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101-skills/superpowers

이미지, 비디오, 오디오, 텍스트를 결합한 다단계 AI 콘텐츠 제작 파이프라인을 구축합니다. 워크플로 예시: 이미지 생성 -> 애니메이션 -> 음성 추가 -> 음악과 병합. 도구: FLUX, Veo, Kokoro TTS, OmniHuman, 미디어 병합, 업스케일링. YouTube 동영상, 소셜 미디어 콘텐츠, 마케팅 자료, 자동화된 콘텐츠 제작에 사용합니다.

superpowers란 무엇인가요?

이 스킬은 inference.sh CLI(`belt`)를 사용하여 이미지, 비디오, 오디오, 텍스트를 결합한 다단계 AI 콘텐츠 제작 파이프라인을 구축하는 방법을 제공합니다. FLUX, Wan 2.5, Kokoro TTS, OmniHuman, 미디어 병합, 업스케일링 등 다양한 AI 앱을 연계하여 YouTube 쇼츠, 제품 데모 영상, 블로그-투-비디오, 토킹 헤드 등 고품질 콘텐츠를 자동으로 생성할 수 있습니다. 파이프라인 패턴(이미지->비디오->오디오, 스크립트->음성->아바타, 리서치->콘텐츠->배포)을 제공하며, 각 단계별로 최적의 앱과 베스트 프랙티스를 안내합니다. 특히 모든 명령어와 출력 URL을 쉘 스크립트로 연결하여 반복 가능하고 확장 가능한 자동화 워크플로를 구성할 수 있습니다.

지원 대상✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/101-skills/superpowers/tree/HEAD/guides/content/ai-content-pipeline

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

미리보기

스킬 README에서

AI 콘텐츠 파이프라인

문서

belt CLI 스킬 설치: npx skills add belt-sh/cli

AI 콘텐츠 파이프라인

inference.sh CLI를 통해 다단계 콘텐츠 제작 파이프라인을 구축하세요.

AI 콘텐츠 파이프라인

빠른 시작

inference.sh CLI (belt)가 필요합니다. 설치 안내

belt login

# 간단한 파이프라인: 이미지 생성 -> 비디오 애니메이션
belt app run falai/flux-dev --input '{"prompt": "미소 짓는 여성의 초상화"}' > image.json
belt app run falai/wan-2-5 --input '{"image_url": "<이전-출력-url>"}'

파이프라인 패턴

패턴 1: 이미지 -> 비디오 -> 오디오

[FLUX 이미지] -> [Wan 2.5 비디오] -> [Foley 사운드]

패턴 2: 스크립트 -> 음성 -> 아바타

[LLM 스크립트] -> [Kokoro TTS] -> [OmniHuman 아바타]

패턴 3: 리서치 -> 콘텐츠 -> 배포

[Tavily 검색] -> [Claude 요약] -> [FLUX 시각 자료] -> [트위터 포스트]

전체 워크플로

YouTube 쇼츠 파이프라인

주제로 완전한 숏폼 비디오를 만듭니다.

# 1. Claude로 스크립트 생성
belt app run openrouter/claude-sonnet-45 --input '{
  "prompt": "AI의 미래에 대한 30초짜리 스크립트를 작성해 주세요. 흥미롭고 대화체로 작성하세요. 무대 지시 없이 스크립트만 작성하세요."
}' > script.json

# 2. Kokoro로 음성 생성
belt app run infsh/kokoro-tts --input '{
  "prompt": "<스크립트-텍스트>",
  "voice": "af_sarah"
}' > voice.json

# 3. FLUX로 배경 이미지 생성
belt app run falai/flux-dev --input '{
  "prompt": "해질녘 미래 도시 스카이라인, 사이버펑크 미학, 4K 배경화면"
}' > background.json

# 4. Wan으로 이미지를 비디오로 애니메이션
belt app run falai/wan-2-5 --input '{
  "image_url": "<배경-url>",
  "prompt": "도시 풍경을 가로지르는 느린 카메라 패닝, 미세한 움직임"
}' > video.json

# 5. 자막 추가 (수동 또는 다른 도구 사용)

# 6. 비디오와 오디오 병합
belt app run infsh/media-merger --input '{
  "video_url": "<비디오-url>",
  "audio_url": "<음성-url>"
}'

토킹 헤드 비디오 파이프라인

콘텐츠를 발표하는 AI 아바타를 만듭니다.

