Bilibili AI Video Prompt Analyzer

Extract/reverse-engineer production-ready prompts from Bilibili AI-generated videos for imitation. Outputs detailed prompts in ComfyUI/Seedance format that can be used directly with minimal edits.

Workflow

1. Download video: Get video from Bilibili URL using yt-dlp
2. Extract subtitles: Extract soft or hard subtitles for voiceover reference/rewrite
3. Extract frames: Extract frames at configurable FPS (default: 1 frame/second)
4. Visual analysis: Analyze frame-by-frame to identify style, subjects, colors, composition, motion changes
5. Structure output (ready for direct use):
   • Technical metadata (aspect ratio, duration, fps, model recommendation)
   • 2-3 keyframe prompts (most distinct compositions, ComfyUI comma format)
   • Scene sequence by story beat (timeline + prompt evolution)
   • Full video master prompt (overall style + theme)
   • Extracted subtitle text (for voiceover reference)

When to Use

✅ Use this skill when:

• You have a Bilibili link to an AI-generated video
• You want to imitate the style and generate similar videos
• You need production-ready prompts that work directly in Seedance/ComfyUI/Kling
• You want to extract subtitles to reuse or rewrite the voiceover
• You want keyframe + scene breakdown for multi-step generation

❌ Don't use when:

• The prompt is already in the video description (use agent-reach to extract directly)
• It's a human-shot video not generated by AI

Sampling Strategy

Best practice: 1fps for short videos (\x3C1min) gives good granularity without redundancy. Most AI video evolution changes gradually, 1s interval captures the arc well.

Requirements

• ffmpeg installed (for frame extraction and subtitle extraction)
• yt-dlp installed (for video download)
• Multimodal LLM support (for visual frame analysis)

Scripts

• scripts/download-bilibili.sh \x3Curl> \x3Coutput-dir> - Download video from Bilibili URL
• scripts/extract-frames.sh \x3Cvideo-file> \x3Coutput-dir> [fps] - Extract frames from video
• scripts/extract-subtitles.sh \x3Cvideo-file> \x3Coutput-path> - Extract subtitles to text file (supports soft and hardsubs)

Output Format (Production-Ready)

1. Technical Metadata

Aspect Ratio: 9:16 (1080x1440)
Duration: 35 seconds
Frame Rate: 30 fps
Recommended Model: Seedance 2.0 / Kling AI / Runway Gen-3
Motion Type: Slow fluid morphing, seamless transformation

2. Keyframe Prompts (ComfyUI Format, comma-separated)

One detailed prompt for each most distinct keyframe:

masterpiece, best quality, 8k, ultra detailed, tiny glowing point of light in deep indigo mist, volumetric godray, soft atmospheric haze, vertical composition 9:16, surreal abstract, mindscape, glowing particles, deep blue purple color palette, ethereal, dreamlike, cinematic lighting

3. Scene Sequence Breakdown (by timeline beat)

4. Full Video Master Prompt

Complete cohesive prompt capturing overall style, theme, pacing that can be used directly.

5. Extracted Subtitles

Clean text extracted for voiceover reference or rewrite.

Prompt Quality Guidelines

Output prompts follow Seedance/ComfyUI best practices:

• Start with quality tokens: masterpiece, best quality, 8k, ultra detailed
• Describe composition before style
• Specify exact colors and lighting
• Include aspect ratio and motion characteristics
• Keep comma-separated format for direct copy-paste