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Learn From Benchmark Accounts

Imports a benchmark creator's scripts and metrics to extract content patterns and early rubric signals.

Source Download skill
Repository
XBuilderLAB/cheat-on-content
Stars
7,443
Licence
MIT
Files
1 file

What it does

When installed, the agent walks you through feeding it 3 to 15 scripts and performance numbers from a benchmark account you admire, usually a short-video creator. It asks you to rate each sample as high, medium, or low impression, then identifies patterns in hooks, structure, sentence rhythm and vocabulary, and writes these into benchmark and pattern notes in your project folder. It is meant for people who have no history of their own yet and need a reference point.

Great for

  • Creators starting a new channel with no performance history of their own
  • Marketers building a reference set of competitor or inspiration videos
  • Users who want a sanity check against a successful account before brainstorming

Skip it if

  • Users who only want to copy another creator's content verbatim; the skill is for extracting patterns, not reproducing scripts
  • Users who lack rights to the scraped or transcribed material, since the skill involves collecting third-party scripts and comments
  • Anyone expecting numeric scoring weights; the skill explicitly avoids numeric weights because 5-10 samples overfit

Try asking

  • “Learn from this account: I'll paste 5 scripts and their view and like counts”
  • “Break down these benchmark videos and tell me the hook patterns”
  • “Import this creator as my benchmark, append to the existing one”
Step-by-step guide: how to use Learn From Benchmark AccountsInstall, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 1 original files, the MIT licence and an attribution note.

    cheat-learn-from.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

    mkdir -p ~/.claude/skills && unzip cheat-learn-from.zip -d ~/.claude/skills/

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip cheat-learn-from.zip -d .claude/skills/

    Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.

  3. 3

    Ask for the task

    No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.

Get better results

  • Pick 5-10 benchmark samples spanning high, medium and low performance so the contrast is informative
  • Paste full scripts as plain paragraphs rather than subtitle formats for cleaner pattern extraction
  • Treat the imported patterns as untested until you verify them on your own posts

What's inside

  • SKILL.md

Redistributed unmodified from XBuilderLAB/cheat-on-content under the MIT licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.