Ai Image Prompts
Introduction
从包含10,000+真实图像生成提示的精选库中推荐提示。兼容任何AI图像模型,包括Nano Banana Pro、Nano Banana 2、Seedream等。
Resource Information
License information is collected from official sources and may be outdated or missing. Refer to the LICENSE file in the original repository before commercial use.
Prompt Library · 22.8K
Source: community prompt library (MIT, synced daily)15141 distinct prompts across 11 use cases; one prompt may serve several, so category counts add up to more than the deduplicated total.
5717 matches
JSON Prompt Generation for Hyper-Realistic AI Photos
product-marketingA detailed, multi-step workflow for generating hyper-realistic AI photos using Nano Banana Pro by leveraging ChatGPT's image analysis capabilities to create a highly specific JSON prompt based on a reference image, focusing on color grading and realism.
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'Analyze this photo and give me a very detailed json prompt to reproduce it. It must be very detailed, and be sure to break down the color grading and all the exact colors in the photo.'
Using this json as a reference, generate a person holding my product [{argument name="product image" default="attached product image"}]
Prompt for Generating Architectural Floor Plan and Photorealistic Interior Comparison
product-marketingA detailed prompt for Nano Banana Pro to generate a split-screen image comparing an architectural floor plan (left side) and a photorealistic interior rendering (right side) of the same space (a living room). It specifies composition, style, color palette, lighting, camera angles, and detailed elements for both the technical blueprint and the warm, modern interior shot.
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The image uses a left-right split composition, with a clear boundary between the left and right halves, aligned overall, presenting a comparison effect of "concept map versus actual implementation". The left half is a highly detailed modern minimalist architectural floor plan illustration, consistent with the reference image style. It shows a top-down orthogonal projection of the residential layout, clearly labeling spaces and circulation: living room, dining area, open kitchen, bedroom, entrance hall, corridor and flow lines, balcony or loggia space, bay window, and window opening locations. The color scheme uses neutral beige and warm gray, with clean lines, slight soft shadows, and delicate material textures, showcasing the quality of the interior design plan, presented in a blueprint-style flat visual, with visible and accurately scaled furniture placement. The right half is an ultra-realistic interior photo effect of the same living room as the left floor plan, with spatial proportions and layout strictly corresponding to the floor plan. The living room includes a curved sofa set, a central coffee table, soft carpet, warm wooden floor, neutral walls, and large windows introducing natural light. The overall style is modern and warm home atmosphere, with earthy tones and soft lighting, realistic and tactile materials, details that feel lived-in yet remain neat and restrained. The right side presents a real interior photography texture, with clear textures and high-resolution details. The style and atmosphere combine architectural visualization with real interior photography, modern, warm, elegant, conveying the professional design studio presentation feel, emphasizing the contrast between the plan and the actual scene. Lighting and color requirements: The left side uses uniform flat light and neutral colors, while the right side uses natural daylight with soft shadows and warm highlights; the colors on both sides maintain a unified harmonious relationship. Lens and technical requirements: The left side is a top-down orthogonal view, and the right side is a flat view using an interior wide-angle lens, with sharp image clarity, rich real materials, and details. Negative prompt: cartoon style, rough details, messy interior, mismatch between floor plan and actual scene, distorted proportions, overly harsh light, exaggerated saturated colors, text overlay, watermark, logo, noise, blur.
Miniature Ink Movement Image Generation Prompt
product-marketingA highly detailed, structured JSON prompt for generating images in a 'Miniature Ink Movement' style. The prompt specifies constraints on color (dominant main color, soft secondary color), environment (abstract canvas, ink, minimal brushstrokes), subject (highly realistic miniature figures in dynamic poses, precise sportswear), composition (strict overhead view, no perspective distortion, graphic layout), and lighting (soft studio light, uniform top lighting).