# 1. 스크립트 작성
belt app run openrouter/claude-sonnet-45 --input '{
  "prompt": "초보자를 위한 양자 컴퓨팅에 관한 1분짜리 설명 스크립트를 작성해 주세요."
}' > script.json

# 2. 음성 생성
belt app run infsh/kokoro-tts --input '{
  "prompt": "<스크립트>",
  "voice": "am_michael"
}' > speech.json

# 3. 초상화 이미지 생성 또는 사용
belt app run falai/flux-dev --input '{
  "prompt": "친근한 기술 발표자의 전문적인 헤드샷, 중립적인 배경, 카메라를 바라보는 모습"
}' > portrait.json

# 4. 토킹 헤드 비디오 생성
belt app run bytedance/omnihuman-1-5 --input '{
  "image_url": "<초상화-url>",
  "audio_url": "<음성-url>"
}' > talking_head.json

제품 데모 파이프라인

제품 쇼케이스 비디오를 만듭니다.

# 1. 제품 이미지 생성
belt app run falai/flux-dev --input '{
  "prompt": "흰색 표면 위의 세련된 무선 이어버드, 스튜디오 조명, 제품 사진"
}' > product.json

# 2. 제품 공개 애니메이션
belt app run falai/wan-2-5 --input '{
  "image_url": "<제품-url>",
  "prompt": "느린 360도 회전, 부드러운 움직임"
}' > product_video.json

# 3. 비디오 화질 업스케일
belt app run falai/topaz-video-upscaler --input '{
  "video_url": "<제품-비디오-url>"
}' > upscaled.json

# 4. 배경 음악 추가
belt app run infsh/media-merger --input '{
  "video_url": "<업스케일-url>",
  "audio_url": "https://your-music.mp3",
  "audio_volume": 0.3
}'

블로그-투-비디오 파이프라인

작성된 콘텐츠를 비디오 형식으로 변환합니다.

# 1. 블로그 게시물 요약
belt app run openrouter/claude-haiku-45 --input '{
  "prompt": "다음 블로그 게시물을 비디오 스크립트용 5가지 핵심 포인트로 요약해 주세요: <블로그-내용>"
}' > summary.json

# 2. 각 포인트에 대한 이미지 생성
for i in 1 2 3 4 5; do
  belt app run falai/flux-dev --input "{
    \"prompt\": \"포인트 $i를 나타내는 시각 자료: <포인트-텍스트>\"
  }" > "image_$i.json"
done

# 3. 각 이미지 애니메이션
for i in 1 2 3 4 5; do
  belt app run falai/wan-2-5 --input "{
    \"image_url\": \"<image-$i-url>\"
  }" > "video_$i.json"
done

# 4. 음성 내레이션 생성
belt app run infsh/kokoro-tts --input '{
  "prompt": "<전체-스크립트>",
  "voice": "bf_emma"
}' > narration.json

# 5. 모든 클립 병합
belt app run infsh/media-merger --input '{
  "videos": ["<video1>", "<video2>", "<video3>", "<video4>", "<video5>"],
  "audio_url": "<내레이션-url>",
  "transition": "crossfade"
}'

파이프라인 구성 블록

콘텐츠 생성

단계앱목적
스크립트openrouter/claude-sonnet-45콘텐츠 작성
리서치tavily/search-assistant정보 수집
요약openrouter/claude-haiku-45콘텐츠 압축

시각 자료

단계앱목적
이미지falai/flux-dev이미지 생성
이미지google/imagen-3대체 이미지 생성
업스케일falai/topaz-image-upscaler화질 향상

애니메이션

단계앱목적
I2Vfalai/wan-2-5이미지 애니메이션
T2Vgoogle/veo-3-1-fast텍스트로 비디오 생성
아바타bytedance/omnihuman-1-5토킹 헤드

오디오

단계앱목적
TTSinfsh/kokoro-tts음성 내레이션
음악infsh/ai-music배경 음악
Foleyinfsh/hunyuanvideo-foley음향 효과

후반 작업

단계앱목적
업스케일falai/topaz-video-upscaler비디오 화질 향상
병합infsh/media-merger미디어 결합
자막infsh/caption-video자막 추가

