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GoodCase.ai · AI Prompt Case Collection
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← All Skills

GoodCase Official Skill · Shared method across creators

Animation style and character consistency

Keep character design, movement language, and visual texture stable across animated shots.

59 Cases · 47 Creators · AI Video · Latest example 10/24/2026

Seedance Two-Character 2D Anime: A Little Kite's Fourteen-Second Adventure
Seedance Thirty-Second 3D Animated Comedy: After Mom Turned Off the WiFi
Cinematic Anime Magic-Sword Battle

Verified installable Agent Skill

SKILL.md + .skill

Install into your agent.

npx skills add LearnPrompt/goodcase-lite --skill animation-style-consistency --global --copy --yes --full-depth
Download .skill ↓Inspect source ↗

Installation contract

  • ✓ Standard SKILL.md frontmatter
  • ✓ Inputs, workflow, output, verification, safety
  • ✓ Bundled Case evidence and attribution
  • ✓ Validated and packaged by skill-creator
  • ✓ Installed via `npx skills add` and verified on 2026-10-17

Method skeleton

  1. 01Fix a character sheet
  2. 02Unify motion rhythm and shot grammar
  3. 03Repeat material, line, and color rules

Why it exists

59 published cases from 47 creators share the same explicit result pattern.

How to make it

What it is for, what to prepare, and where it breaks.

Summarised by GoodCase from the representative cases below: their full prompts and our retest records. Each case keeps its creator credit and original post.

Good for

For keeping the same animated character's face, outfit and proportions across several shots while the whole piece stays in one medium, such as 2D anime, 3D cartoon, painted stop-motion or ink comic. Single stylised shots with no character, and videos whose real job is a brand ad, belong elsewhere.

Inputs to prepare

  • —A chosen medium and its technical traits (line, number of shading steps, frame rate, material)
  • —A text card for each character covering age, face, hair, outfit, props and proportions, or one reference image per character, which you can make first with an image model
  • —A short story broken down by seconds or shots
  • —Optional style and environment references
  • —Any dialogue, sound requirements, duration and aspect ratio

Method steps

  1. 01Lock the medium first. Describe it and its technical traits in one paragraph, then say what it is not. The painted stop-motion prompt specifies 12 fps on twos, constant brush boil and no motion blur, and says not clay, not 3D. The sword-duel prompt fixes thin coloured outlines and two-to-three-step cel shading. One creator even bans imitating any existing studio and describes only line and colour.
  2. 02Write a card for each character and give them a name. The family comedy lists Mom, Samatha, John and two others up front; the kite short spells out each child's hair, eyes, clothes and shoes. Refer to each character by that name in every shot and never rephrase it.
  3. 03If you use reference images, give each one a job. The shipwright prompt has image 1 supply only the environment structure and image 2 only the silhouette and wardrobe, and tells the model to ignore their original rendering and pose. The sword-duel prompt uses its references only for face, eye colour, hair, outfit, build and weapon, never their background, pose or framing.
  4. 04Add a consistency clause that also says what may change. The sword-duel prompt allows only expression, gaze, mouth, pose, breathing and natural hair and cloth movement; everything else stays fixed.
  5. 05Write the shots by seconds or by cut, naming who is on screen and how the camera changes. The family comedy blocks its scenes as 0–5s and so on; the sword duel runs Cut 1 to Cut 5 with contact points and camera angles.
  6. 06Close with bans: face changes, redesigns, extra characters, duplicates, outfit or hair-colour swaps, mixed styles, photorealism, text and watermarks.

Variables to swap

  • —Medium: 2D cel, 3D cartoon, clay, painted stop-motion or ink comic, each with its own technical description.
  • —Cast: how many characters and each one's card. More characters is harder; see the retests below.
  • —References: whether you use them, how many, and what each one is allowed to supply.
  • —Story beats and shot count: from 8 seconds in five cuts to 30 seconds across several scenes.
  • —Sound: how many lines, whether there is music, ambience only, or no generated audio at all.
  • —Duration and aspect ratio.

