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Tera-Dark/personal-agent-skills

Decomposes a reference image into transferable design language — silhouette and mass distribution, motif grammar, garment construction, material contrast, palette hierarchy, pose logic, negative space and presentation format — instead of a tag dump. Output feeds aesthetic-director-core (for original work) or a model adapter (for faithful reproduction). Use for 反推, 分析图片, 提取提示词, 还原风格, 参考这张图, reverse prompt, image analysis.

O que é personal-agent-skills?

personal-agent-skills is a Claude Code agent skill that decomposes a reference image into transferable design language — silhouette and mass distribution, motif grammar, garment construction, material contrast, palette hierarchy, pose logic, negative space and presentation format — instead of a tag dump. Output feeds aesthetic-director-core (for original work) or a model adapter (for faithful reproduction). Use for 反推, 分析图片, 提取提示词, 还原风格, 参考这张图, reverse prompt, image analysis.

Funciona com~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/Tera-Dark/personal-agent-skills/tree/HEAD/03_analysis/image-reverse-analysis

Perguntar na sua IA favorita

Abre um novo chat com esta habilidade de agente já pré-carregada.

Documentação

Image Reverse Analysis

定位

参考图 → 结构,不是参考图 → 名词。

v2.0.0 合并了原先三处重复的反推流程(本 Skill、skills/nai5-prompt-engineering/references/reverse-image-analysis.md、anima-prompt-compiler § 5)。适配器不再各自持有反推逻辑。

两种任务,先分清

用户要的是输出去向
忠实还原这张图("把这张图的 prompt 反推出来")本 Skill → 模型适配器。保留具体物件、构图、配色。
参考这张图的感觉做原创("参考这张,但要原创")本 Skill → aesthetic-director-core → character-design-engine。只保留结构,换掉全部具体物件。

没说清时问一句。默认是后者(这个用户的绝大多数需求)。

分析顺序

先看用户给的这张图,不要用网络搜索的同类图替代它。

1. Silhouette      外轮廓由哪几个大形状组成?缩略图里认得出的是什么?
2. Mass            装饰 / 密度集中在头、胸腰、背、四肢中的哪里?哪里是空的?
3. Motif grammar   重复出现的形态语言是什么(蛇 / 骨 / 花 / 线 / 布褶 / 直线 / 弧)?在几处出现?怎么变形?
4. Garment         base / structural / signature extension / accessory 四层各是什么?剪裁在哪里?
5. Material        哪两种材质在对抗?对抗落在哪个结构上?
6. Palette         基底 / 结构 / 刺点三级分别是什么颜色、落在哪?刺点有几个(理想是一个)?
7. Pose logic      她在做什么?姿势和道具 / 附属结构有没有物理接触?因果链是什么?
8. Light           主光源方向、衰减、阴影沉降区。有没有无来源光?
9. Negative space  哪些区域刻意留白?为什么?
10. Presentation   clean plate / decorated key visual / editorial plate / environmental vignette?
11. Mood mechanism 气质是怎么达成的?(不是"神秘"——是"生物的眼睛 + 她的松弛之间的反差")

输出契约

## 结构拆解
1–11 每项一到两行,指向图上的具体位置。

## 真正在起作用的(3–5 条)
去掉具体物件后仍然成立的原则。例:"一个巨大环形轮廓让白底上的剪影一眼可读",而不是"有蛇"。

## 可迁移 / 不可迁移
可迁移:结构原则。
不可迁移:具体角色身份、商标、专属构图、版权元素。

## 下一步
→ 忠实还原:交给 [adapter],附锁定事实清单。
→ 原创:交给 aesthetic-director-core,附"真正在起作用的"清单作为约束。

禁止

  • 输出 white background, anime, detailed, intricate, elegant 这类无结构信息的词
  • 用"换名词"当原创(蛇 → 龙)
  • 把用户的参考图替换成搜索到的"类似图"
  • 复制具体角色 / 版权设定,除非用户明确要求忠实还原

示例

见 aesthetic-director-core/references/taste-calibration-pairs.md Pair 5:蛇形环绕参考图 → 五条结构原则 → 蚕丝少女原创。

References

  • references/design-language-extraction.md — 轮廓 / 色彩 / 时装结构 / 情绪的提取要点与重构原则

Individual skills in this repo

This repo contains 13 individual skills — each has its own dedicated page.

Tera-Dark/personal-agent-skills

Creative direction layer that turns a vague request into one committed design idea before any blueprint or prompt is written. Runs a sequence of generative "moves" (find the obsession, plant a contradiction, pick from the tail, build causality, subtract, keep one strange thing) and produces a short Creative Brief with rejected alternatives. Use for any OC / character / illustration / fashion / key-visual request, whenever output feels generic, "AI-flavored", too plain, too busy, or when the user asks for taste, direction, 审美, 创意方向, 人味, 高级感, 不要AI味.

Tera-Dark/personal-agent-skills

Persistent identity and taste layer for Tera-Dark's creative work. Holds the aesthetic signature (restrained base, one strange thing, a hint of danger, fashion-grade garment construction, female-oriented OC/gacha sensibility), hard dislikes (watches, cyber/mech, random butterflies-roses-particles, adjective costumes), business goals and workflow style. Does not generate prompts. Load first for any creative, design, illustration, prompt or aesthetic-judgment task; also when the user says 我的风格, 我喜欢, 按我习惯, 个人偏好.