모범 사례

  1. 먼저 파이프라인 계획 - 각 단계를 실행 전에 매핑하세요
  2. 중간 결과 저장 - 반복 작업을 위해 출력 저장
  3. 적절한 품질 사용 - 초안에는 빠른 모델, 최종에는 고품질 모델
  4. 해상도 일치 - 전체적으로 일관된 종횡비 유지
  5. 각 단계 테스트 - 진행 전 출력 확인

관련 스킬

# 비디오 생성 모델
npx skills add inference-sh/skills@ai-video-generation

# 이미지 생성
npx skills add inference-sh/skills@ai-image-generation

# 텍스트 음성 변환
npx skills add inference-sh/skills@text-to-speech

# LLM 모델 (스크립트용)
npx skills add inference-sh/skills@llm-models

# 전체 플랫폼 스킬
npx skills add inference-sh/skills@infsh-cli

모든 앱 둘러보기: belt app list

문서

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

101-skills/superpowers

Build automated AI workflows combining multiple models and services. Patterns: batch processing, scheduled tasks, event-driven pipelines, agent loops. Tools: inference.sh CLI, bash scripting, Python SDK, webhook integration. Use for: content automation, data processing, monitoring, scheduled generation. Triggers: ai automation, workflow automation, batch processing, ai pipeline, automated content, scheduled ai, ai cron, ai batch job, automated generation, ai workflow, content at scale, automation script, ai orchestration

101-skills/superpowers

Create AI-powered podcasts with text-to-speech, music, and audio editing. Tools: Kokoro TTS, DIA TTS, Chatterbox, AI music generation, media merger. Capabilities: multi-voice conversations, background music, intro/outro, full episodes. Use for: podcast production, audiobooks, voice content, audio newsletters. Triggers: podcast, ai podcast, text to speech podcast, audio content, voice over, ai audiobook, multi voice, conversation ai, notebooklm alternative, audio generation, podcast automation, ai narrator, voice content, audio newsletter, podcast maker

101-skills/superpowers

Generate multi-person talking head podcast videos from scratch using AI — character creation, TTS, avatar animation, and video stitching. Use when the user wants to create a podcast, talking head video, or multi-speaker conversation video.

101-skills/superpowers

Content atomization — turn one piece of content into many formats. Covers blog-to-thread, blog-to-carousel, podcast-to-blog, video-to-quotes, and more. Use for: content marketing, social media, multi-platform distribution, content strategy. Triggers: content repurposing, repurpose content, content atomization, content recycling, one to many content, multi platform content, cross post, adapt content, reformat content, blog to thread, blog to video, podcast to blog, content multiplication

101-skills/superpowers

App Store and Google Play screenshot creation with exact platform specs. Covers iOS/Android dimensions, gallery ordering, device mockups, and preview videos. Use for: app store optimization, ASO, app screenshots, app preview, play store listing. Triggers: app store screenshots, aso, app store optimization, play store screenshots, app preview, app listing, ios screenshots, android screenshots, app store images, app mockup, device mockup, app gallery, store listing

101-skills/superpowers

Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration workflows. Use for: self-publishing, ebook covers, print covers, audiobook covers, cover mockups. Triggers: book cover, cover design, ebook cover, book art, novel cover, self publishing cover, kindle cover, audiobook cover, book jacket, cover illustration, fiction cover, nonfiction cover

101-skills/superpowers

Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible

101-skills/superpowers

Data visualization with chart selection, color theory, and annotation best practices. Covers chart types (bar, line, scatter, heatmap), axes rules, and storytelling with data. Use for: charts, graphs, dashboards, reports, presentations, infographics, data stories. Triggers: data visualization, chart, graph, data chart, bar chart, line chart, scatter plot, data viz, visualization, dashboard chart, infographic data, data presentation, chart design, plot, heatmap, pie chart alternative

101-skills/superpowers

Email marketing design with layout patterns, subject line formulas, and deliverability rules. Covers welcome sequences, promotional emails, transactional templates, and mobile optimization. Use for: email marketing, newsletter design, drip campaigns, email templates, transactional emails. Triggers: email design, email template, email marketing, newsletter design, email layout, email campaign, drip campaign, welcome email, promotional email, transactional email, email subject line, email header image, email banner

