agent, Agentic RL, post-training, pretraining, AIGC, search/ranking, multimodal, AI backend, or LLM…
ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬. An agent skill from revfactory/harness-100.
Install Ats Optimizer
$ npx skills add revfactory/harness-100 --skill ats-optimizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 ats-optimizer --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/revfactory/harness-100.git skills-src && mkdir -p .claude/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .claude/skills/ats-optimizer && 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 "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .claude/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizerType 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 revfactory/harness-100 --skill ats-optimizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 ats-optimizer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .agents/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .agents/skills/ats-optimizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .agents/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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 revfactory/harness-100 --skill ats-optimizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 ats-optimizer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .cursor/skills/ats-optimizer && 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 "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .cursor/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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/revfactory/harness-100.git --path ko/65-personal-branding/.claude/skills/ats-optimizer--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 revfactory/harness-100 --skill ats-optimizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 ats-optimizer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .gemini/skills/ats-optimizer && 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 "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .gemini/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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 revfactory/harness-100 ats-optimizerInstalls 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 revfactory/harness-100 --skill ats-optimizer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .github/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .github/skills/ats-optimizer && 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 "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .github/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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 revfactory/harness-100 --skill ats-optimizer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install revfactory/harness-100 ats-optimizer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/ko/65-personal-branding/.claude/skills/ats-optimizer .opencode/skills/ats-optimizer && 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 "ats-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/65-personal-branding/.claude/skills/ats-optimizer into .opencode/skills/ats-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ats-optimizer", 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
ats-optimizer- GitHub stars
- 1.3k
- Token cost
- ~787 tokens
- SKILL.md length
- 251 words
- Files
- 1
- Skills in repo
- 464
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬. An agent skill from revfactory/harness-100.
- Tasks that involve Resume and CV writing
- SKILL.md covers 적용 대상 에이전트, ATS 파싱 원리, 키워드 최적화 전략 and 성과 정량화 공식 (STAR-Q), plus 2 more sections
- Calls aws
- Tasks that involve Recruiting and HR
What it does
Ats Optimizer is an agent skill from revfactory/harness-100. ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬. resume-writer 에이전트가 ATS 친화적인 이력서를 작성하고 JD 매칭률을 극대화할 때 활용한다. 'ATS 최적화', '이력서 키워드', 'JD 매칭', '이력서 형식', 'applicant tracking system', '서류 통과율' 등의 맥락에서 자동 적용한다. 단, ATS 소프트웨어(Workday, Greenhouse) 직접 접속이나 실제 채용 프로세스 대행은 이 스킬의 범위가 아니다.
Its SKILL.md is about 790 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 Business, Finance & HR, covering Resume and CV writing and Recruiting and HR. It works with Workday. The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Resume and CV writing
- Tasks that involve Recruiting and HR
Example prompts
- “ATS 최적화”
- “applicant tracking system”
- “/ats-optimizer”
Requirements
- Python 3
- Docker
What it can do on your machine
Read from SKILL.md and the folder at commit 8e8d35c. 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
Shell commands in SKILL.md call:
aws
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use aws, which can reach the network depending on how they are called.
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
Ats Optimizer loads about 787 tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 251 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 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
The full file from revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 251 words, ~787 tokens.
Download SKILL.mdSave it as
.claude/skills/ats-optimizer/SKILL.md (or your agent's skills folder).- name
- ats-optimizer
- description
- ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬. resume-writer 에이전트가 ATS 친화적인 이력서를 작성하고 JD 매칭률을 극대화할 때 활용한다. 'ATS 최적화', '이력서 키워드', 'JD 매칭', '이력서 형식', 'applicant tracking system', '서류 통과율' 등의 맥락에서 자동 적용한다. 단, ATS 소프트웨어(Workday, Greenhouse) 직접 접속이나 실제 채용 프로세스 대행은 이 스킬의 범위가 아니다.
ATS Optimizer — ATS 통과 최적화 도구
resume-writer 에이전트의 ATS 최적화 역량을 강화하는 전문 스킬.
