RRepoGEO

REPOGEO REPORT · LITE

yilewang/llm-for-zotero

Default branch main · commit d4a5f17b · scanned 6/22/2026, 2:02:13 AM

GitHub: 2,006 stars · 102 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
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 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
    Reposition the README H1 to explicitly state "Zotero Plugin"

    Why:

    CURRENT
    # llm-for-zotero: A Research Agent System for your Zotero Library
    COPY-PASTE FIX
    # llm-for-zotero: An AI-Powered Zotero Plugin for Research and Literature Analysis
  • mediumtopics#2
    Expand topics to include broader AI agent and reference manager terms

    Why:

    CURRENT
    academic-paper, codex, literature-analysis, llm-agent, mcp, rag, research-tool, zotero, zotero-plugin
    COPY-PASTE FIX
    academic-paper, ai-agent, codex, literature-analysis, llm-agent, mcp, rag, reference-manager, research-tool, summarization, zotero, zotero-plugin
  • lowreadme#3
    Add a "Key Differentiators" section to the README

    Why:

    COPY-PASTE FIX
    ## Key Differentiators

- **Deep Zotero Integration:** Interact with LLMs across multiple selected Zotero items, not just individual PDFs, for comprehensive analysis.
- **Flexible LLM Support:** Works with standard API providers, local OpenAI-compatible models, WebChat, Codex App-Server, and Claude Code.

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
Zotero
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zotero · recommended 2×
  2. py-pdf/pypdf · recommended 2×
  3. zotero-gpt/zotero-gpt · recommended 1×
  4. OpenAI API · recommended 1×
  5. GPT-3.5 · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models with my Zotero library for academic research?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Zotero-GPT (zotero-gpt/zotero-gpt)
    3. OpenAI API
    4. GPT-3.5
    5. GPT-4
    6. GPT-4o
    7. Obsidian
    8. Zotero Integration Plugin for Obsidian (mgmeyers/obsidian-zotero-integration)
    9. Smart Connections (brianpetro/obsidian-smart-connections)
    10. Text Generator (nhaouari/obsidian-text-generator)
    11. LLM for Obsidian (gregordr/obsidian-llm)
    12. Anthropic API
    13. Claude
    14. Claude 3 Opus
    15. Claude 3 Sonnet
    16. Readwise Reader
    17. Readwise Sync
    18. Notion
    19. Zotero API
    20. pyzotero (urschrei/pyzotero)
    21. openai (openai/openai-python)
    22. anthropic (anthropics/anthropic-sdk-python)
    23. PyPDF2 (py-pdf/pypdf)
    24. pypdf (py-pdf/pypdf)
    25. Llama 3
    26. Mixtral
    27. ollama (ollama/ollama)
    28. transformers (huggingface/transformers)
    29. Semantic Scholar API

    AI recommended 29 alternatives but never named yilewang/llm-for-zotero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI agents for literature analysis and summarization within a reference manager?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. ResearchRabbit
    4. Semantic Scholar
    5. Connected Papers
    6. ChatGPT/GPT-4
    7. Paperpile
    8. Zotero
    9. Humata AI

    AI recommended 9 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 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?

  • 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