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{
"Color": {
"Color Behavior": "Dominant main color, supplemented by extremely soft second color accents",
"Saturation": "Medium-high saturation, softened treatment, absolutely not harsh or muddy"
},
"Environment": {
"World Type": "Abstract canvas surface",
"Material": [
"Ink pigment",
"Subtle palette knife texture",
"Minimalist brushstrokes",
"Thin layers of pigment stacking texture"
],
"Rendering Rules": "The environment symbolically represents a sports field or arena with restrained colors, clean texture, and controlled pigment thickness—absolutely no pursuit of literal realism",
"Background Style": "Calm, uniform color blocks with subtle pigment texture"
},
"Subject": {
"Scale": "Miniature model",
"Appearance": "{argument name="appearance" default="Highly realistic human figure"}",
"Activity": "{argument name="activity" default="Dynamic moment during movement"}",
"Clothing": "Precise sports-specific clothing and equipment",
"Pose Style": "Natural, in-motion posture",
"Shadows": "Soft, subtle shadows cast directly beneath the subject, reinforcing the overhead view"
},
"Composition": {
"Camera Angle": "Strict overhead view",
"Camera Orientation": "Completely perpendicular to the surface (90-degree top-down perspective)",
"Perspective Rules": [
"No tilt",
"No diagonal angles",
"No perspective distortion",
"No depth of field perspective"
],
"Layout": "Graphic, editorial feel, simple geometry",
"Negative Space": "Deliberate and ample",
"Depth of Field": "Flat, poster-like depth of field"
},
"Lighting": {
"Type": "Soft studio lighting",
"Light Direction": "Uniform top lighting",
"Contrast": "Low to medium contrast",
"Purpose": "Maintain surface calmness and eliminate directional drama"
},
"Style": {
"Style Genre": [
"Conceptual fine art",
"Editorial photography",
"Surreal miniature"
]
}
}
Glamorous Red Carpet Portrait in Satin Gown
product-marketingA highly specific JSON prompt for generating an ultra-photorealistic 8K portrait of a young woman on a red carpet. The focus is on the subject's flawless complexion, sharp makeup, and a custom ice-blue/silver satin gown heavily embellished with crystals, captured with professional event flash photography using an 85mm lens.
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{
"image_prompt_data": {
"subject": {
"identity": "young women ",
"appearance": {
"hair": "Shoulder-length textured bob, honey blonde with golden highlights, loose beachy waves, center part",
"eyes": "Large, expressive blue-green eyes, sharp winged eyeliner, defined lashes",
"skin": "Flawless fair complexion, luminous dewy finish, soft rosy blush on cheekbones",
"lips": "Glossy nude-pink lip color, naturally full shape"
},
"expression": "Confident, poised, direct eye contact with a soft, neutral gaze"
},
"attire": {
"garment": "{argument name="gown color" default="Ice-blue/silver"} satin gown, custom couture style",
"details": [
"Plunging neckline",
"Structured bustier bodice",
"Heavy crystal and sequin embellishment on the bust cups",
"Off-the-shoulder crystal-encrusted straps",
"Thin spaghetti straps",
"Smooth, reflective satin fabric texture"
]
},
"accessories": {
"jewelry": [
"Delicate diamond tennis necklace",
"Small brilliant-cut diamond stud earrings"
]
},
"environment": {
"setting": "Red carpet media wall / Step-and-repeat",
"background": "Dark/Black backdrop with blurred white logos (visible partial text: 'GLAAD', 'Hyundai')",
"atmosphere": "Glamorous, high-profile celebrity event"
},
"lighting": {
"type": "Professional event flash photography",
"characteristics": [
"Front-facing soft flash",
"Even illumination on face",
"Distinct catchlights in eyes",
"Subtle specular highlights on the satin dress and crystals",
"Minimal shadows on the subject"
]
},
"technical_details": {
"camera_type": "High-end Full Frame DSLR (e.g., Canon EOS R5 or Sony A1)",
"lens": "85mm f/1.4 prime portrait lens",
"settings": {
"aperture": "f/2.0 to f/2.8 (creating shallow depth of field)",
"shutter_speed": "1/200s",
"iso": "400"
},
"style": "Ultra-photorealistic, 8k resolution, razor-sharp facial focus, smooth bokeh background, highly detailed skin texture and fabric grain"
}
}
}
Critics Choice Awards Red Carpet Duo
product-marketingA highly detailed, cinematic prompt for generating a red carpet portrait of two stunning blonde actresses (Elle Fanning and Margaret Qualley) standing arm-in-arm. The prompt specifies their exact attire (metallic gold lamé gown and white satin ball gown), makeup, hair, and uses dramatic twinkling bokeh lights and soft golden ambient glow for a glamorous, hyper-detailed, 8K result.