Common failures and limits

  • —Drifting toward realism. In an automatic check on 2026-08-11 (MiniMax H3 768p, three-model vote, no human review) of a clay caricature case, the note says the cute clay figure turned into a realistic adult. Creators guard with bans: no photorealism and no 3D (kite short), no semi-realism or mixed styles (sword duel), not clay and no interpolation (painted stop-motion). (Source: earlier automatic retest note and prompt bans)
  • —Characters bleeding into each other. The sword-duel prompt bans feature mixing, face averaging, hair-colour swaps, outfit swaps and clones; the kite prompt bans extra characters and duplicates. (Source: prompt bans)
  • —Copying the whole reference image. The shipwright and sword-duel prompts both take only character traits and ignore the reference's rendering, pose, background and framing. Also, our retest data does not record whether the creator's reference images were supplied, so scores on reference-based cases do not test the reference workflow. (Source: prompt constraints, limits of our retest data)
  • —Bigger casts and longer scripts scored lower in our retests: the five-person 30-second comedy got 64.9, the shipwright turnaround 63.6, the painted stop-motion 69.6, while two-character 14-second shorts got 90.4 and 85.7. Each was generated once, on a model other than the creator's, so this cannot tell us why. (Source: retest data, weak evidence)
  • —Not enough room for the dialogue. In the family comedy retest the transcript stops halfway through Grandma's punchline. Output length is not recorded, so we cannot tell whether time ran out or something else happened. (Source: retest data, single generation)

What you should get

An animated clip of 8 to 30 seconds. The representatives include an 8-second two-fighter duel, a 14-second two-character short, a 15-second seamless turnaround loop and a 30-second five-person comedy; the painted stop-motion prompt does not state a length. The two that set an aspect ratio both use 16:9. Sound follows the prompt: some want dialogue and music, some only ambience, and the sword duel asks for no generated audio. Actual length and resolution depend on the model and settings you use.

What our retests cover

Most representative prompts were written for Seedance; the shipwright turnaround was written for MiniMax H3. On 2026-09-07 we ran four of them once each on MiniMax H3 Max 768p; all completed and were scored by two AI judges, with no human verdict. Our retest data does not record whether the creator's reference images were supplied. We have not retested on Seedance itself.

Representative cases

  1. Seedance Two-Character 2D Anime: A Little Kite's Fourteen-Second Adventure

    By @Lianaalane · original post ↗

    A text-only prompt that gives two new kids their hair, eyes, clothes and shoes, adds one line locking faces, hair, outfits and proportions, and ends with bans on face changes, redesigns, extra characters, duplicates and photorealism. The shortest two-character 2D anime template you can adapt directly.

    Full prompt and retest record →
  2. Seedance Thirty-Second 3D Animated Comedy: After Mom Turned Off the WiFi

    By @JuliaClarky · original post ↗

    Marks character consistency as the top priority, lists a family of five up front, then times scenes across living room, bedroom, stairs and kitchen with about ten spoken lines. A good model for a multi-character, multi-location 3D comedy, and our retest shows where a long script strains.

    Full prompt and retest record →
  3. Cinematic Anime Magic-Sword Battle

    By @haruuraeadss · original post ↗

    A Japanese prompt with the most precise reference handling here: take only face, eye color, hair, outfit, build and weapon from each of two character images, never their background, pose or framing; let only expression, gaze, mouth and breathing change; plus a separate style lock that sets line weight and two-to-three-step cel shading. Not retested yet.

    Full prompt and retest record →
  4. Stop-Motion Oil Painting Animation

    By @ai_animer · original post ↗

    Locks the medium at a technical level: 12 fps on twos, constant painterly boil, no interpolation or motion blur, and explicitly not clay and not 3D. Across four hard-cut shots, the mother, the child, the wolves and the cliff each come from their own reference image. Another creator, @eyishazyer, reuses the same style block in a wolf-chase case, so the block travels well on its own.

    Full prompt and retest record →
  5. MiniMax H3 Shipwright 360-Degree Character Reveal Animation

    By @koldo2k · original post ↗

    The creator makes two Midjourney references and gives each a job: image 1 supplies only the shipyard structure, image 2 only the character's silhouette, wardrobe and proportions, both redrawn in one ink style, and the character turns a full 360 degrees in 15 seconds. A moving character sheet, useful for checking a design before the real shots.

    Full prompt and retest record →

Case evidence

Judge the Skill through finished work.

