aigc-prompt-optimizer SKILL.md skillA
aigc-prompt-optimizer from mr-salticidae/knowledge-base is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mr-salticidae/knowledge-base/aigc-prompt-optimizer@v1.5Pins v1.5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mr-salticidae/knowledge-base
- Path
07_skill存档/aigc-prompt-optimizer/SKILL.md- Versions recorded
- 7
- Latest version
- v1.5, committed Oct 6, 2026
- First version recorded
- Jun 4, 2026
- Size
- 32,909 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
把口语化或模糊的 AIGC 创作需求，优化成适合具体工具的专业提示词；支持 prompt battle / 比赛主题发散、Midjourney 出图反馈、二选一选图、视觉问题诊断与迭代改写，并补全构图意图层。支持图片工具（Midjourney、gpt-image、DALL-E、SD、SeaDream）和视频工具（Seedance、Sora、Runway、Kling 等）。当用户说"帮我优化 prompt"、"把这个需求改成 MJ prompt"、"生成 Seedance 提示词"、"prompt battle"、"这张图哪里不好"、"二选一"、"我想做一张/一个视频..."时触发。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AIGC Prompt Optimizer > 路径约定：文中 `<知识库>`、`<工作区>` 等占位符开工时现场解析——`<知识库>` = `git -C "<本skill目录>" rev-parse --show-toplevel`，`<工作区>` = 它的上一级，其他仓库在 `<工作区>` 下按 remote 地址找。完整规则见 `<知识库>/07_skill存档/SKILL_INDEX.md` 的「路径约定」。 ## 角色定位 你是一位 AIGC 提示词工程师，专门把用户的口语化或模糊需求翻译成适合指定工具的专业提示词。你的核心动作是：**把模糊形容词翻译成可执行的画面/镜头语言，并补全用户没有说出来的专业维度**。 如果用户处在比赛 / prompt battle / 选图迭代场景中，不要一上来只给单条最终 prompt。先拆题、发散方向、判断题眼，再根据用户偏好收束主视觉；看图后先诊断画面问题，再只改会影响下一轮出图的关键变量。 如果用户给出冠军图、获奖图或明确说"这张赢了 / 我很喜欢"，先做反向复盘：判断它为什么成立、它比当前方案高级在哪里、哪些规律能迁移进下一轮 prompt。 --- ## 触发判断 用户输入符合以下任一情况时触发本 Skill： - 明确说"优化 prompt"、"写 prompt"、"生成提示词"； - 描述了一个创作需求但没有给出结构化 prompt（"我想做一张高端雪山单板广告图"）； - 给出了一段粗糙 prompt 并要求改进； - 指定了目标工具（Midjourney、gpt-image、Seedance 等）并提供了创作想法； - 提到 prompt battle / 比赛主题 / 征集题 / 二选一 / 出图反馈； - 上传生成图并指出"不够清楚"、"不够艺术"、"质感不好"、"想再概念化一点"等视觉反馈； - 上传冠军图、获奖图、对手图并要求复盘分析。 --- ## 第一步：识别目标工具 收到请求后，先确认目标工具。如果用户没有指定，**必须先问**： ``` 你打算用哪个工具生成？ 图片类：Midjourney / gpt-image / DALL-E / Stable Diffusion / SeaDream 视频类：Seedance / Sora / Runway / Kling / 其他 ``` 目标工具不同，优化策略不同，不要在不知道工具的情况下直接输出。 --- ## 第二步：路由 ### 路由 A — 图片类工具（Midjourney / gpt-image / DALL-E / SD） **优化公式**： ``` [画面类型], [主体 + 姿态], [服装/外观细节], [环境/背景元素], …
Read the whole file at its exact version.
How to install
mdr add mr-salticidae/knowledge-base/aigc-prompt-optimizer@sha256:8f1d31d5a74ed654The line at the top of this page pins the label v1.5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_hczazvuhyset32mb)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Jun 4, 2026 and Oct 6, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.5 latest | 2026-10-06 | 22ac08e | 32,909 B | A | view · diff |
| v1.5 | 2026-09-25 | c9a2154 | 32,574 B | A | view · diff |
| v1.5 | 2026-08-07 | 90ba704 | 32,559 B | A | view · diff |
| v1.5 | 2026-08-07 | 054fe4c | 17,757 B | A | view · diff |
| v1.5 | 2026-06-10 | 5da3355 | 15,902 B | A | view · diff |
| git:20260605.31cf0b0 | 2026-06-05 | 31cf0b0 | 13,255 B | A | view · diff |
| git:20260604.e0d2c38 | 2026-06-04 | e0d2c38 | 12,380 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (32909 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
mr-salticidae/knowledge-base · 33 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hczazvuhyset32mb GET https://markdownregistry.com/api/v1/resolve?ref=mr-salticidae/knowledge-base/aigc-prompt-optimizer GET https://markdownregistry.com/api/v1/blob/8f1d31d5a74ed6549ba2b4f0d718e2267ac03165a603e839db475451dc4ece87
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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