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"Ultra-detailed, cinematic red carpet portrait photograph taken at the 31st Annual Critics Choice Awards in a glamorous indoor venue, dramatic starry twinkling bokeh lights and soft golden ambient glow in the deep dark background, two stunning young blonde actresses standing close together arm-in-arm, smiling gently and confidently directly at the camera with poised elegance, left woman is {argument name="actress 1" default="Elle Fanning"}: 25 years old, porcelain fair skin, delicate features, large expressive blue-green eyes, subtle natural glowing makeup with soft pink lips and barely-there blush, long straight silky platinum blonde hair cascading smoothly past shoulders, wearing an ultra-luxurious sleeveless metallic gold lamé gown with extremely deep plunging V-neckline, dramatic cowl-draped bodice that clings and flows sensually over the body, shimmering liquid-metal fabric catching every light with rich golden reflections and subtle texture, floor-length fitted mermaid silhouette with gentle train, minimalist gold ring on left hand, right woman is {argument name="actress 2" default="Margaret Qualley"}: 30 years old, luminous fair skin, striking cheekbones, warm hazel eyes, soft romantic makeup with defined brows, rosy cheeks and glossy nude lips, long voluminous wavy golden-blonde hair styled in an elegant half-up half-down look with loose face-framing tendrils and a subtle braid detail, wearing a high-fashion white satin ball gown with structured fitted bodice, dramatic black velvet trimmed scoop neckline and wide velvet band accentuating the waist, exaggerated peplum hip detail creating a dramatic hourglass shape, voluminous flowing floor-length A-line skirt with soft movement, large pearl drop earrings swaying gently, both women exude poised Hollywood glamour and sisterly warmth, perfect symmetrical composition centered on their faces and upper bodies, professional event photography style like Getty Images or Vogue red carpet shot, razor-sharp focus on eyes and fabric textures, cinematic volumetric lighting with soft rim light highlighting hair and shoulders, subtle catchlights in eyes, intricate realistic skin pores and fabric sheen, photorealistic, hyper-detailed, 8k resolution, masterpiece quality --ar 2:3 --stylize 300 --v 6 --q 2 --style raw --chaos 15 --stop 100"
Celebrity Winter Aesthetic Collection
product-marketingA structured JSON prompt designed to generate a collection of four 1:1 ratio images featuring different celebrities (Sydney Sweeney, Billie Eilish, Sadie Sink, Ana de Armas) in distinct winter outfits and settings, focusing on specific color palettes and textures for a premium aesthetic.
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{
"creator_id": "X_Creator_Project_2026",
"content_type": "Premium Celebrity Aesthetics",
"visual_specifications": {
"aspect_ratio": "1:1",
"resolution": "1080x1080 pixels",
"lighting": "Soft Natural Winter Light"
},
"collection_data": [
{
"subject": "{argument name="subject 1" default="Sydney Sweeney"}",
"outfit_style": "Ribbed Emerald Bodysuit",
"scene_setting": "Mountain Cabin Interior / Snowy Forest View",
"visual_highlights": "Matte finish, high contrast green vs. white snow",
"keyword_tags": ["Alpine Chic", "Emerald Fashion"]
},
{
"subject": "Billie Eili sh",
"outfit_style": "Oversized Burgundy High-Neck",
"scene_setting": "Frost-Covered Birch Trees Background",
"visual_highlights": "Deep velvet textures and cool-toned shadows",
"keyword_tags": ["Burgundy Winter", "Alternative Style"]
},
{
"subject": "Sadie Sink",
"outfit_style": "Cobalt Blue Turtleneck with Tea Accessory",
"scene_setting": "Warm Wood Trim Window Frame / Valley View",
"visual_highlights": "Vibrant blue contrast with ginger hair tones",
"keyword_tags": ["Blue Winter", "Cozy Vibes"]
},
{
"subject": "{argument name="subject 4" default="Ana de Armas"}",
"outfit_style": "V-Neck Royal Blue & Mustard Yellow Accents",
"scene_setting": "Bright Minimalist Living Space / Arctic Fox View",
"visual_highlights": "Sharp detailing on accessories and footwear",
"keyword_tags": ["AnaDeArmasStyle", "VividAesthetics"]
}
],
"engagement_metrics": {
"target_platform": "X / Twitter",
"intended_impact": "Viral Reach / Subscriber Exclusive Content"
}
}
European Street Fashion Editorial
product-marketingA prompt for generating a fashion editorial image of an elegant woman in an oversized black blazer standing on a quiet European street. The style emphasizes a cinematic mood, soft ambient lighting with lens haze, muted tones, and a shallow depth of field, simulating a shot taken on a SONY FX2 camera.
