RRepoGEO

REPOGEO REPORT · LITE

clmnin/summarize.site

Default branch master · commit 0542c7b9 · scanned 5/29/2026, 10:01:43 PM

GitHub: 755 stars · 83 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 clmnin/summarize.site, 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 the README's opening statement to highlight open-source nature

    Why:

    CURRENT
    Browser Extension to summarize web page content using ChatGPT, support Chrome (more on the way!)
    COPY-PASTE FIX
    Summarize is an **open-source browser extension** that uses ChatGPT to summarize web page content. It offers transparency and the option to self-host, supporting Chrome (more on the way!).
  • mediumcomparison#2
    Add a 'Why Choose Summarize?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Choose Summarize?
Unlike many proprietary AI summarization tools, Summarize is fully open-source, offering transparency and the ability to self-host. This gives you complete control over your data and AI usage, making it ideal for users who prioritize privacy and customization.
  • lowabout#3
    Expand the GitHub 'About' description to include the open-source aspect

    Why:

    CURRENT
    Summarize web pages using OpenAI ChatGPT
    COPY-PASTE FIX
    Open-source browser extension to summarize web pages using OpenAI ChatGPT, offering transparency and self-hosting.

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 clmnin/summarize.site
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Monica - Your AI Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Monica - Your AI Copilot · recommended 2×
  2. ChatGPT for Google · recommended 2×
  3. QuillBot · recommended 2×
  4. Glasp · recommended 2×
  5. Perplexity AI · recommended 2×
  • CATEGORY QUERY
    How can I quickly get AI-generated summaries of web pages in my browser?
    you: not recommended
    AI recommended (in order):
    1. Monica - Your AI Copilot
    2. ChatGPT
    3. ChatGPT for Google
    4. ChatGPT Summary
    5. QuillBot
    6. Glasp
    7. Perplexity AI
    8. Sider: ChatGPT Sidebar
    9. Summarize.tech

    AI recommended 9 alternatives but never named clmnin/summarize.site. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best browser extensions for summarizing articles using large language models?
    you: not recommended
    AI recommended (in order):
    1. Glasp
    2. Monica - Your AI Copilot
    3. ChatGPT for Google
    4. QuillBot
    5. Perplexity AI
    6. Sider: ChatGPT Sidebar + GPT-4
    7. ReaderGPT

    AI recommended 7 alternatives but never named clmnin/summarize.site. 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 clmnin/summarize.site?
    pass
    AI named clmnin/summarize.site explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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