Video Clone Lite

Community

liangdabiao

video-clone-lite

极简视频复刻流水线：参考视频（链接/本地文件）→ GLM 直传理解分镜 → 换主角换产品（保留原片结构/节奏/话术）→ Pippit 逐镜头生成 → ffmpeg 合成出片。当用户提到"复刻视频、做同款、仿这条视频、换个主角/产品重拍、生成同款短视频、带货同款、把这条片子重做一版"时使用。依赖仅 ffmpeg + apiz CLI + pippit CLI + Python 标准库，禁止安装重型组件。生成会花钱：每次生成前必须先向用户报价，未经确认绝不调用付费接口。

Overview

Publisher	liangdabiao
Repository	`video-clone-lite`
Skill name	`video-clone-lite`
Stars	167
Forks	29
Bundled files	7
Links	Skill source Repository Homepage

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.
7 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by liangdabiao on GitHub. Read the source before you install it.

Installation

Install the Video Clone Lite AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

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.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/liangdabiao/video-clone-lite/tree/main
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.

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/liangdabiao/video-clone-lite.git \
  .claude/skills/video-clone-lite

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Video Clone Lite 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 Video Clone Lite 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 Video Clone Lite 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.

video-clone-lite — 三段式视频复刻（同结构换内容）

把一条爆款视频变成你的新视频：保留原片的镜头结构、节奏、动作时序和话术，换掉主角和产品。 单一事实来源是项目目录里的 plan.json（分镜表）；每一步产物落盘，过程记入项目 LOG.md（用户要求可逐步检查调试）。

不做"照原片逐帧重绘"——用户明确表示永远没有这个需求。所有生成一律基于"新主角参考图 + 新产品参考图 + 动作时序描述"。

环境四件套（缺一先补，均有一次性初始化）

工具	用途	初始化
ffmpeg	合成/抽帧/探参数	一般已装
`apiz` CLI	上传/对齐/TTS/图片生成	`apiz auth login` 存 key（或 `~/.suitui-api-key`）
`pippit-tool-cli`	视频生成主力（用户自己的账号积分）	`npx @pippit-dev/cli@latest install` → `pippit-tool-cli login` 浏览器登录
Python 标准库	脚本	无需 pip

GLM 视频理解另需 ~/.glm_api_key（首行存 key）。

工作流

第 1 步 · 理解（GLM 直传整段视频，约几分钱）

bash
python scripts/build.py understand <视频> refs/glm-storyboard.json
python scripts/build.py extract <视频> refs        # 抽帧+音频，留作成片对照

understand 一次调用产出：逐镜景别/运镜/连续动作时序/台词/声音细节 ——模型看连续运动，信息密度远超抽帧推断；限 ≤40MB 且 ≤120s（超限先转码）
台词的权威来源是 ASR（apiz align/WhisperX），GLM 可能漏听轻声自语
基于理解写 plan.json（模板 templates/plan.json）：结构照搬原片切点，动作描述照搬 GLM 的 action_steps，主体/产品换成用户的新内容 （如"精华泵瓶"→"口红"、"外国博主"→"中国 20 岁女性"），先给用户过目

第 2 步 · 新内容参考图（几积分，apiz gpt-image-2.5）

bash
apiz generate "<新主角描述：清晰正脸+目标场景氛围>" --model apiz/gpt-image-2.5-flare --wait --json
apiz generate "<新产品描述：产品特写+包装+同场景光感>" --model apiz/gpt-image-2.5-flare --wait --json

下载到 refs/character.jpg、refs/product.jpg 并 Read 质检：脸要清晰、产品要与原片气质同调（同光感同场景）。用户自备照片可直接用。

第 3 步 · 逐镜生成（唯一花钱环节；Pippit 参考生成模式）

bash
python scripts/build.py pgen plan.json           # 干跑：打印计划与余额
python scripts/build.py pgen plan.json --yes     # 用户确认后提交+自动轮询收片
python scripts/build.py pgen plan.json --yes --only D   # 只重做某一镜

每镜 refs 必传新主角参考图（跨镜身份一致的锚），涉产品的镜追加产品图
实测价格：Seedance_2.5 720p = 20积分/秒；模型时长下限 4 秒 → 短镜头按 4s 生成，assemble 按 plan 时长裁剪
约 5 分钟/镜；提交限频 1 次/分钟（脚本已自动间隔与重试）

第 4 步 · 合成（零成本）

bash
python scripts/build.py assemble plan.json

按 plan 时长逐镜裁剪 + 统一规格 + concat（可选烧 srt、混 BGM）→ out/final.mp4。完成后 Read 抽帧自查（结构/主角一致性/产品一致性），再请用户播放验收运动/声音/台词——agent 听不到音频、看不到连续运动，这两项的验收必须交给用户并明确说出来。

语音与字幕（apiz CLI，已实测）

bash
python scripts/build.py srt <视频/音频> "台词1|台词2" out.srt   # 字级打轴≈10积分
python scripts/build.py tts "文本" out.mp3 [--voice id]        # TTS 配音
python scripts/build.py upload <文件>                          # 免费公网URL
apiz voices list                                               # 音色列表

音色克隆/设计走 MCP speak 工具的 clone_voice/design_voice（详见 references）。

费用纪律（不可协商）

任何付费调用前，在对话里报价（模型/秒数/单价/总额）并获用户确认；实测价格与预估不符时，停下来讨论
新项目先用 4s 单镜头校准单价，再批量
参考图/上传/理解类免费或几分钱操作可自主进行
遇到卡点（连续失败、通道异常、结果与预期不符）必须停下来和用户讨论，不许反复乱试——每条弯路都记入项目 LOG.md

已知坑（实战换来的，不要重蹈）

模型目录里有 ≠ 可用：速推 Fal 池会空、上游会 401；换同类通道重试一次即可，连续失败换通道
本地图片不要转 base64 传命令行（Windows 32K 限制）→ 生成用图先 apiz upload （Pippit 的 --image 传本地路径即可，CLI 内部自动上传）
Pippit 提交限频 1/分钟（16010 错误）；pippit-tool-cli 是 .cmd，脚本里必须 shutil.which() 解析
"暂时无法生成"= 平台瞬时失败，重试一次通常就好；连续两次停下来讨论
GLM 会漏听轻声台词；ASR 才是台词权威
更多细节：references/pippit.md（Pippit 通道）、references/suxui-api.md （速推通道）、references/models.md（模型与价格）、 references/seedance-knowledge.md（带货提示词方法论）

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 Video Clone Lite AI skill do?

Why use Video Clone Lite on TypingMind?

Because you install it once and use it with any model. Video Clone Lite 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 Video Clone Lite in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/liangdabiao/video-clone-lite/tree/main. 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 Video Clone Lite?

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 Video Clone Lite?

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

Is the Video Clone Lite AI skill free?

It is published on GitHub by liangdabiao. Check the repository for licensing terms. 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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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

video-clone-lite — 三段式视频复刻（同结构换内容）

环境四件套（缺一先补，均有一次性初始化）

工作流

第 1 步 · 理解（GLM 直传整段视频，约几分钱）

第 2 步 · 新内容参考图（几积分，apiz gpt-image-2.5）

第 3 步 · 逐镜生成（唯一花钱环节；Pippit 参考生成模式）

第 4 步 · 合成（零成本）

语音与字幕（apiz CLI，已实测）

费用纪律（不可协商）

已知坑（实战换来的，不要重蹈）

Bundled files

Frequently asked questions

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