RRepoGEO

REPOGEO REPORT · LITE

kessler/gemma-gem

Default branch main · commit 6d7fde3f · scanned 6/7/2026, 1:28:24 AM

GitHub: 927 stars · 99 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 kessler/gemma-gem, 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
    Reposition README H1 and clarify 'Gem' to avoid Ruby confusion

    Why:

    CURRENT
    # Gemma Gem

Your personal AI assistant living right inside the browser. Gemma Gem runs Google's Gemma 4 model entirely on-device via WebGPU — no API keys, no cloud, no data leaving your machine.
    COPY-PASTE FIX
    # Gemma Gem: Your On-Device Browser AI Assistant

Your personal AI assistant living right inside the browser. This is a Chrome extension, not a Ruby gem. Gemma Gem runs Google's Gemma 4 model entirely on-device via WebGPU — no API keys, no cloud, no data leaving your machine.
  • hightopics#2
    Add more specific topics for browser agents and on-device AI

    Why:

    CURRENT
    ai, chrome-extension, gemma4, gemma4-2b, gemma4-agent-skills, llm
    COPY-PASTE FIX
    ai, chrome-extension, gemma4, gemma4-2b, gemma4-agent-skills, llm, web-agent, on-device-ai, webgpu
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/kessler/gemma-gem

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 kessler/gemma-gem
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mistral
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mistral · recommended 2×
  2. Ollama · recommended 2×
  3. Gemma · recommended 2×
  4. Llama 2 · recommended 2×
  5. PrivateGPT · recommended 1×
  • CATEGORY QUERY
    How to get a privacy-focused AI assistant that runs entirely within my browser?
    you: not recommended
    AI recommended (in order):
    1. PrivateGPT
    2. Llama 3
    3. Mistral
    4. Ollama
    5. Gemma
    6. Code Llama
    7. LM Studio
    8. Web LLM
    9. Llama 2
    10. Jan
    11. LocalAI

    AI recommended 11 alternatives but never named kessler/gemma-gem. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an on-device large language model that can interact with web pages.
    you: not recommended
    AI recommended (in order):
    1. LLaVA
    2. MiniGPT-4
    3. BLIP-2
    4. OpenVINO
    5. Llama 2
    6. Mistral
    7. MLX
    8. Ollama
    9. Gemma

    AI recommended 9 alternatives but never named kessler/gemma-gem. 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 kessler/gemma-gem?
    pass
    AI did not name kessler/gemma-gem — 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 kessler/gemma-gem in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kessler/gemma-gem 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 kessler/gemma-gem solve, and who is the primary audience?
    pass
    AI did not name kessler/gemma-gem — 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

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  • Brand-free category queries5 vs 2 in Lite
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