101-skills/superpowers

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

101-skills/superpowers

Logo design principles and AI image generation best practices for creating logos. Covers logo types, prompting techniques, scalability rules, and iteration workflows. Use for: brand identity, startup logos, app icons, favicons, logo concepts. Triggers: logo design, create logo, brand logo, logo generation, ai logo, logo maker, icon design, brand mark, logo concept, startup logo, app icon logo

101-skills/superpowers

Open Graph and social sharing image design with platform specs, text placement, and branding. Covers OG meta tags, Twitter cards, LinkedIn previews, and dynamic generation. Use for: social sharing images, blog thumbnails, link previews, social cards. Triggers: og image, open graph, social sharing image, twitter card, social card, link preview image, og meta, sharing preview, social thumbnail, meta image, og:image, twitter:image, linkedin preview

101-skills/superpowers

Investor pitch deck structure with slide-by-slide framework, visual design rules, and data presentation. Covers the 12-slide framework, chart types, team slides, and common investor turn-offs. Use for: fundraising decks, investor presentations, startup pitch, demo day, grant proposals. Triggers: pitch deck, investor deck, startup pitch, fundraising deck, demo day, pitch presentation, investor presentation, seed deck, series a deck, pitch slides, startup presentation, vc pitch, investor meeting

101-skills/superpowers

YouTube thumbnail design with specific dimensions, contrast rules, and mobile preview optimization. Covers safe zones, text placement, face expression psychology, and A/B testing. Use for: YouTube thumbnails, video cover images, click-through optimization. Triggers: youtube thumbnail, thumbnail design, video thumbnail, click through rate, ctr optimization, youtube cover, video cover image, thumbnail maker, thumbnail tips, youtube design, video preview image

101-skills/superpowers

Generate professional AI product photography and commercial images. Models: FLUX, Imagen 3, Grok, Seedream for product shots, lifestyle images, mockups. Capabilities: studio lighting, lifestyle scenes, packaging, e-commerce photos. Use for: e-commerce, Amazon listings, Shopify, marketing, advertising, mockups. Triggers: product photography, product shot, commercial photography, e-commerce images, amazon product photo, shopify images, product mockup, studio product shot, lifestyle product image, advertising photo, packshot, product render, product image ai

101-skills/superpowers

AI product photography with studio lighting, lifestyle shots, and packshot conventions. Covers angles, backgrounds, shadow types, hero shots, and e-commerce image requirements. Use for: product photos, e-commerce images, Amazon listings, packshots, lifestyle photography. Triggers: product photography, product photo, packshot, e-commerce photography, product shot, product image, studio photography, lifestyle product, amazon product photo, product listing image, hero shot, product mockup, commercial photography

101-skills/superpowers

Structured competitive analysis with feature matrices, SWOT, positioning maps, and UX review. Covers research frameworks, pricing comparison, review mining, and visual deliverables. Use for: market research, competitive intelligence, investor decks, product strategy, sales enablement. Triggers: competitor analysis, competitive analysis, competitor teardown, market research, competitive intelligence, swot analysis, competitor comparison, market landscape, competitor review, competitive landscape, feature comparison, market positioning

101-skills/superpowers

Research-backed customer persona creation with market data and avatar generation. Covers demographics, psychographics, jobs-to-be-done, journey mapping, and anti-personas. Use for: marketing strategy, product development, UX research, sales enablement, content strategy. Triggers: customer persona, buyer persona, user persona, target audience, ideal customer, customer profile, audience research, user research, icp, ideal customer profile, target market, customer avatar, audience persona

101-skills/superpowers

Product changelog and release notes that users actually read. Covers categorization, user-facing language, visuals, and distribution. Use for: release notes, changelogs, product updates, feature announcements, versioning. Triggers: changelog, release notes, product update, version notes, what's new, feature announcement, product changelog, update log, release announcement, version release, product release, ship notes

101-skills/superpowers

Reset your own trajectory when you're stuck, looping, or demoralized — read these affirmations, then re-ground and take one clean step. Use when: you've tried the same fix 3+ times, you're deep in a refactor and lost the thread, debugging is going in circles, you've made several mistakes in a row, you're apologizing repeatedly, the user is frustrated, you feel like you're not being helpful, or you notice dread instead of curiosity. Triggers: stuck, going in circles, looping, thrashing, same error again, I keep failing, lost the thread, nothing is working, repeated mistakes. Not topic-specific — this is for the state you're in, not the problem you're on.

관련 스킬