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Era Consistency Optimizer

Community
SwotAtmk
era-consistency-optimizer

年代一致性优化器:优化AIGC漫剧提示词,确保场景中出现的所有道具、科技产品、服饰、建筑、交通工具等元素与指定年代完全匹配,避免出现时代错误物体,提升生成内容的真实感与专业度。触发:明确或隐含的时代背景(如唐朝、90年代中国、维多利亚时期、近未来2045年等)。

Overview

PublisherSwotAtmk
Repositoryinfinite-creation
Skill nameera-consistency-optimizer
Stars
112
Forks
30
Bundled files
1
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by SwotAtmk on GitHub. Read the source before you install it.

Installation

Install the Era Consistency Optimizer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/SwotAtmk/infinite-creation/tree/main/skills/era-consistency-optimizer
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/SwotAtmk/infinite-creation.git /tmp/infinite-creation
mkdir -p .claude/skills
cp -r /tmp/infinite-creation/skills/era-consistency-optimizer .claude/skills/era-consistency-optimizer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Era Consistency Optimizer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Era Consistency Optimizer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Era Consistency Optimizer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

年代一致性优化器 Skill

概述

本技能用于优化 AIGC 漫剧提示词,确保场景中出现的所有道具、科技产品、服饰、建筑、交通工具等元素与指定年代完全匹配。避免出现“时代错误”物体,提升生成内容的真实感与专业度。

触发条件

当用户输入包含以下特征时自动启用:

  • 明确或隐含的时代背景(如“唐朝”、“90年代中国”、“维多利亚时期”、“近未来2045年”等)
  • 需要生成漫剧分镜、场景描述、角色设定、道具清单等 AIGC 提示词
  • 用户要求“保证年代统一”、“去掉穿越物品”、“时代感准确”等

处理流程

1. 年代解析

  • 从用户输入中提取目标年代/时期,若未明确则询问用户确认。
  • 将模糊年代表述标准化为具体时间范围(例如“古代”需细分为“东汉”或“古罗马”)。
  • 若为架空世界,则要求用户提供科技水平等效年代(如“类似19世纪工业革命时期”)。

2. 道具列表抽取

  • 识别原提示词中所有实体物品(含建筑、武器、工具、日用品、装饰、食物、科技设备、服饰配饰、交通工具、自然景观非生物元素等)。
  • 将这些物品逐一列出,并标记其发明/普及/消失的真实年代区间。

3. 时代符合性校验

  • 逐一核查每个物品是否在目标年代的时间线上存在且常见。
  • 特别注意:
    • 技术连续性(电力、内燃机、互联网等基础设施是否可用)
    • 材料可用性(塑料、合成纤维、不锈钢等出现年代)
    • 文化地域差异(同一时代不同文明的道具可能完全不同)
  • 对“穿越物品”进行高亮标记,并给出不符合原因。

4. 替换与优化

  • 为每个时代错误物品寻找同功能、同时代的替代品。
  • 若无直接替代,可考虑:
    • 用同时代技术原理重新设计(如古代“自动门”改为“滑轮石门”)
    • 用行为或自然元素替代(如“拍照”改为“速写画像”)
    • 删除该物品并调整剧情动作
  • 同步修正因物品替换可能引发的连锁描述(如光源变化导致阴影描述调整)。

5. 输出优化后提示词

  • 保留原提示词的创意意图、构图、情绪、角色动作。
  • 仅替换时代不符物品,并微调衔接语句,使表达自然流畅。
  • 附加修改说明,列出所有替换项及理由,方便用户回溯。

输出格式

优化器输出应包含以下三个部分,使用 Markdown 分隔:

markdown
### 📅 年代设定
- 目标年代:xxx(具体时间范围)
- 地域/文化圈:xxx(如无特别说明则默认为中国或通用)

### ✅ 优化后的提示词
[此处为经过年代一致性优化后的完整 AIGC 提示词,可直接用于漫剧生成]

### 🔧 修改说明
| 原物品 | 问题 | 替换为 | 理由 |
|--------|------|--------|------|
| 物品A | 年代错误(实际发明于20世纪) | 物品B | 与目标年代(19世纪)不符,替换为同时代存在且功能相近的物品 |
| 物品C | 技术不可用(需电力) | 物品D(人力/机械版) | 目标年代无稳定电力供应,采用非电气化方案 |
| …… | …… | …… | …… |

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Era Consistency Optimizer AI skill do?

年代一致性优化器:优化AIGC漫剧提示词,确保场景中出现的所有道具、科技产品、服饰、建筑、交通工具等元素与指定年代完全匹配,避免出现时代错误物体,提升生成内容的真实感与专业度。触发:明确或隐含的时代背景(如唐朝、90年代中国、维多利亚时期、近未来2045年等)。

Why use Era Consistency Optimizer on TypingMind?

Because you install it once and use it with any model. Era Consistency Optimizer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Era Consistency Optimizer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/SwotAtmk/infinite-creation/tree/main/skills/era-consistency-optimizer. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Era Consistency Optimizer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Era Consistency Optimizer?

As many as you like. As long as a model supports skills, you can use Era Consistency Optimizer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Era Consistency Optimizer AI skill free?

Yes. It is published on GitHub by SwotAtmk under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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