RRepoGEO

REPOGEO REPORT · LITE

zlwaterfield/scramble

Default branch main · commit 1dfc526c · scanned 5/21/2026, 5:47:59 PM

GitHub: 1,664 stars · 90 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)

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

AI VISIBILITY SCORE
35 /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
3 / 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 zlwaterfield/scramble, 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 project's purpose in the README's opening description

    Why:

    CURRENT
    Scramble is an open-source Chrome extension that leverages AI to enhance your writing directly in your browser.
    COPY-PASTE FIX
    Scramble is an open-source Chrome extension that leverages AI to enhance your writing directly in your browser, serving as a powerful Grammarly alternative. Despite its name, Scramble does not randomize or obfuscate text; instead, it helps refine and improve it.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, writing-assistant, grammar-checker, browser-extension, chrome-extension, firefox-extension, llm, open-source, grammarly-alternative
  • mediumhomepage#3
    Add the Chrome Web Store link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://chromewebstore.google.com/detail/scramble/mkaljgnigabhmjfookbokejhfghmkffo

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 zlwaterfield/scramble
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LanguageTool
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LanguageTool · recommended 1×
  2. Grammar Checker by Scribens · recommended 1×
  3. ProWritingAid · recommended 1×
  4. QuillBot · recommended 1×
  5. Ginger Grammar Checker · recommended 1×
  • CATEGORY QUERY
    What are open-source browser extensions for AI-powered writing assistance and grammar checking?
    you: not recommended
    AI recommended (in order):
    1. LanguageTool
    2. Grammar Checker by Scribens
    3. ProWritingAid
    4. QuillBot
    5. Ginger Grammar Checker

    AI recommended 5 alternatives but never named zlwaterfield/scramble. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there open-source browser-based AI writing assistants with configurable language models?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. LM Studio
    3. Oobabooga's text-generation-webui
    4. Jan
    5. KoboldAI Lite
    6. KoboldAI United

    AI recommended 6 alternatives but never named zlwaterfield/scramble. 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 zlwaterfield/scramble?
    pass
    AI named zlwaterfield/scramble explicitly

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

  • If a team adopts zlwaterfield/scramble in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zlwaterfield/scramble 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 zlwaterfield/scramble solve, and who is the primary audience?
    pass
    AI named zlwaterfield/scramble explicitly

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

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zlwaterfield/scramble — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite