RRepoGEO

REPOGEO REPORT · LITE

n4ze3m/page-assist

Default branch main · commit 18ad568f · scanned 5/14/2026, 12:52:35 PM

GitHub: 7,901 stars · 748 forks

AI VISIBILITY SCORE
33 /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
2 / 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 n4ze3m/page-assist, 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
    Emphasize local LLM focus in README intro

    Why:

    CURRENT
    Page Assist is an open-source browser extension that provides a sidebar and web UI for your local AI model. It allows you to interact with your model from any webpage.
    COPY-PASTE FIX
    Page Assist is an open-source browser extension that provides a sidebar and web UI for your locally running AI models, such as Ollama. It enables private, direct interaction with local LLMs from any webpage, without relying on external APIs like OpenAI.
  • hightopics#2
    Add more specific topics for local LLM browser extensions

    Why:

    CURRENT
    chat-application, chrome-extension, localllm, ollama, open-source
    COPY-PASTE FIX
    browser-extension, local-llm, ollama-integration, web-assistant, ai-privacy, open-source, chrome-extension, firefox-extension
  • mediumreadme#3
    Add a 'Why Page Assist?' comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Why Page Assist?

Unlike generic browser script managers (e.g., Tampermonkey) or standalone local LLM servers (e.g., Ollama, LM Studio), Page Assist specifically bridges your locally running AI models directly into your web browsing experience. It's a dedicated, privacy-focused browser extension for interacting with your local LLMs on any webpage, offering a unique blend of web assistance and local AI control.

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 n4ze3m/page-assist
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tampermonkey
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Tampermonkey · recommended 2×
  2. Ollama · recommended 2×
  3. LM Studio · recommended 2×
  4. Violentmonkey · recommended 1×
  5. ChatGPT for Google · recommended 1×
  • CATEGORY QUERY
    How can I integrate locally running AI models directly into my web browsing workflow?
    you: not recommended
    AI recommended (in order):
    1. Tampermonkey
    2. Violentmonkey
    3. ChatGPT for Google
    4. mitmproxy
    5. Fiddler Everywhere
    6. Ollama
    7. LM Studio

    AI recommended 7 alternatives but never named n4ze3m/page-assist. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source browser extensions for interacting with local LLMs on webpages?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Ollama Web UI
    4. LocalAI
    5. Tampermonkey
    6. Greasemonkey
    7. Jan
    8. KoboldAI Client

    AI recommended 8 alternatives but never named n4ze3m/page-assist. 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 n4ze3m/page-assist?
    pass
    AI did not name n4ze3m/page-assist — 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 n4ze3m/page-assist in production, what risks or prerequisites should they evaluate first?
    pass
    AI named n4ze3m/page-assist 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 n4ze3m/page-assist solve, and who is the primary audience?
    pass
    AI named n4ze3m/page-assist explicitly

    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 n4ze3m/page-assist. 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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MARKDOWN (README)
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HTML
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n4ze3m/page-assist — 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