Sentiment Analysis
Drchronx/ai-agent-research-starter-kit
Chinese sentiment analysis workflows using dictionary scoring, traditional machine learning classifiers, and LLM API calls.
텍스트 분석 방법론. An agent skill from revfactory/harness-100.
$ npx skills add revfactory/harness-100 --skill text-analytics-methods -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 text-analytics-methods --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/93-feedback-analyzer/.claude/skills/text-analytics-methods .claude/skills/text-analytics-methods && 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 "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .claude/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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/93-feedback-analyzer/.claude/skills/text-analytics-methodsType 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 text-analytics-methods -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 text-analytics-methods --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/93-feedback-analyzer/.claude/skills/text-analytics-methods .agents/skills/text-analytics-methods && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .agents/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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 text-analytics-methods -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 text-analytics-methods --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/93-feedback-analyzer/.claude/skills/text-analytics-methods .cursor/skills/text-analytics-methods && 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 "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .cursor/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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/93-feedback-analyzer/.claude/skills/text-analytics-methods--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 text-analytics-methods -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 text-analytics-methods --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/93-feedback-analyzer/.claude/skills/text-analytics-methods .gemini/skills/text-analytics-methods && 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 "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .gemini/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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 text-analytics-methodsInstalls 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 text-analytics-methods -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/93-feedback-analyzer/.claude/skills/text-analytics-methods .github/skills/text-analytics-methods && 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 "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .github/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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 text-analytics-methods -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 text-analytics-methods --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/93-feedback-analyzer/.claude/skills/text-analytics-methods .opencode/skills/text-analytics-methods && 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 "text-analytics-methods" agent skill from https://github.com/revfactory/harness-100/tree/main/ko/93-feedback-analyzer/.claude/skills/text-analytics-methods into .opencode/skills/text-analytics-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analytics-methods", 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.
text-analytics-methods텍스트 분석 방법론. An agent skill from revfactory/harness-100.
Text Analytics Methods is an agent skill from revfactory/harness-100. 텍스트 분석 방법론. topic-classifier와 trend-detector 에이전트가 비정형 텍스트에서 주제를 추출하고 트렌드를 도출할 때 참조. '주제 분류', '키워드 분석', '텍스트 마이닝' 요청 시 사용. 단, NLP 모델 학습이나 대규모 데이터 처리 파이프라인 구축은 범위 밖.
Its SKILL.md is about 520 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 Sales & Support, covering Customer feedback analysis and Natural language processing. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 8e8d35c. 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.
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.
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.
Text Analytics Methods loads about 518 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 134 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); files beside SKILL.md are not scanned.
The full file from revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 134 words, ~518 tokens.
.claude/skills/text-analytics-methods/SKILL.md (or your agent's skills folder).topic-classifier / trend-detector 에이전트의 텍스트 분석 역량 강화.
1. 피드백 전체 읽기 (샘플링: 100건 이상)
2. 반복 키워드/구문 식별
3. 유사 키워드 클러스터링
4. 클러스터에 주제명 부여
5. 주제 체계 확정 (MECE 검증)
6. 전체 데이터에 주제 태깅사전 정의 카테고리:
├── 제품/서비스 품질
│ ├── 기능
│ ├── 성능
│ ├── 디자인
│ └── 안정성
├── 고객 경험
│ ├── 사용 편의성
│ ├── 고객 지원
│ ├── 구매 과정
│ └── 배송
├── 가격/가치
│ ├── 가격 수준
│ ├── 가성비
│ └── 할인/프로모션
└── 기타
├── 경쟁사 비교
└── 개선 요청TF (Term Frequency) = 특정 문서에서 단어 빈도
IDF (Inverse Document Frequency) = 전체 문서 중 희소성
TF-IDF = TF × IDF
높은 TF-IDF = 특정 문서에서 중요하지만 흔하지 않은 단어
→ 피드백 특이사항 파악에 유용1. 불용어 제거: 조사, 접속사, 일반 동사
2. 명사/형용사 추출
3. 빈도 계산 (상위 30개)
4. n-gram 분석 (2-gram, 3-gram)
"배송 느림", "고객센터 연결 안됨"
5. 키워드 클라우드 시각화| 주제 | Q1 | Q2 | Q3 | Q4 | 추세 |
