RRepoGEO

REPOGEO REPORT · LITE

FuJacob/cotabby

Default branch main · commit 55857745 · scanned 6/14/2026, 10:17:04 AM

GitHub: 763 stars · 42 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 FuJacob/cotabby, 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 Cotabby is an end-user macOS application, not a developer library

    Why:

    CURRENT
    The current README subtitle is 'Open-source, on-device AI autocomplete for macOS.'
    COPY-PASTE FIX
    After the main subtitle, add: 'Cotabby is a standalone macOS application designed for general productivity, not a developer library or code-specific tool.'
  • mediumfaq#2
    Add FAQ entry to clarify Cotabby's scope

    Why:

    COPY-PASTE FIX
    Add a new section to the README:

## FAQ

### What Cotabby is NOT

Cotabby is focused solely on text prediction and does not offer features related to tab management, browser organization, or collaborative editing.
  • lowabout#3
    Refine repository description to emphasize 'application'

    Why:

    CURRENT
    Cotabby is local AI autocomplete for your entire Mac. Open source. On device. Everywhere you type.
    COPY-PASTE FIX
    Cotabby is a local AI autocomplete application for your entire Mac. Open source, on-device, and works everywhere you type.

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 FuJacob/cotabby
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tabnine
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tabnine · recommended 1×
  2. GitHub Copilot · recommended 1×
  3. Codeium · recommended 1×
  4. Continue · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    I need a system-wide AI autocomplete solution that runs locally on my macOS machine.
    you: not recommended
    AI recommended (in order):
    1. Tabnine
    2. GitHub Copilot
    3. Codeium
    4. Continue
    5. Ollama
    6. Raycast
    7. Alfred

    AI recommended 7 alternatives but never named FuJacob/cotabby. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there any open-source, on-device text prediction tools for Mac users?
    you: not recommended
    AI recommended (in order):
    1. espnet
    2. Transformers (Hugging Face)
    3. OpenNMT
    4. KenLM
    5. FastText
    6. CMU Sphinx (Pocketsphinx)
    7. Kaldi

    AI recommended 7 alternatives but never named FuJacob/cotabby. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 FuJacob/cotabby?
    pass
    AI named FuJacob/cotabby explicitly

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

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

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

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FuJacob/cotabby — 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