RRepoGEO

REPOGEO REPORT · LITE

MuiseDestiny/zotero-gpt

Default branch bootstrap · commit c3d13201 · scanned 5/19/2026, 6:26:50 PM

GitHub: 7,139 stars · 317 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
28 /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
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 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 README opening to clearly state Zotero plugin functionality

    Why:

    CURRENT
    <div align="center">
  

# Awesome GPT

👋

Welcome to share your command tag here using [Meet API](src/modules/Meet/api.ts).
    COPY-PASTE FIX
    <div align="center">
  

# Zotero GPT: AI Assistant for Research Papers

Zotero GPT is a powerful Zotero plugin that integrates large language models (LLMs) directly into your research workflow, enabling you to summarize papers, ask questions about your library, and analyze PDFs.

👋 Welcome to share your command tag here using [Meet API](src/modules/Meet/api.ts).
  • highabout#2
    Update About section description for clarity

    Why:

    CURRENT
    GPT Meet Zotero.
    COPY-PASTE FIX
    A Zotero plugin that integrates GPT (and other LLMs) to summarize research papers, ask questions about your library, and analyze PDFs directly within Zotero.
  • mediumhomepage#3
    Add homepage URL to 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
Scite.ai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Scite.ai · recommended 2×
  2. Elicit · recommended 1×
  3. Semantic Scholar · recommended 1×
  4. ChatGPT Plus · recommended 1×
  5. AskYourPDF · recommended 1×
  • CATEGORY QUERY
    How can I use AI to summarize research papers and ask questions about my library?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Semantic Scholar
    3. ChatGPT Plus
    4. AskYourPDF
    5. ScholarAI
    6. Humata AI
    7. ResearchRabbit
    8. Scite.ai
    9. Paperpile

    AI recommended 9 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 for analyzing research papers within a reference manager?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Zotero-LLM Plugin
    3. Obsidian
    4. Zotero Integration
    5. Smart Connections
    6. Text Generator
    7. Mendeley
    8. EndNote
    9. ChatGPT
    10. Claude
    11. Llama 2
    12. Ollama
    13. Readwise Reader
    14. Ghostreader
    15. Scite.ai
    16. Elicit.org

    AI recommended 16 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 did not name MuiseDestiny/zotero-gpt — 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 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