적용 대상 에이전트
- resume-writer — ATS 친화적 이력서 작성, 키워드 최적화
ATS 파싱 원리
ATS가 읽는 방식
1. 텍스트 추출 (PDF/DOCX → Plain Text)
2. 섹션 인식 (경력, 학력, 기술 등)
3. 키워드 추출 + 빈도 분석
4. JD 키워드와 매칭 스코어 산출
5. 순위화하여 채용 담당자에게 제출ATS 호환 형식 규칙
| 항목 | 권장 | 비권장 |
|---|---|---|
| 파일 형식 | DOCX > PDF | 이미지 PDF, HTML |
| 레이아웃 | 단일 컬럼 | 다중 컬럼, 표 기반 |
| 글꼴 | Arial, Calibri, Georgia | 특수 글꼴 |
| 헤더 | 텍스트 헤더 | 이미지/아이콘 헤더 |
| 불릿 | 표준 불릿(•, -, *) | 커스텀 그래픽 불릿 |
| 섹션명 | 표준 명칭 사용 | 창의적 명칭 |
표준 섹션명 (ATS 인식률 높은 순)
- 경력사항 / Work Experience / Professional Experience
- 학력 / Education
- 기술 / Skills / Technical Skills
- 자격증 / Certifications
- 프로젝트 / Projects
- 수상 / Awards키워드 최적화 전략
JD 키워드 추출 프로세스
1. JD 전문을 복사한다
2. 다음 유형의 키워드를 추출한다:
- Hard Skills: 프로그래밍 언어, 도구, 프레임워크
- Soft Skills: 리더십, 커뮤니케이션, 문제해결
- Industry Terms: 도메인 전문 용어
- Action Verbs: 설계, 구축, 최적화, 리드
- Qualifications: 학위, 자격증, 경력 연수
3. 빈도를 세어 우선순위를 매긴다
4. 이력서에 자연스럽게 반영한다키워드 밀도 가이드
| 키워드 유형 | 권장 횟수 | 배치 위치 |
|---|---|---|
| JD 핵심 키워드 (3-5개) | 2-3회 | 요약, 경력, 기술 |
| JD 보조 키워드 (5-10개) | 1-2회 | 경력, 프로젝트 |
| 산업 용어 | 1회 | 자연스럽게 분산 |
키워드 매칭 방법
| JD 표현 | 이력서 반영 | 원칙 |
|---|---|---|
| "Python 경험 필수" | "Python으로 데이터 파이프라인 구축" | 행동+결과 |
| "팀 리딩 경험" | "5명 개발팀 리드, 프로젝트 3건 완수" | 정량화 |
| "CI/CD 경험" | "Jenkins/GitHub Actions 기반 CI/CD 파이프라인 구축 및 운영" | 구체적 도구 |
성과 정량화 공식 (STAR-Q)
정량화 패턴
[Action Verb] + [구체적 활동] + [정량적 결과]
예시:
- "설계 및 구축한 API 서버로 응답 시간 40% 단축, 일일 처리량 100만 건 달성"
- "코드 리뷰 프로세스 도입으로 배포 후 버그 60% 감소"
- "5명 규모 팀 리드하여 3개월 내 MVP 출시, 사용자 5,000명 확보"정량화 가능한 지표 유형
| 카테고리 | 지표 예시 |
|---|---|
| 성능 | 응답시간, 처리량, 에러율, 가용성 |
| 효율 | 시간 절감, 비용 절감, 자동화율 |
| 규모 | 사용자 수, 트래픽, 데이터 크기 |
| 팀 | 팀 규모, 멘토링 인원 |
| 비즈니스 | 매출 기여, 고객 유치, 전환율 |
이력서 섹션별 ATS 최적화
Professional Summary (3-4줄)
[직함/역할] + [핵심 경력] + [차별화 역량] + [정량 실적]
예시:
"7년차 백엔드 개발자로 대규모 트래픽 처리 시스템 설계 및 운영 경험.
Java/Spring Boot 기반 마이크로서비스 아키텍처 설계,
일일 1억 건 트랜잭션 처리 시스템 구축.