Showing 12 of 59
Seedance Two-Character 2D Anime: A Little Kite's Fourteen-Second Adventure
AI VideoXAdded 08/19/2026

Seedance Two-Character 2D Anime: A Little Kite's Fourteen-Second Adventure

A little kite, a little adventure, and lots of happy moments. Sometimes the simplest days make the sweetest memories. Cr

Skill · Animation style and character consistency

Prompt

Create a cute cinematic 14-second 2D anime-style video featuring two completely new child characters in a sunny park: a girl with long dark-brown hair, expressive brown eyes, a pink dress, white sock…

Source heat · X
88
Stability
90
View case →
Seedance Thirty-Second 3D Animated Comedy: After Mom Turned Off the WiFi
AI VideoXAdded 08/19/2026

Seedance Thirty-Second 3D Animated Comedy: After Mom Turned Off the WiFi

When Mom turned off the Wi-Fi… Grandma had other plans. 😂 A chaotic modern South Asian family, three phone-addicted kid

Skill · Animation style and character consistency

Prompt

Create a 30-second premium cinematic 3D animated comedy short film set inside a stylish modern South Asian family home. FORMAT: 16:9 widescreen, cinematic landscape, feature-film quality. CHARACTER…

Source heat · X
38
Stability
65
View case →
Cinematic Anime Magic-Sword Battle
AI VideoXAdded 07/28/2026

Cinematic Anime Magic-Sword Battle

A highly detailed cinematic animation prompt for an intense 3D toon/cel-style action RPG sword duel featuring floating swords and precise character interactions.

Skill · Animation style and character consistency

Prompt

High-quality anime footage. A fast-paced cinematic action-RPG sword fight rendered in a high-density 3D toon/cel look. Feature-film-class key animation, premium compositing, translucent lighting, and richly detailed background art. Within a

Source heat · X
5
Stability
View case →
Stop-Motion Oil Painting Animation
AI VideoXAdded 07/28/2026

Stop-Motion Oil Painting Animation

A unique prompt for creating a 2D stop-motion animation effect in an oil painting style, depicting a dramatic rescue scene on a snowy cliff.

Skill · Animation style and character consistency

Prompt

Style: STOP-MOTION ANIMATION — stepped, frame-by-frame motion brought to a HAND-PAINTED 2D look, a moving oil painting, NOT clay, NOT puppets, NOT 3D. True 12 frames per second, ANIMATED ON TWOS: 12 distinct hand-painted drawings per second

Source heat · X
9
Stability
70
View case →
MiniMax H3 Shipwright 360-Degree Character Reveal Animation
AI VideoXAdded 08/19/2026

MiniMax H3 Shipwright 360-Degree Character Reveal Animation

The author first makes environment and character reference images in Midjourney, then has MiniMax H3 generate a 15-second seamless-loop 360-degree turntable animation of a shipwright. The prompt controls scene assembly, text animation, transitions, music and sound beat by beat.

Skill · Animation style and character consistency

Prompt

REFERENCE ROLES Image 1 defines the environment architecture only — arched timber shipyard framework, hanging pulleys, ropes, beams and tool fragments. Reinterpret entirely as bold ink linework and fl

Source heat · X
91
Stability
64
View case →
Toon-Noir Neon Alley Brawl: Rabbit vs. Mobster Duo
AI VideoXAdded 10/25/2026

Toon-Noir Neon Alley Brawl: Rabbit vs. Mobster Duo

Brawn & Brawl: Toon-Noir.🐰🔧 @PixVerse 1 street-smart Rabbit Bouncer vs. a Bulldog Mob Boss & Weasel Gunner in a 1990s Toon-Noir metropolis! ✨Generated with Se…

Skill · Animation style and character consistency

Prompt

Brawn & Brawl: Toon-Noir.🐰🔧 @PixVerse 1 street-smart Rabbit Bouncer vs. a Bulldog Mob Boss & Weasel Gunner in a 1990s Toon-Noir metropolis! ✨Generated with Seedance 2.5 on PixVerse with 60fps h…

Source heat · X
39
Stability
View case →
Handcrafting a Miniature Pirate Ship from Brown Clay
AI VideoXAdded 10/19/2026

Handcrafting a Miniature Pirate Ship from Brown Clay

A simple piece of clay transforms into a beautiful miniature pirate ship, complete with sails, ropes, and ocean waves. Created on Seedance 2.5 Prompt: Create a …

Skill · Animation style and character consistency

Prompt

Create a cinematic, ultra-realistic 15-second stop-motion-style miniature crafting video showing the complete transformation of brown clay into a detailed pirate sailing ship. Begin with an overhead …

