AI Agent Hub
Back to skills
ViralLens Short-Form Video Breakdown icon

ViralLens Short-Form Video Breakdown

Content Creation Updated 2026.08.30

Paste the following prompt into your AI chat to install this skill:

Please follow https://skillhub.cn/install/skillhub.md and install @org-gfrg4dba/virallens.

About this skill

Problem

Short-form video teams often lack a repeatable way to diagnose why a video works. Hook strength, narrative structure, and audience signals are easy to notice anecdotally but hard to turn into concrete editing or script decisions. ViralLens turns that analysis into a structured workflow, taking a video link or local file and producing a diagnostic report rather than a vague review.

Core Capabilities and Workflow

  • Inputs: supports links from TikTok, YouTube, Bilibili, Douyin, WeChat Channels, Xiaohongshu, Instagram, and other yt-dlp-compatible platforms, plus local uploads such as .mp4, .mov, .avi, and .mkv, up to 500MB.
  • Analysis dimensions: scene detection, speech transcription, visual analysis, virality scoring, audience profiling, optimization recommendations, and script templates. The score uses a 0-100 scale and covers hook type, content structure, and emotion curve.
  • Execution path: online links go through platform parsing and download; local files go through the upload endpoint. The service may return HTTP 402, after which the client must retry with X-Out-Trade-No and poll the analysis job.
  • Output shape: the report is organized by video overview, virality score, hook analysis, content structure, top 3 optimization suggestions, script template, and data insights, making it easier to apply in iteration or reverse engineering.

Limits and Notes

It is better suited for short-video strategy, script optimization, and competitor review than for video quality repair, ad bidding, or real-time dashboarding. Online parsing still depends on platform download availability and anti-scraping behavior. Raw local paths should not be passed directly; users must upload the file. The skill requires the weixinpay extension to complete paid calls, so the Agent should surface a setup prompt if that capability is missing.

Use Cases

  • Break down a Douyin hit video's first-3-second hook, structure, and reusable script framework.
  • Upload a local unpublished short clip and review scene cuts, on-screen text, and audience pain-point phrasing.
  • Review a competitor Xiaohongshu video's color style, composition, and copy framework, then list the top 3 optimization tips.
  • Analyze a WeChat Channels link for virality score, emotion curve, and buying signals to guide the next script.

Best For

  • Short-video creators drafting scripts who need to judge hook strength and reusable structure quickly.
  • Market operations staff tracking competitors who need to turn multiple videos into scores, pain points, and action lists.
  • Operations managers filming talking-head or sales videos who need pre-publish checks on scene pacing, text overlays, and buying signals.
  • Content strategy product managers who need to convert viral videos into reusable script templates and tag strategies.