AWS 기반 인프라 최적화로 운영 비용 35% 절감."Work Experience
[회사명] | [직함] | [기간]
• [Action Verb] [구체적 활동]하여 [정량적 결과] 달성
• [JD 키워드 포함] [성과 기술]
• [기술 스택 언급] [프로젝트 규모/영향]Skills 섹션
Technical Skills:
- Languages: Python, Java, TypeScript, SQL
- Frameworks: Spring Boot, React, FastAPI
- Infrastructure: AWS (EC2, RDS, Lambda), Docker, Kubernetes
- Tools: Git, Jenkins, Grafana, Jira
(JD에 나온 기술을 정확한 표기로 나열)ATS 스코어 자체 진단
| 체크 항목 | 가중치 | 확인 |
|---|---|---|
| JD 핵심 키워드 80%+ 포함 | 30% | [ ] |
| 표준 섹션명 사용 | 15% | [ ] |
| 단일 컬럼 레이아웃 | 10% | [ ] |
| 성과 정량화 (경력당 2개+) | 20% | [ ] |
| ATS 호환 파일 형식 | 10% | [ ] |
| 표준 글꼴, 표 미사용 | 5% | [ ] |
| 약어 풀네임 병기 | 5% | [ ] |
| 맞춤법/문법 오류 없음 | 5% | [ ] |
© revfactory, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in ko/65-personal-branding/.claude/skills/ats-optimizer of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Compare with similar skills
Ats Optimizer 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 |
|---|---|---|---|---|---|---|
| Ats Optimizer this skillrevfactory/harness-100 | 1.3k | — | ~787 | Automated safety check: Pass | Apache-2.0 | |
| LLM Intern Skillwanyichen06/LLMInternSkill | 324 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Resume Jd Optimizer Cncoinluu/resume-jd-optimizer-cn | 189 | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Resume Evidence WorkflowElowwwen/resume-evidence-workflow | 162 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Job Description Skillyanliudesign/job-description-skill | 112 | — | ~1.8k | Automated safety check: Pass | None | |
| Offer Toolkit Skillyanliudesign/offer-toolkit-skill | 518 | — | ~1.2k | Automated safety check: Pass | MIT |
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Questions about Ats Optimizer
What does Ats Optimizer do?
ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬. An agent skill from revfactory/harness-100. Ats Optimizer is an agent skill from revfactory/harness-100. ATS(지원자추적시스템) 통과 최적화를 위한 이력서 키워드 전략과 형식 가이드를 제공하는 전문 스킬.
When should I use Ats Optimizer?
Ats Optimizer fits situations like: tasks that involve Resume and CV writing; tasks that involve Recruiting and HR.
How do I install Ats Optimizer in Claude Code?
Run `npx skills add revfactory/harness-100 --skill ats-optimizer -a claude-code`. Or copy the skill folder (ko/65-personal-branding/.claude/skills/ats-optimizer in revfactory/harness-100) into .claude/skills/ats-optimizer in your project. Claude Code loads it when a task matches its description.
How do I install Ats Optimizer in Codex?
Run `npx skills add revfactory/harness-100 --skill ats-optimizer -a codex`. Or copy the skill folder (ko/65-personal-branding/.claude/skills/ats-optimizer in revfactory/harness-100) into .agents/skills/ats-optimizer in your project. Codex loads it when a task matches its description.
Can I use Ats Optimizer 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 revfactory/harness-100 --skill ats-optimizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ats-optimizer, .gemini/skills/ats-optimizer, .github/skills/ats-optimizer and .opencode/skills/ats-optimizer in your project.
What does Ats Optimizer need to run?
Going by SKILL.md and its folder, Ats Optimizer needs the command-line tools its instructions call (aws). Our summary lists: Python 3; Docker.
Does Ats Optimizer 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 Ats Optimizer 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 Ats Optimizer use?
Ats Optimizer is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ats Optimizer use?
About 787 tokens (SKILL.md is roughly 3.1k 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 Ats Optimizer?
Skills that share tags, products or a category with Ats Optimizer: LLM Intern Skill (wanyichen06/LLMInternSkill, 324 stars), Resume Jd Optimizer Cn (coinluu/resume-jd-optimizer-cn, 189 stars), Resume Evidence Workflow (Elowwwen/resume-evidence-workflow, 162 stars) and Job Description Skill (yanliudesign/job-description-skill, 112 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ats Optimizer?
revfactory (a GitHub user) maintains it in revfactory/harness-100, which has 1,290 GitHub stars. The repository holds 464 skills in this directory. The repository was last updated on March 22, 2026.
Source: revfactory/harness-100 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.