RRepoGEO

REPOGEO REPORT · LITE

windingwind/zotero-better-notes

Default branch master · commit 5eb10a70 · scanned 5/17/2026, 11:32:04 PM

GitHub: 7,754 stars · 253 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
22 /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
1 / 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 windingwind/zotero-better-notes, 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
  • highhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Set the homepage URL to a dedicated project page, such as `https://windingwind.github.io/zotero-better-notes/` or the main Zotero plugin directory entry for Better Notes.
  • mediumreadme#2
    Strengthen the README's opening value proposition

    Why:

    CURRENT
    Everything about note management. All in Zotero.
    COPY-PASTE FIX
    Update the opening paragraph of the README to: `Everything about note management. All in Zotero. Transform your Zotero into a powerful knowledge hub with advanced note-taking, markdown editing, bidirectional linking, and AI integration, rivaling tools like Obsidian.`
  • lowreadme#3
    Prominently feature GPT Integration in the README

    Why:

    CURRENT
    (Implicitly, as it's in a collapsed section)
    COPY-PASTE FIX
    Add a bullet point or a sentence about 'AI writing assistant' or 'GPT Integration' to the main 'What can it do?' section, for example: `🤖 Leverage powerful AI writing assistance directly within Zotero.`

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 windingwind/zotero-better-notes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zotero Better Notes
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zotero Better Notes · recommended 2×
  2. Zotero · recommended 1×
  3. Zotero Connector · recommended 1×
  4. Zotero Obsidian Citation Plugin · recommended 1×
  5. Zotero Note with Zettelkasten Features · recommended 1×
  • CATEGORY QUERY
    How can I improve note-taking and knowledge management directly within Zotero?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Zotero Better Notes
    3. Zotero Connector

    AI recommended 3 alternatives but never named windingwind/zotero-better-notes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Zotero plugins offer robust markdown editing and Obsidian integration for notes?
    you: not recommended
    AI recommended (in order):
    1. Zotero Better Notes
    2. Zotero Obsidian Citation Plugin
    3. Zotero Note with Zettelkasten Features
    4. Zotero-MarkDB-Connect
    5. Zotero PDF Translate

    AI recommended 5 alternatives but never named windingwind/zotero-better-notes. 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 windingwind/zotero-better-notes?
    pass
    AI did not name windingwind/zotero-better-notes — 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 windingwind/zotero-better-notes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named windingwind/zotero-better-notes 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 windingwind/zotero-better-notes solve, and who is the primary audience?
    pass
    AI did not name windingwind/zotero-better-notes — 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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MARKDOWN (README)
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windingwind/zotero-better-notes — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite