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Audience Persona Builder

Builds an audience profile for your account from real comment data to guide topic and script choices

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

What it does

This skill has the agent read your past post-review notes and the top comments on your published pieces, then group those comments into a profile of who actually watches and engages with your account. It saves that profile to an audience.md file, which later content-planning steps read so new ideas fit your real viewers. It is kept separate from the scoring system so it never influences how drafts are predicted to perform.

Great for

  • Short-video or social creators who have several published posts with reviewed comment data
  • Creators who want to check their assumed audience against what commenters actually say
  • Teams using the cheat-on-content workflow who want a living audience profile refreshed over time

Skip it if

  • Accounts with no published posts or review data, since the output would be guesswork (the skill itself says to refuse in that case) and benchmark-based profiles are unverified
  • Anyone wanting to use the persona to score drafts, because it is designed to stay out of prediction to avoid contaminating blind scoring
  • Situations needing a statistically reliable audience study, because comments only reflect the most active viewers

Try asking

  • “Build persona: update my audience profile from the latest post reviews”
  • “我的观众是谁？ (who is my audience?) based on my comment data”
  • “Refresh my audience persona after I've reviewed three more posts”
  • “Show my current audience profile and what changed since the last version”
Step-by-step guide: how to use Audience Persona BuilderInstall, 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-persona.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

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

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip cheat-persona.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

  • Accumulate at least three reviewed posts with comments before trusting the profile; with fewer, most traits will be labelled as hypotheses.
  • Treat the output as a report of current viewers, not a target; use the gap section to decide whether to change direction yourself.
  • Be aware that the skill's allowed-tools include Bash(*), so review what the agent runs in your project folder, even though the SKILL.md itself contains no scripts.

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.