viral-scoring

Scores social media content units for viral potential across six weighted dimensions.

Updated Jul 15, 2026
One-click install
npx skills add https://github.com/executiveusa/buffer-blaster- --skill viral-scoring-executiveusa
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: viral-scoring
Source: https://github.com/executiveusa/buffer-blaster-/tree/main/skills/scoring
Command: npx skills add https://github.com/executiveusa/buffer-blaster- --skill viral-scoring-executiveusa

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Content teams generate many social media posts but lack a consistent, transparent way to decide which ones deserve human review. This Skill applies a fixed 100-point rubric to every content unit so only the strongest posts reach the approval queue. ## Core Features & Use Cases - Six-Dimension Rubric: Scores hook strength (25), platform fit (20), niche relevance (20), trend alignment (15), visual quality (10), and audience match (10) with explicit scoring guides per band. - Platform-Specific Criteria: Distinct fit standards for TikTok, Instagram Reels, Instagram Feed, Pinterest, YouTube Shorts, and Facebook. - Ranked Approval Output: Produces structured JSON per content unit with per-dimension reasoning, total score, and a surface_to_human flag enforcing max 3 and min 1 posts per platform. - Use Case: After generating a batch of TikTok and Reels scripts for a food brand, run this Skill to rank all units, surface only those scoring 80+, and give the human reviewer a ranked list with reasons. ## Quick Start Score the generated content batch for TikTok and Instagram Reels using the viral scoring rubric and show me the ranked approval queue.

Frequently Asked Questions about viral-scoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I score social media content for viral potential?

Apply the six-dimension rubric: hook strength (25 pts), platform fit (20), niche relevance (20), trend alignment (15), visual quality (10), and audience match (10). Each dimension has banded scoring guides, and the total determines whether the post is surfaced for human approval.

What hook patterns score highest for TikTok content?

Hooks scoring 20+ include specific measurable claims, unexpected niche truths, specific before/after frames, sensory opens for food and beverage, and niche insider references. Openers with adverbs, starting with "I", or phrases like "Are you tired of" score below 10.

Does the scoring rubric differ by platform?

Yes. Platform fit is scored against native standards: TikTok needs a hook in the first 0.5 seconds and trending audio, Instagram Feed requires the first 125 caption characters to stand alone, and Pinterest rewards aspirational educational visuals.

When is scored content shown to a human reviewer?

Content scoring 80 or above is always surfaced with an include recommendation. Scores of 60-79 are surfaced only to fill the minimum one post per platform quota. Anything below 60 is logged but hidden from the approval queue.

Why should Google Trends not drive trend alignment scores?

Google Trends is a lagging signal that usually indicates a trend has already peaked. The rubric prioritizes leading signals like competitor accounts posting similar content three or more times in 30 days and pre-viral topics with high engagement but low post volume.