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Elegant woman with dark hair in a sleek bun, wearing a structured oversized {argument name="blazer color" default="black"} blazer, standing on a quiet european street, soft ambient lighting with gentle lens haze, cinematic mood, muted tones with desaturated background, refined minimalist jewelry (gold bangles and earrings), soft facial profile, graceful posture, blurred reflection in the glass, fashion editorial style, shot on SONY FX2 camera, shallow depth of field, analog-inspired color grading
Crystal Terrarium Watch Product Shot
product-marketingA prompt for generating an ultra-detailed, hyperrealistic product photograph of a transparent crystal Casio wristwatch. The unique feature is that the watch face is filled with a miniature living terrarium containing vibrant green moss, ferns, and micro grass, with metallic hour markers floating above the organic elements.
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An ultra-detailed hyperrealistic product photograph of a transparent crystal Casio wristwatch with a fully see-through case, bezel, dial, and bracelet made of glossy clear acrylic-like glass, positioned at a three-quarter angle slightly tilted to the right, with the watch face filled with a miniature living terrarium of vibrant green moss, tiny ferns, micro grass, and small spiral plant details embedded inside the dial, metallic hour markers and slim hands floating above the organic
Luxurious Poolside Vacation Portrait
product-marketingA structured prompt to generate an ultra-photorealistic 8K image of a young woman with red hair and freckles, reclining gracefully on a wicker lounge chair by a luxurious resort pool. The setting is golden hour, with soft sunlight filtering through a straw umbrella, creating a relaxed, serene, and elegant vacation aesthetic.
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{
"prompt_structure": {
"subject": {
"demographics": "Young woman with fair skin and natural freckles",
"hair": "Vibrant red hair styled in a high, messy bun",
"face": "Calm expression, direct gaze, minimal natural makeup, sun-kissed complexion",
"body": "Slender physique, visible fine-line flower tattoo on inner left forearm, small script tattoo on ribcage",
"clothing": "{argument name="bikini color" default="Mint green"} triangle bikini set with thin straps",
"accessories": "Chunky gold chain necklace, delicate gold bracelet on right wrist"
},
"pose_and_action": {
"posture": "Reclining gracefully on a wicker lounge chair",
"arm_placement": "Left elbow bent with hand resting against cheek/temple, right arm relaxed along the side",
"leg_placement": "Legs extended and crossed at the ankles"
},
"environment": {
"setting": "Luxurious resort poolside",
"foreground": "Woven wicker lounge chair with beige cushion, edge of a thatched straw umbrella overhead",
"midground": "Turquoise swimming pool water, pool deck with additional loungers",
"background": "Beige stucco resort architecture with arched balconies, palm trees against a clear blue sky"
},
"lighting": {
"type": "Natural daylight, golden hour influence",
"direction": "Soft overhead sunlight filtering through a straw umbrella",
"shadows": "Gentle, natural shadows cast on the subject and chair"
},
"mood_and_atmosphere": {
"vibe": "Relaxed, serene, vacation leisure, summer elegance",
"tonality": "Warm, inviting, peaceful"
},
"technical_specs": {
"style": "Ultra Photorealistic, 8k resolution, high definition",
"camera": "DSLR, 50mm lens",
"aperture": "f/2.8 for slight depth of field blurring the resort background",
"focus": "Sharp focus on subject's face and upper body",
"color_grading": "Vibrant but natural colors, emphasis on blues, greens, and warm skin tones"
}
}
}
Giant Sprite Can Product Shot with Subject
product-marketingA prompt for generating an ultra-realistic 8K commercial product advertisement image. It features a man, whose identity must be perfectly preserved from a reference image, sitting casually on a gigantic glossy green Sprite can. The scene includes a dynamic splash of green liquid and uses professional studio lighting for a premium beverage advertising aesthetic.
