Seedance Video Prompt Architect Skill

Public SKILL.md and read-only MCP package for Seedance video prompt research, structured motion plans, focused variants, and debugging loops.

What this skill does

seedance-video-prompt-architect turns rough ideas into cleaner Seedance prompt packs for text-to-video, image-to-video, video-to-video, first-last-frame, and multi-shot workflows.

It is designed for creator workflows like product ads, fashion clips, cinematic scenes, anime shots, and other short-form video ideas that need stronger motion structure and more stable first-pass outputs.

Canonical links

Docs page: https://cdance.ai/docs/seedance-video-prompt-architect
Raw SKILL.md: https://cdance.ai/skills/seedance-video-prompt-architect/SKILL.md
GitHub and MCP source: https://github.com/gpt-img-2/cdance-prompt-mcp
OpenClaw listing: https://clawhub.ai/gpt-img-2/skills/seedance-video-prompt-architect

Best use cases

Turn a loose video idea into a structured Seedance 2.0 prompt
Rewrite unstable prompts with cleaner motion and camera control
Generate 2 to 3 focused prompt variants for rapid testing
Decide whether the workflow should be text-to-video, image-to-video, video-to-video, first-last-frame, or multi-shot
Research real public examples without an account or API key

Optional read-only MCP

The C Dance Prompt MCP exposes four tools: search_prompts, get_prompt, list_workflows, and build_video_prompt_brief. It reads only the public prompt API and cannot generate videos or spend credits.

codex mcp add cdance -- npx -y github:gpt-img-2/cdance-prompt-mcp

OpenClaw:

openclaw mcp add cdance \
  --command npx \
  --arg -y \
  --arg github:gpt-img-2/cdance-prompt-mcp \
  --include 'search_prompts,get_prompt,list_workflows,build_video_prompt_brief'

openclaw mcp doctor cdance --probe

Submission-ready summary

Use this summary when submitting the skill to directories:

Turns rough Seedance 2.0 video ideas into structured prompt packs, tighter variants, and debugging loops for text-to-video, image-to-video, and video-to-video.

Notes

If a marketplace accepts a direct SKILL.md link, use the raw file URL above so the backlink points directly to cdance.ai.

If a marketplace prefers a repository URL, use the public MCP repository above.