RRepoGEO

REPOGEO REPORT · LITE

yilewang/llm-for-zotero

Default branch main · commit b651bdb4 · scanned 5/11/2026, 8:16:46 PM

GitHub: 1,248 stars · 68 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 yilewang/llm-for-zotero, 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 'Zotero plugin' in the README's opening statement

    Why:

    CURRENT
    **llm-for-zotero** brings Large Language Models into the Zotero reader, so you can ask questions, summarize papers, inspect figures, compare sources, and save notes without leaving your library. It works with standard API providers, local OpenAI-compatible models, WebChat, Codex App-Server, and Claude Code.
    COPY-PASTE FIX
    **llm-for-zotero** is an AI-powered Zotero plugin that brings Large Language Models directly into your Zotero reader, so you can ask questions, summarize papers, inspect figures, compare sources, and save notes without leaving your library. It works with standard API providers, local OpenAI-compatible models, WebChat, Codex App-Server, and Claude Code.
  • mediumtopics#2
    Add more specific Zotero-related and AI research topics

    Why:

    CURRENT
    academic-paper, codex, literature-analysis, llm-agent, mcp, rag, research-tool, zotero, zotero-plugin
    COPY-PASTE FIX
    academic-paper, ai-research-assistant, codex, literature-analysis, llm-agent, mcp, rag, research-tool, zotero, zotero-plugin, zotero-extension, academic-ai-tool
  • lowreadme#3
    Add a 'Why llm-for-zotero?' comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Why llm-for-zotero?

Unlike general AI research tools like Elicit or Scite.ai, llm-for-zotero integrates directly as a Zotero plugin, allowing you to leverage powerful LLMs for summarization, Q&A, and note-taking *within your existing Zotero library*. This deep integration means your AI research workflow is seamlessly tied to your reference management, supporting local LLMs and various API providers without needing to export or re-import data.

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 yilewang/llm-for-zotero
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 2×
  2. Semantic Scholar · recommended 2×
  3. Scite.ai · recommended 2×
  4. Zotero · recommended 1×
  5. Zotero Connector · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI language models with my Zotero library for research?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Zotero Connector
    3. ChatGPT
    4. Claude
    5. Gemini
    6. Zotero PDF Translate
    7. Zotero API
    8. PyPDF2
    9. pdfminer.six
    10. OpenAI API
    11. Anthropic API
    12. Google AI Studio
    13. Obsidian
    14. Zotero Integration
    15. Smart Connections
    16. Text Generator
    17. GPT-4
    18. Elicit
    19. Semantic Scholar
    20. Scite.ai

    AI recommended 20 alternatives but never named yilewang/llm-for-zotero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help summarize academic papers and analyze literature using large language models?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. Semantic Scholar
    4. ResearchRabbit
    5. ChatGPT / GPT-4
    6. Humata AI
    7. Paperpal

    AI recommended 7 alternatives but never named yilewang/llm-for-zotero. 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 yilewang/llm-for-zotero?
    pass
    AI did not name yilewang/llm-for-zotero — 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 yilewang/llm-for-zotero in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yilewang/llm-for-zotero 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 yilewang/llm-for-zotero solve, and who is the primary audience?
    pass
    AI named yilewang/llm-for-zotero explicitly

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

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yilewang/llm-for-zotero — 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