Source heat · X
45
Stability
View case →
High-Speed Flight Through Disney Castles and Fantasy Attractions
AI VideoXAdded 10/11/2026

High-Speed Flight Through Disney Castles and Fantasy Attractions

Disneyland hits different in FPV mode 🏰✨ Created with Wan 3.0 on @openart_ai Prompt: Extremely fast paced, realistic, cinematic FPV flying through Disneyland. …

Skill · Animation style and character consistency

Prompt

Extremely fast paced, realistic, cinematic FPV flying through Disneyland. Low altitude over Sleeping Beauty Castle, parade streets, and fantasy villages. Sharp dives past rollercoasters, spinning tea…

Source heat · X
41
Stability
View case →
Anime scooter ride down a daisy-covered mountain trail into a ramp jump over an alpine lake
AI VideoXAdded 10/09/2026

Anime scooter ride down a daisy-covered mountain trail into a ramp jump over an alpine lake

A 15-second 9:16 Japanese-anime clip: the camera opens on a close-up of white daisies, then follows a young man on a small scooter racing downhill along a winding flower trail past a turquoise alpine lake and snowy peaks, petals flying, until he launches off a wooden ramp at golden hour. One short paragraph prompt covers subject, landscape, camera path, motion blur and style. The author did not name the video model.

Skill · Animation style and character consistency

Prompt

A cinematic anime-style scene of a young man riding a small scooter down a winding mountain trail covered with beautiful

Source heat · X
21
Stability
View case →
Beaver and Gorilla’s Fruit-Fueled Feud
AI VideoXAdded 10/03/2026

Beaver and Gorilla’s Fruit-Fueled Feud

Made with seedance 2 5 Prompt 👇 Create a cinematic high-quality 3D animated short film set in a beautiful sunlit forest meadow, featuring two adorable anthropo…

Skill · Animation style and character consistency

Prompt

Create a cinematic high-quality 3D animated short film set in a beautiful sunlit forest meadow, featuring two adorable anthropomorphic animal characters: a small fluffy brown beaver-like creature with big expressive eyes, a tiny tuft of hai…

Source heat · X
55
Stability
View case →
Colored-Pencil Samurai Wreck the Desk and Return to the Page
AI VideoXAdded 10/03/2026

Colored-Pencil Samurai Wreck the Desk and Return to the Page

Grandpa saw it. Finally. Just a random idea and a start image. Powered by Seedance 2.5 in @imagineart_creo. Prompt: reference image rules. @image1 is the starting frame of the film and must be strictly inherited..

Skill · Animation style and character consistency

Prompt

Grandpa saw it.. Finally.. 🙄😬 Just a random idea and a start Image! 👐 🎥 Powered by Seedance 2.5 in @imagineart_creo Prompt 👇 【参考图使用规则】 @image1 为本片的起始帧。严格继承其构图、机位、光照、色调与全部物件的空间关系。 【起始帧的内容】…

Source heat · X
58
Stability
View case →
Odysseus's Journey Told in Claymation
AI VideoXAdded 10/03/2026

Odysseus's Journey Told in Claymation

Asked Kling AI MCP to turn a simple idea into a claymation explainer. 🧑‍🏫✨ One prompt → a complete stylized educational video. No complicated workflow. Just d…

Skill · Animation style and character consistency

Prompt

Asked Kling AI MCP to turn a simple idea into a claymation explainer. 🧑‍🏫✨ One prompt → a complete stylized educational video. No complicated workflow. Just describe the concept and let MCP bring…

Source heat · X
33
Stability
View case →

Creator practice

Creator versions

Creator practices derived from this shared method, including versions not yet listed in the catalog.

haruuraeadss’s approach · 3 casesnoorwithwifi · Ghibli ASMR WhimsyyourPlugAI’s approach · 3 cases

Creator evidence

Methods stay attached to their makers.

4 CasesZarnab_with_AiView creator →3 CasesharuuraeadssView creator →3 CasesnoorwithwifiView creator →3 CasesyourPlugAIView creator →2 CasesCaden_FluxView creator →2 CasesJust_sharon7View creator →2 CasesTechieBySAView creator →1 Casesabulu8View creator →1 Casesai_animerView creator →1 CasesAI_with_qamarView creator →1 CasesaimikodaView creator →1 CasesAIReelofficialView creator →

A Skill is a derived reading layer. Every claim must trace back to published Cases.