RRepoGEO

REPOGEO REPORT · LITE

muratcankoylan/ralph-wiggum-marketer

Default branch main · commit 4c1f5f3b · scanned 6/14/2026, 2:47:05 AM

GitHub: 748 stars · 81 forks

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 muratcankoylan/ralph-wiggum-marketer, 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 the "Ralph Wiggum pattern" in the README to prevent misinterpretation

    Why:

    CURRENT
    # Ralph Marketer

A **Claude Code Plugin** that provides an autonomous AI copywriter for SaaS content marketing.

DeepWiki: Learn more here

Uses the Ralph Wiggum pattern - an iterative AI loop that ships content while you sleep.
    COPY-PASTE FIX
    # Ralph Marketer: Autonomous AI Copywriter for SaaS Content Marketing

A **Claude Code Plugin** that implements the "Ralph Wiggum pattern"—an iterative AI loop designed to autonomously generate and ship high-quality content while you sleep. This plugin provides a powerful, self-driving AI copywriter specifically for SaaS content marketing.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-copywriter, saas-marketing, content-marketing, claude-plugin, autonomous-ai, generative-ai, marketing-automation, iterative-ai
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the root of the repository.

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 muratcankoylan/ralph-wiggum-marketer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jasper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jasper · recommended 2×
  2. Copy.ai · recommended 2×
  3. Writesonic · recommended 2×
  4. Surfer SEO · recommended 2×
  5. Frase.io · recommended 2×
  • CATEGORY QUERY
    How to find an autonomous AI copywriter for SaaS content marketing needs?
    you: not recommended
    AI recommended (in order):
    1. Jasper
    2. Copy.ai
    3. Writesonic
    4. Surfer SEO
    5. MarketMuse
    6. Frase.io

    AI recommended 6 alternatives but never named muratcankoylan/ralph-wiggum-marketer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI content generation plugins can automate iterative marketing copy creation?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. Jasper
    3. Copy.ai
    4. Writesonic
    5. Frase.io
    6. Rytr
    7. GrowthBar

    AI recommended 7 alternatives but never named muratcankoylan/ralph-wiggum-marketer. 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 muratcankoylan/ralph-wiggum-marketer?
    pass
    AI did not name muratcankoylan/ralph-wiggum-marketer — 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 muratcankoylan/ralph-wiggum-marketer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named muratcankoylan/ralph-wiggum-marketer 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 muratcankoylan/ralph-wiggum-marketer solve, and who is the primary audience?
    pass
    AI did not name muratcankoylan/ralph-wiggum-marketer — 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?

Embed your GEO score

Drop this badge into the README of muratcankoylan/ralph-wiggum-marketer. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
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