RRepoGEO

REPOGEO REPORT · LITE

XBuilderLAB/cheat-on-content

Default branch main · commit 441bcfe8 · scanned 6/7/2026, 5:57:26 PM

GitHub: 3,533 stars · 594 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

4 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface XBuilderLAB/cheat-on-content, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify README's core purpose as a content experimentation workflow

    Why:

    CURRENT
    <h1 align="center">
  
</h1>

<h2 align="center">Cheat on Content</h2>

<p align="center">
For content creators — a skill that turns every post into a calibrated experiment.
</p>
    COPY-PASTE FIX
    <h1 align="center">
  Cheat on Content: The Content Experimentation Workflow
</h1>

<p align="center">
  <strong>A systematic workflow for content creators to turn every post into a calibrated experiment—score, blind-predict, retro, and evolve your strategy.</strong>
</p>
  • hightopics#2
    Add relevant topics for better categorization

    Why:

    COPY-PASTE FIX
    content-strategy, content-experimentation, content-workflow, creator-economy, growth-hacking, content-analytics
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://watcha.cn/products/cheat-on-content

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface XBuilderLAB/cheat-on-content
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BuzzSumo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. BuzzSumo · recommended 2×
  2. SEMrush · recommended 2×
  3. Ahrefs · recommended 2×
  4. CoSchedule Headline Analyzer · recommended 1×
  5. Canva · recommended 1×
  • CATEGORY QUERY
    How can I systematically improve my content's virality and audience engagement?
    you: not recommended
    AI recommended (in order):
    1. BuzzSumo
    2. SEMrush
    3. Ahrefs
    4. CoSchedule Headline Analyzer
    5. Canva
    6. Adobe Express
    7. Sprout Social
    8. Buffer
    9. Google Analytics
    10. Matomo
    11. OptinMonster
    12. Sumo

    AI recommended 12 alternatives but never named XBuilderLAB/cheat-on-content. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to predict content success and iterate on strategy based on performance metrics?
    you: not recommended
    AI recommended (in order):
    1. SEMrush
    2. Ahrefs
    3. BuzzSumo
    4. Google Analytics 4 (GA4) with Google Search Console
    5. Clearscope
    6. Frase.io

    AI recommended 6 alternatives but never named XBuilderLAB/cheat-on-content. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of XBuilderLAB/cheat-on-content?
    pass
    AI did not name XBuilderLAB/cheat-on-content — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts XBuilderLAB/cheat-on-content in production, what risks or prerequisites should they evaluate first?
    pass
    AI named XBuilderLAB/cheat-on-content explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo XBuilderLAB/cheat-on-content solve, and who is the primary audience?
    pass
    AI did not name XBuilderLAB/cheat-on-content — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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XBuilderLAB/cheat-on-content — RepoGEO report