Skip to content
Get packs

Cheat on Content

Turns gut-feel content ideas into scored, blind-predicted, reviewed forecasts that improve over time.

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

What it does

This skill teaches an AI agent to run a loop for content creators: score a draft against a rubric, write a prediction before any results exist, publish, then review actual performance against that prediction and refine the scoring rules. It is built around short-form opinion videos (Chinese-language creators are the apparent target), but the method is meant to apply to anything measurable like articles or podcasts. It also includes helpers for studying competitor accounts, brainstorming topics, and tracking trends.

Great for

  • Creators who want to check whether their sense of what will perform is actually accurate
  • Beginners planning their first videos who want structured feedback on drafts
  • Experienced creators with several published videos who want a calibrated scoring model

Skip it if

  • Anyone wanting a quick one-off critique with no tracking, since the value comes from the repeated prediction-and-review loop
  • Users of non-opinion formats expecting a ready-made rubric; the built-in rubric is for opinion videos and other formats need a custom one
  • Users who want an agent to fabricate or back-fill results, since the skill explicitly refuses that and its prediction-locking depends on honest data

Try asking

  • “初始化 cheat-on-content (set up the project folders and state file)”
  • “打分这篇 scripts/foo.md (score a draft against the rubric)”
  • “启动预测 scripts/foo.md (write a blind prediction before publishing)”
  • “复盘 (review a published video after the waiting period)”
Step-by-step guide: how to use Cheat on ContentInstall, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 5 original files, the MIT licence and an attribution note.

    cheat-on-content.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

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

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip cheat-on-content.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

  • Run 初始化 first in an empty project folder so the state file and folder structure are created before anything else
  • Add a benchmark account early (找对标) so the rubric starts from real signals rather than guesses
  • Do not edit predictions after writing them; the skill is designed to keep the prediction section locked

What's inside

  • CHANGELOG.md
  • install.sh
  • README.md
  • SKILL.md
  • uninstall.sh

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.