RRepoGEO

REPOGEO REPORT · LITE

MuiseDestiny/zotero-gpt

Default branch bootstrap · commit c3d13201 · scanned 7/1/2026, 3:56:53 AM

GitHub: 7,223 stars · 315 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)

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

AI VISIBILITY SCORE
35 /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
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 MuiseDestiny/zotero-gpt, 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 H1 and opening paragraph to specify Zotero integration

    Why:

    CURRENT
    # Awesome GPT

👋

Welcome to share your command tag here using [Meet API](src/modules/Meet/api.ts).
    COPY-PASTE FIX
    # Zotero GPT: AI Assistant for Research Papers & PDFs

👋 Welcome to Zotero GPT, an essential Zotero plugin that integrates powerful AI capabilities directly into your research workflow. Leverage GPT models to summarize papers, ask questions about PDFs, and interact with your Zotero library.
  • mediumtopics#2
    Expand GitHub topics with more specific keywords

    Why:

    CURRENT
    gpt, zotero, zotero-plugin
    COPY-PASTE FIX
    gpt, zotero, zotero-plugin, llm, research-assistant, pdf-summarizer, academic-tools, citation-manager-plugin
  • lowhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/MuiseDestiny/zotero-gpt

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 MuiseDestiny/zotero-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT Plus
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Plus · recommended 1×
  2. Perplexity AI · recommended 1×
  3. ChatPDF · recommended 1×
  4. Humata AI · recommended 1×
  5. SciSpace · recommended 1×
  • CATEGORY QUERY
    How can I use AI to summarize research papers and ask questions about PDF documents?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Perplexity AI
    3. ChatPDF
    4. Humata AI
    5. SciSpace
    6. Elicit
    7. Google Gemini Advanced
    8. Adobe Acrobat Pro

    AI recommended 8 alternatives but never named MuiseDestiny/zotero-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help integrate large language models with academic citation managers for research tasks?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Zotero GPT
    3. Zotero-LLM
    4. Obsidian
    5. Zotero Integration
    6. Text Generator
    7. Smart Connections
    8. OpenAI's GPT models
    9. Mendeley
    10. EndNote
    11. ChatGPT
    12. Claude
    13. Google Gemini
    14. ResearchRabbit
    15. Connected Papers
    16. Scite.ai
    17. Elicit.org
    18. Python
    19. bibtexparser
    20. pyzotero
    21. OpenAI API
    22. Hugging Face Transformers

    AI recommended 22 alternatives but never named MuiseDestiny/zotero-gpt. 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 MuiseDestiny/zotero-gpt?
    pass
    AI named MuiseDestiny/zotero-gpt explicitly

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

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

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

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MuiseDestiny/zotero-gpt — 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