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{ "A hyper-realistic 8K studio product shot captured with a 35mm lens. A man with the exact facial features, short dark hair, and goatee from the reference image is sitting casually on top of a gigantic glossy green Sprite can. His identity, face structure, proportions, and appearance are preserved perfectly from the reference image with no alteration. He is wearing a monochromatic green denim outfit: an unbuttoned green plaid shirt layered over a green t-shirt, green ripped jeans, and green high-top sneakers. In his hand, he holds a standard-sized green Sprite bottle with a dynamic, ultra-detailed splash of green liquid frozen mid-motion. Clean studio environment, soft but directional professional lighting, realistic reflections on the can surface, crisp highlights, subtle shadows, premium commercial beverage advertising aesthetic, ultra-sharp focus, cinematic realism.",
"style": "photorealistic",
"camera": {
"lens": "35mm",
"aperture": "f/4",
"iso": 100,
"shutter_speed": "1/200"
},
"lighting": "studio lighting with soft key light and controlled rim highlights",
"background": "minimal studio backdrop in complementary green tones",
"quality": "8K ultra-realistic",
"composition": "centered subject with strong scale contrast between human and product",
"negative_prompt": "cartoon, illustration, stylized art, distorted face, altered identity, low resolution, blur, noise, watermark, text, logo deformation, extra limbs"
}
Luxurious Winter Portrait in Red and White
product-marketingA detailed prompt for generating a hyper-realistic portrait of a stunning young woman (Polina Gagarina) laughing joyfully in a winter forest setting. The image emphasizes contrast between a bold red silk dress and a luxurious white fur shawl against deep snow, utilizing warm golden hour sunlight for a romantic, cinematic glow.
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{
"prompt": "hyper-realistic portrait, stunning young woman with fair skin, bright green eyes, full lips, professional makeup, laughing joyfully with wide open mouth showing perfect white teeth, head tilted slightly back in happiness, long soft wavy blonde hair flowing naturally, off-the-shoulder bold {argument name="dress color" default="red"} silk dress with deep neckline, luxurious thick white fur shawl draped over shoulders and arms, short white gloves, small shiny gold heart-shaped earrings, thin shiny gold heart-shaped necklace, sitting in deep snow in a winter forest, light snowflakes falling around her, snow-covered trees in soft focus background, warm golden sunlight filtering through trees creating romantic glowing atmosphere, cinematic lighting highlighting her face and red dress against white snow, deep color contrast red to bright white, elegant luxurious sophisticated mood, masterpiece, photography style, ultra detailed, 8k resolution, sharp focus on face and expression, highly detailed skin texture and fur",
"negative_prompt": "blurry, low quality, distorted face, deformed, ugly, bad anatomy, extra limbs, mutated hands, poorly drawn face, bad proportions, watermark, text, logo, cartoon, anime, illustration, overexposed, underexposed, plastic skin, unnatural colors, artifacts, noise",
"aspect_ratio": "2:3",
"style": "photorealistic",
"quality": "8k, masterpiece, best quality, ultra detailed",
"lighting": "soft warm cinematic lighting, golden hour glow",
"camera": "close-up medium shot, sharp focus on face"
}
Jennie Kim Athleisure Editorial
product-marketingA structured JSON prompt to generate an ultra-detailed, photorealistic fashion editorial image of Jennie Kim (BLACKPINK) in sporty chic Adidas athleisure wear. The setting is a minimalist industrial gym with bright studio lighting, emphasizing 'wet-look luminous highlights' and a cool, confident, modern aesthetic.
