RRepoGEO

REPOGEO REPORT · LITE

n4ze3m/page-assist

Default branch main · commit f65708c5 · scanned 6/25/2026, 1:57:01 AM

GitHub: 8,018 stars · 756 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)

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

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 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-only' nature in README's opening

    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 only*. Interact with models like Ollama, LM Studio, or Jan directly from any webpage, without sending data to external APIs.
  • hightopics#2
    Add more specific topics for local AI browser extensions

    Why:

    CURRENT
    ["chat-application", "chrome-extension", "localllm", "ollama", "open-source"]
    COPY-PASTE FIX
    ["browser-extension", "local-llm", "ollama", "lm-studio", "jan", "offline-ai", "ai-assistant", "open-source"]
  • mediumreadme#3
    Add a 'What it isn't' or 'Key Differentiators' section to counter AI misconceptions

    Why:

    COPY-PASTE FIX
    ### What Page Assist Is (and Isn't)
Page Assist is designed exclusively for local AI models, enabling direct interaction with your own LLMs without relying on external cloud APIs like OpenAI. It provides a web UI for general browsing assistance, not for automated web scraping or navigating paginated content.

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
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Ollama Web UI · recommended 2×
  3. Jan · recommended 2×
  4. OpenAI Translator · recommended 1×
  5. ChatGPT for Google · recommended 1×
  • CATEGORY QUERY
    How can I integrate a local large language model with my web browser for assistance?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. OpenAI Translator
    3. ChatGPT for Google
    4. Sider
    5. Ollama
    6. Ollama Web UI
    7. LocalAI
    8. Jan
    9. KoboldCpp
    10. Monica

    AI recommended 10 alternatives but never named n4ze3m/page-assist. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a browser extension to chat with my local AI model on any webpage.
    you: not recommended
    AI recommended (in order):
    1. LocalAI Everywhere
    2. LM Studio
    3. Ollama Web UI
    4. Tampermonkey
    5. Violentmonkey
    6. Jan

    AI recommended 6 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 named n4ze3m/page-assist explicitly

    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?

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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