Tera-Dark/personal-agent-skills

Entry point for all creative requests in this skill hub. Classifies intent (OC/character design, illustration, fashion, NAI5 prompt, Anima prompt, image reverse analysis, prompt review, ComfyUI/LoRA/dataset), loads identity + aesthetic direction first, then hands off to the right specialist and model adapter. Use whenever a request involves 设计, OC, 人设, 立绘, 插画, 服装, 提示词, prompt, NAI, NovelAI, Anima, 反推, 分析图片, ComfyUI, LoRA, or when it is unclear which skill should handle a creative task.

Tera-Dark/personal-agent-skills

Model adapter that compiles a finished character or illustration blueprint into Anima-ready English prompts in a disciplined Tag block + Natural Language block format. Handles Anima-specific format contract, length budgets, positive-first output, V1 faithful / V2 enhanced modes, model profiles and artifact troubleshooting. Use when the user asks for Anima prompts, Anima 提示词, or names an Anima checkpoint. Does not design — if no blueprint exists, route through aesthetic-director-core and character-design-engine / illustration-direction first.

Tera-Dark/personal-agent-skills

Turns a Creative Brief (from aesthetic-director-core) into a complete, model-agnostic character blueprint — design thesis, silhouette architecture, visual anchors, garment engineering (base / structural / signature extension / accessory system), material contrast, palette hierarchy, behavioral pose + camera, narrative residue, presentation format — then runs a subtraction pass. Use for OC, 人设, 角色设计, 服装设计, 立绘, 高定服设, 二游角色, character sheet, fashion concept. Never writes model-specific prompt syntax.

Tera-Dark/personal-agent-skills

Model adapter that compiles a finished character or illustration blueprint into a natural-language image prompt for models that are not Anima or NAI5 — Midjourney, DALL-E / GPT Image, Google Imagen / Gemini image, Flux, SDXL-style checkpoints, or an unnamed target. Keeps parameters out of the prompt unless the target officially supports them, and labels every model-specific claim with an evidence level. Use when the user names any other image model, says 通用提示词, MJ, Midjourney, DALL-E, Imagen, Flux, SD, 或没说用什么模型. Does not design — if no blueprint exists, route through aesthetic-director-core first.

Tera-Dark/personal-agent-skills

Turns a Creative Brief into an authored, model-agnostic illustration blueprint — the image thesis, captured moment, visual motif, environment-character relationship, camera and framing, scale contrast, negative space, physical light sources, density map, narrative residue, and one coherent surreal detail. Use for 插画, 氛围图, 竖屏, 半留白, 印象风, 故事感, key visual, poster, scene illustration, cinematic composition, or whenever a character needs to be placed into a designed moment rather than displayed on a plate. Never writes model-specific prompt syntax.

Tera-Dark/personal-agent-skills

Model adapter that compiles a finished character or illustration blueprint into NovelAI V5 community-format prompts — weighted artist stack, global style layer, scene base, char1/char2 blocks, source#/target#/mutual# interaction tags, and targeted negative steering with weight::tag:: syntax. Use when the user asks for NAI5, NovelAI, NAI提示词, tag prompt, Danbooru-style prompt. Does not design — if no blueprint exists, route through aesthetic-director-core and character-design-engine / illustration-direction first.

Tera-Dark/personal-agent-skills

Reviews an existing image-generation prompt by separating design intent from model syntax — what it is trying to say, which design layer is weak (thesis, silhouette, garment structure, causality, density, punctum), what is noise, and what a rewrite should change. Use for 优化提示词, 这个 prompt 哪里有问题, prompt review, 分析这段提示词, why does this prompt not work.

Tera-Dark/personal-agent-skills

Technical placeholder for ComfyUI workflow organization, node troubleshooting, metadata and LoRA/model integration. Use when the user mentions ComfyUI, workflow json, nodes, 工作流. Does not handle design or prompt creativity.

Tera-Dark/personal-agent-skills

Technical placeholder for image dataset organization, caption/tag management and training preparation. Use when the user mentions dataset, 数据集, 打标, captions, 训练集. Does not handle visual design decisions.

Tera-Dark/personal-agent-skills

Technical placeholder for LoRA training pipelines: dataset prep, caption organization, training configuration, evaluation. Use when the user mentions LoRA, 训练, fine-tune, 炼丹. Does not decide character concepts or artistic direction.

Tera-Dark/personal-agent-skills

Evaluates a generated image or compiled prompt against the original Creative Brief and blueprint, using a fixed rubric (identity preservation, outfit binding, spatial clarity, unrequested additions, V1/V2 consistency, output contract) plus a design-layer read (thesis, silhouette, causality, density, punctum, one strange thing). Diagnoses which layer failed and routes the fix to that layer with a single-variable change. Use on any feedback round: 太平淡, 太乱, 不像, 没人味, 这版可以, 评价一下, 哪里不对, compare versions.

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