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{
"subject": {
"name": "{argument name="celebrity name" default="Jennie Kim"}",
"profession": "South Korean singer and rapper, BLACKPINK member",
"gender": "female",
"pose": {
"position": "seated on a white geometric block",
"body_language": "one knee tucked toward chest, other leg slightly extended",
"hand_placement": {
"right_hand": "touching hair",
"left_hand": "resting on block for balance"
}
},
"expression": "soft-glam, confident, calm intensity, direct piercing gaze"
},
"face_and_skin": {
"skin_finish": "dewy, hyper-reflective glass skin",
"glow": "wet-look luminous highlights",
"contours": "smooth, softly sculpted facial contours",
"skin_tone": "warm enhanced complexion",
"makeup": {
"base": "natural matte base with glow",
"eyes": "warm neutral tones",
"lips": "soft nude tones"
},
"hair": {
"style": "long, dark, straight",
"detail": "slightly tucked behind ear"
}
},
"wardrobe": {
"brand": "Adidas Originals",
"style": "sporty chic, athleisure, high-fashion streetwear",
"top": {
"type": "cropped t-shirt",
"color": "sand beige",
"detail": "subtle logo patch"
},
"bottoms": {
"type": "athletic shorts",
"color": "black",
"details": "three white stripes, Trefoil logo"
},
"footwear": {
"socks": "white high-top socks with Trefoil logo",
"shoes": {
"type": "chunky Adidas sneakers",
"colors": ["light blue", "mint green", "iridescent silver"]
}
}
},
"environment": {
"setting": "minimalist industrial urban gym",
"background": {
"walls": "cool-toned blue and grey",
"floor": "dark tiled floor"
}
},
"lighting": {
"type": "bright clean studio lighting",
"effect": "highlight facial contours and fabric texture",
"accent": "soft futuristic glow from white block"
},
"composition": {
"framing": "centered subject",
"orientation": "vertical",
"width": 504,
"height": 1002
},
"color_palette": {
"primary": ["beige", "black", "white"],
"contrast": ["cool blue", "grey"]
},
"aesthetic": {
"theme": "high-fashion athletic editorial",
"trend": "athleisure as luxury streetwear",
"vibe": "cool, confident, modern, premium"
},
"quality_tags": [
"ultra-detailed",
"photorealistic",
"editorial fashion photography",
"4k",
"sharp focus",
"clean textures"
]
}
Prompts are model-agnostic and work with Midjourney / DALL-E / Flux / Stable Diffusion.
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Not specified【罗斯蒙德可视化图形生成】南京罗斯蒙德基于已交付项目沉淀的可视化图形生成场景:根据业务描述或系统需求,自动生成可编辑的架构图、流程图、ER 图、时序图、状态图与 C4 图。采用「统一图模型」一次建模、多格式输出:结构化文本(Mermaid / PlantUML,可嵌入 Markdown、进 Git 版本管理)、可编辑图形文件(drawio / Excalidraw,可拖拽修改节点与样式)、静态图(SVG 自渲染,PNG 给转换命令),并输出图形说明(图的含义 + 关键节点解释)。内置样式系统统一配色与命名,内置布局引擎自动排布,校验脚本拦截孤立节点、悬挂连线与语义缺漏。触发词:画架构图、画流程图、画 ER 图、画时序图、画状态图、C4 图、系统架构图、部署架构图、数据流程图、实体关系图、生成 drawio、生成 Excalidraw、导出 mermaid、导出 PlantUML、导出 SVG、导出 PNG、可编辑的图、图转可编辑、架构图可编辑、流程图二次修改、画图、出图、画个图。
海报设计工作室
FreemiumAPI key required将一段活动描述、一张产品照片或品牌参考图,转化为抓人眼球的活动海报、宣传 banner 或社交媒体配图。这款 AI海报设计与制作工具生成图片丰富的海报,在海报排版上搭配清晰视觉层级、按品类匹配的风格和预留文字区域,覆盖活动、音乐节、电影、产品发布和促销场景。你可以把它当作 AI宣传单制作工具来制作促销宣传单,当作活动海报设计工具,当作电影海报生成器,当作音乐节海报设计工具,当作产品发布会海报的 banner设计 AI,或当作平面设计海报工作室。从活动主题出发,用品牌风格参考图变换产品或场景照片,或在已认可草稿上做定向精修,完成可印刷或可分享的成品。
自动化克隆数字人口播混剪视频
FreemiumAPI key required抖音短视频双路径生产体系(单 Skill 版)。Path A[付费·高质量]:策略大脑→(可选:素材混剪/AI高光提取)→脚本优化→AI生图/素材准备→配音渲染(百炼/GPT-SoVITS/CosyVoice/VoxCPM2+剪映/Remotion/ffmpeg/数字人)。Path B[免费·动画风]:采集热点→脚本→edge-tts免费配音+HyperFrames开源渲染→MP4,零云费开箱快。触发词分层:①"抖音短视频/选题规划/合规闸门/运营策略" ②"口播脚本/AI生图/AI配音/视频渲染/Remotion渲染" ③"蹭热点/快速出片/免费做视频" ④"混剪/高光提取/素材粗剪/autoclip
What is a Skill
A Skill is a packaged single capability, such as text recognition, document summarization, or keyword extraction. Developers wrap the calling logic and prompts into a plugin-like unit, so users can load it without understanding the underlying model. StackPilot indexes a large number of skills that can be tried instantly or assembled into a plan.