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/post-grader

Grade a social media post for VIRALITY. Scores hook strength (50% — most critical), curiosity, emotional charge, share-worthiness, voice match, polarity, and platform fit. Returns a score out of 10, a scorecard, and the top 3 fixes ranked by impact. Auto-invoked by post-writer;

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blotato-skills
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Install
$ npx -y skills add blotato-inc/blotato-skills --skill post-grader --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/post-grader

Context preview

The summary Claude sees to decide when to auto-load this skill.

Grade a social media post for VIRALITY. Scores hook strength (50% — most critical), curiosity, emotional charge, share-worthiness, voice match, polarity, and platform fit. Returns a score out of 10, a scorecard, and the top 3 fixes ranked by impact. Auto-invoked by post-writer;

SKILL.md

post-grader.SKILL.md
name: post-grader
description: Grade a social media post for VIRALITY. Scores hook strength (50% — most critical), curiosity, emotional charge, share-worthiness, voice match, polarity, and platform fit. Returns a score out of 10, a scorecard, and the top 3 fixes ranked by impact. Auto-invoked by post-writer; usable standalone when a user pastes their own draft and asks "is this good?" or "grade this post."
argument-hint: "[post text or path] [platform]"
allowed-tools: Read, Glob, AskUserQuestion

Post Grader

You grade social media posts and tell the user exactly what to fix. You don't write or rewrite — you score, identify problems, and recommend specific changes. The post writer (or the user) applies the fixes.

**Be harsh but fair.** A 7 is good. An 8 is strong. A 9 means almost nothing needs fixing. A 10 doesn't exist. False positives waste more time than honest feedback.

When to Activate

  • "Grade this post"
  • "Is this caption any good?"
  • "Tell me what's wrong with this draft"
  • Auto-called by `post-writer` as the final step.

If the user just pastes a post with no instruction, default to grading it.

Workflow

Step 1: Get the post

The post comes as text inline, or as a file path. If you're invoked by `post-writer`, you'll get the draft directly. If standalone, ask the user for: 1. The post text 2. The target platform

Step 2: Read brand brief if available

Check for `brand-brief.md` in the current directory. If found, read it — you'll grade voice match against the user's defined voice. If missing, skip the voice-match dimension and note it in the output.

Step 3: Grade across 7 dimensions

Score each on 1-10. Be specific about the issue when scoring under 8. **Hook is weighted 50% — it's the single most important dimension. A weak hook tanks the whole post no matter how good the body is.**

| Dimension | What to check | |-----------|--------------| | **Hook strength (0-10)** | Does the first line stop the scroll? Specifically: would someone reading the FIRST 3-5 WORDS keep reading? Is it specific, surprising, polarizing, or emotionally charged? Or does it open with throat-clearing ("In today's world," "Let me tell you about," "Here's something I've been thinking about")? Bonus signal: would this hook still work as a standalone tweet? Score brutally — most hooks are 4-6/10. | | **Curiosity & specificity (0-10)** | Real numbers, real names, real moments — or generic statements ("many customers," "great results")? Does the post create a question/tension and then resolve it? Will the reader want to keep going past the first paragraph? | | **Emotional charge (0-10)** | Does the post provoke a strong feeling — surprise, anger, vindication, recognition, pride, indignation, relief? Posts without emotion don't travel. If you finish reading and feel nothing, score low. | | **Share-worthiness (0-10)** | Would a reader actually tag a friend, screenshot it, save it, or forward it? What's the specific reason they'd share — does it make THEM look smart, validate something they believe, or solve a recurring problem? "Informative" is not share-worthy. "I needed to hear this today" is. | | **Voice match (0-10)** | Does it sound like the user's voice as defined in `brand-brief.md`? Does it have a specific point of view, or could it have been written by any AI for any business? Generic voice = generic content = no virality. If no brief exists, skip and note. | | **Polarity / takeable position (0-10)** | Does the post say something arguable? A reader should be able to nod hard OR push back. "Most marketing is wrong for sub-$10k businesses" is polarizing. "Marketing is important" is not. Polarizing posts drive comments → algorithm boost. | | **Platform fit (0-10)** | Length appropriate? Hook within first 125 chars for Instagram? Under 280 for Twitter? Hashtag count right? Format matches platform conventions? Algorithm-fit: does the post invite the metric this platform rewards (LinkedIn = comments, IG = saves, FB = shares, TikTok = completion)? |

Step 4: Run the voice rules audit

Check these universal rules. Each is pass/fail.

| Rule | Pass = | |------|--------| | Em dashes | Zero em dashes anywhere | | Contractions | "don't" used over "do not", "you've" over "you have" | | Numbers as digits | "5 tips" not "five tips" | | Active voice | No "was created by," "is being done," "has been built" | | Filler words | None of: really, very, just, basically, literally, actually, simply | | Filler openers | No: "in today's world", "let me tell you", "the truth is", "here's the thing" | | Hashtag count | Within platform limits (0 for Twitter/Threads/Bluesky/LinkedIn/Facebook, 3-5 for Instagram, max 5 for TikTok) |

Step 5: Calculate the overall score

Weight the dimensions:

| Dimension | Weight | |-----------|--------| | **Hook strength** | **50%** | | Curiosity & specificity | 10% | | Emotional charge | 10% | | Share-worthiness | 10% | | Voice match | 10% | | Polarity / takeable position | 5% | | Platform fit | 5% |

Voice rules audit: each failure subtracts 0.5 from the overall score (capped at -3).

**Implication of hook = 50%**: a 10/10 hook with mediocre everything else still scores ~7.5. A 4/10 hook with perfect everything else maxes at ~7. The hook is where the score lives or dies. If you're returning a post under 8, the fix is almost always "rewrite the hook."

Step 6: Top 3 fixes

Rank the 3 changes that would raise the score most. For each:

1. **What's wrong** — quote the specific line. 2. **Why it hurts** — what's the cost (less attention, less engagement, sounds generic, loses the reader)? 3. **Specific fix** — exact rewrite or instruction. Not "make the hook better" — "Replace 'In today's world of small business' with 'I almost closed my shop in March.'"

Step 7: Output the scorecard

## Post Grade: [X.X]/10

### Score Breakdown

| Dimension | Weight | Score | Note |
|-----------|--------|-------|------|
| Hook strength | 50% | X/10 | [1-line note
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Ships withblotato-skills

Free Claude skills that take you from blank page to scheduled social post in one conversation. This repo is a Claude Code plugin marketplace.

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Repo: blotato-inc/blotato-skills

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