|---|---|---|---|---|---|
| 배송 | 15% | 18% | 22% | 25% | ↑ 주의 |
| 품질 | 30% | 28% | 25% | 20% | ↓ 개선 |
| 가격 | 20% | 22% | 20% | 21% | → 안정 |
이상 신호:
- 특정 주제 비율 전기 대비 +50% → 긴급 분석
- 부정 감성 +0.3 이상 급등 → 원인 조사
- 신규 키워드 급부상 (이전 분기 미출현) → 신규 이슈Level 1 (데이터): "배송 불만이 25%로 전분기 대비 7%p 증가"
Level 2 (분석): "신규 물류사 전환 후 배송 지연이 주 원인"
Level 3 (인사이트): "물류사 SLA 재협상 또는 기존 업체 복귀 필요"
Level 4 (액션): "물류팀에 SLA 검토 요청, 2주 내 개선안 보고"| 인사이트 | 빈도 | 감성 강도 | 영향 | 실행 용이 | 우선순위 |
|---|---|---|---|---|---|
| 배송 개선 | 높음 | -0.8 | 높음 | 중간 | ★★★★★ |
| UI 개선 | 중간 | -0.5 | 중간 | 높음 | ★★★★ |
| 신기능 A | 낮음 | +0.3 | 낮음 | 낮음 | ★★ |
| 항목 | 기준 |
|---|---|
| 분류 체계 | MECE (중복 없고 빠짐 없이) |
| 샘플 크기 | 100건 이상 또는 전수 |
| 다중 태깅 | 1건에 복수 주제 허용 |
| 트렌드 | 최소 3기간 비교 |
| So What | 데이터→분석→인사이트→액션 |
| 시각화 | 키워드 클라우드 + 추이 차트 |
© 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
Just SKILL.md in ko/93-feedback-analyzer/.claude/skills/text-analytics-methods of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Text Analytics Methods 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 |
|---|---|---|---|---|---|---|
| Text Analytics Methods this skillrevfactory/harness-100 | 1.3k | — | ~518 | Automated safety check: Pass | Apache-2.0 | |
| Sentiment AnalysisDrchronx/ai-agent-research-starter-kit | 134 | — | ~516 | Automated safety check: Pass | Custom licence | |
| Cs Analyticsasgard-ai-platform/skills | 241 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Crisis Detection Intervention AIcuriositech/some_claude_skills | 243 | 3 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Azure AI Textanalytics Pymicrosoft/skills | 3.1k | 6 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Content Analysisliangdabiao/claude-data-analysis-ultra-main | 290 | 1 repos | ~1.7k | Automated safety check: Notes | None |
Drchronx/ai-agent-research-starter-kit
Chinese sentiment analysis workflows using dictionary scoring, traditional machine learning classifiers, and LLM API calls.
asgard-ai-platform/skills
Measure and optimize customer service performance using CSAT, NPS, CES, First Contact Resolution, and text mining on support tickets.
curiositech/some_claude_skills
Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols.
microsoft/skills
Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP.
liangdabiao/claude-data-analysis-ultra-main
Analyze text content using both traditional NLP and LLM-enhanced methods.
FerroxLabs/wayland
Produces a text mining protocol: defines the corpus, selects the analysis type (frequency, collocation, topic modeling, named entity extraction), specifies preprocessing steps, and produces the…
revfactory/harness-100
A skill for analyzing website anti-bot defense mechanisms and developing legitimate evasion strategies.
revfactory/harness-100
Reference for designing how an API reports failures: structured error codes, response shapes, client-friendly messages, an error catalog and retry or fallback advice.
revfactory/harness-100
Walks a backend-dev agent through OWASP API Top 10 checks, authentication and authorization patterns, and defense code during API design.
revfactory/harness-100
Methodology for systematically designing and generating CLI tool argument parser structures.
revfactory/harness-100
Audience segmentation skill used by the analyst and curator agents.
revfactory/harness-100
Audio storytelling skill used by the podcast scriptwriter and show note editor.
Categories
텍스트 분석 방법론. An agent skill from revfactory/harness-100. Text Analytics Methods is an agent skill from revfactory/harness-100. 텍스트 분석 방법론.
Text Analytics Methods fits situations like: tasks that involve Customer feedback analysis; tasks that involve Natural language processing.
Run `npx skills add revfactory/harness-100 --skill text-analytics-methods -a claude-code`. Or copy the skill folder (ko/93-feedback-analyzer/.claude/skills/text-analytics-methods in revfactory/harness-100) into .claude/skills/text-analytics-methods in your project. Claude Code loads it when a task matches its description.
Run `npx skills add revfactory/harness-100 --skill text-analytics-methods -a codex`. Or copy the skill folder (ko/93-feedback-analyzer/.claude/skills/text-analytics-methods in revfactory/harness-100) into .agents/skills/text-analytics-methods 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 revfactory/harness-100 --skill text-analytics-methods -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/text-analytics-methods, .gemini/skills/text-analytics-methods, .github/skills/text-analytics-methods and .opencode/skills/text-analytics-methods in your project.
SKILL.md names no scripts, command-line tools or credentials: Text Analytics Methods is instructions for the agent only.
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. Review the folder before installing.
Text Analytics Methods 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.
About 518 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Text Analytics Methods: Sentiment Analysis (Drchronx/ai-agent-research-starter-kit, 134 stars), Cs Analytics (asgard-ai-platform/skills, 241 stars), Crisis Detection Intervention AI (curiositech/some_claude_skills, 243 stars) and Azure AI Textanalytics Py (microsoft/skills, 3.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.