RRepoGEO

REPOGEO REPORT · LITE

steven-jianhao-li/zotero-AI-Butler

Default branch main · commit e092f1e3 · scanned 5/20/2026, 11:42:19 AM

GitHub: 1,291 stars · 70 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
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 steven-jianhao-li/zotero-AI-Butler, 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 core value statement in README

    Why:

    CURRENT
    The current content after H1 includes badges, a Wiki link, and a poetic introduction before the core features are detailed.
    COPY-PASTE FIX
    Insert the following sentence directly after the H1: "Zotero AI Butler is a powerful Zotero plugin that automates the summarization and analysis of research papers using large language models, integrating detailed notes directly into your Zotero library."
  • mediumreadme#2
    Add an explicit 'Target Users' section to README

    Why:

    CURRENT
    The README implies the audience through problem statements but does not have a dedicated 'Who is this for?' section.
    COPY-PASTE FIX
    Add a new section titled "🎯 目标用户" (Target Users) with content like: "Zotero AI Butler 专为使用 Zotero 的学者、研究人员和学生设计，旨在利用 AI 自动化其研究论文的分析、总结和笔记记录过程。"
  • lowreadme#3
    Highlight unique features more prominently in README

    Why:

    CURRENT
    Unique features like '一图总结' are listed under '核心功能' (Core Features).
    COPY-PASTE FIX
    Add a dedicated "✨ 独特亮点" (Unique Highlights) section near the top of the README, featuring: "全网首发“一图总结”功能：利用 Nano Banana Pro 为每篇论文生成学术海报式图片，帮助您快速建立论文知识体系，一图胜千言！"

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 steven-jianhao-li/zotero-AI-Butler
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 1×
  2. Scite.ai · recommended 1×
  3. Paperpile · recommended 1×
  4. Semantic Scholar · recommended 1×
  5. ChatGPT / GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I automatically summarize research papers and integrate notes into Zotero?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What tools automate academic paper analysis and note-taking using large language models?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. Paperpile
    4. Semantic Scholar
    5. ChatGPT / GPT-4
    6. Humata AI
    7. Researcher.life

    AI recommended 7 alternatives but never named steven-jianhao-li/zotero-AI-Butler. 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 steven-jianhao-li/zotero-AI-Butler?
    pass
    AI named steven-jianhao-li/zotero-AI-Butler explicitly

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

  • If a team adopts steven-jianhao-li/zotero-AI-Butler in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steven-jianhao-li/zotero-AI-Butler 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 steven-jianhao-li/zotero-AI-Butler solve, and who is the primary audience?
    pass
    AI did not name steven-jianhao-li/zotero-AI-Butler — 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?

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  • Brand-free category queries5 vs 2 in Lite
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