prompt-translator SKILL.md skillA
prompt-translator from cclank/lanshu-awesome-ai-video-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cclank/lanshu-awesome-ai-video-kit/prompt-translator@git:20260526.861faccPins git:20260526.861facc in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cclank/lanshu-awesome-ai-video-kit
- Path
skills/prompt-translator/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260526.861facc, committed May 26, 2026
- First version recorded
- May 25, 2026
- Size
- 11,786 bytes
- Repository stars
- 429
- License
- MIT
把一条 AI 视频提示词从源模型(如 Sora 2)的写法风格转换为目标模型(如 Kling 3.0 / Wan 2.7 / Veo 3.1 等)的最佳实践写法。基于 110 条 10 场景 × 11 模型对照基准数据(prompts/data/cross-model-matrix.json),不是凭直觉重写,而是查表式 in-context learning。10 场景:产品 / 双人对话 / 物理动作 / 图生视频 / 多人会议 / 恐怖 / 自然延时 / 抽象 / 武侠 / 萌宠。用于"Sora 已 EOL 帮我把这条提示词改成 Veo"、"我有 Kling 提示词想跑 Wan"、"跨模型 A/B 测试"、"把英文 prompt 优化成 Kling 中文版"等触发场景。.
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
# prompt-translator 跨模型提示词转换器。**关键差异**:不是凭 AI 直觉重写,而是**查 110 条对照基准做 in-context learning**。 ## 何时不用此 skill - 用户从零开始写一条新提示词(不是转换) → 用 `seedance-prompter` / `kling-prompter` / `happyhorse-prompter` 或 `model-selector` - 用户问"用哪个模型好" → 用 `model-selector` - 已有提示词出问题但不换模型 → 用 `seedance-debugger` ## 核心数据资产 **[`prompts/data/cross-model-matrix.json`](../../prompts/data/cross-model-matrix.json)** — 这就是 translator 的"训练数据": - **10 个核心场景**:产品广告 / 情感重逢 / 滑板动作 / 图生视频 / 多人会议 / 恐怖悬疑 / 自然延时 / 抽象艺术 / 武侠决斗 / 萌宠爆款 - **每个场景 × 11 模型 = 110 条对照 prompt**,每条严格遵循对应模型的官方公式 - 这构成"同一场景在 11 模型上的最佳写法对照",**就是 translator 的查找表** ## 工作流程 ### 步骤 1:接收输入 最少需要: - **源模型** (如 Sora 2 / Kling 3.0 / Wan 2.7) - **源 prompt** (用户的现有提示词) - **目标模型** (用户想转到哪个) 可选: - 转换偏好(更简洁 / 更详细 / 保留中文) ### 步骤 2:分析源 prompt 的语义内容 提取**核心场景元素**(与具体写法风格无关的): - 主体(subject):是谁/什么 - 场景(scene):在哪/什么环境 - 动作(motion):发生了什么时序事件 - 情绪(mood):整体氛围 - 镜头(camera):怎么拍 - 音频(audio):需要什么声音 - 对白(dialogue):有无台词 - 风格(style):视觉锚点 这一步是**剥离风格,提取语义**。把 Sora 的 `Style: → Cinematography: → Actions:` 分层结构里的实际内容,抽象成"核心场景描述"。 ### 步骤 3:查 110 条基准对照表找最相似场景 …
Read the whole file at its exact version.
How to install
mdr add cclank/lanshu-awesome-ai-video-kit/prompt-translator@sha256:93f461a728233c43The line at the top of this page pins the label git:20260526.861facc, 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_kyxuyz2hclmqrbrh)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 25, 2026 and May 26, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260526.861facc latest | 2026-05-26 | 861facc | 11,786 B | A | view · diff |
| git:20260525.7260030 | 2026-05-25 | 7260030 | 10,091 B | A | view · diff |
| git:20260525.bb3aa49 | 2026-05-25 | bb3aa49 | 9,960 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 (11786 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
cclank/lanshu-awesome-ai-video-kit · 429 stars · license MIT · pushed 2026-10-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kyxuyz2hclmqrbrh GET https://markdownregistry.com/api/v1/resolve?ref=cclank/lanshu-awesome-ai-video-kit/prompt-translator GET https://markdownregistry.com/api/v1/blob/93f461a728233c43ca0c54c56f7f904edaa1dee579ff5eaa3789c047eeab6633
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.