RRepoGEO

REPOGEO REPORT · LITE

windingwind/zotero-better-notes

Default branch master · commit 239e6f06 · scanned 6/29/2026, 5:03:23 AM

GitHub: 7,912 stars · 259 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 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
  • highreadme#1
    Reposition README opening to emphasize Zotero enhancement

    Why:

    CURRENT
    # Better Notes for Zotero

Everything about note management. All in Zotero.
    COPY-PASTE FIX
    # Better Notes for Zotero

**Transform Zotero into a powerful knowledge management hub with advanced note-taking, Markdown support, and AI integration.** Everything about note management. All in Zotero.
  • mediumreadme#2
    Explicitly mention 'mind maps' in README if feature exists

    Why:

    CURRENT
    🖇️ Connect knowledge fragments with _note link_.
    COPY-PASTE FIX
    🖇️ Connect knowledge fragments with _note link_ and visualize your knowledge graph with **mind maps**.
  • lowabout#3
    Enhance repository description for clearer differentiation

    Why:

    CURRENT
    Everything about note management. All in Zotero.
    COPY-PASTE FIX
    Transform Zotero into a powerful knowledge management hub: advanced note-taking, Markdown, bidirectional linking, templates, and AI integration, all 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
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zotero · recommended 2×
  2. Mendeley Reference Manager · recommended 1×
  3. ReadCube Papers · recommended 1×
  4. EndNote · recommended 1×
  5. DEVONthink · recommended 1×
  • CATEGORY QUERY
    How can I improve note-taking, annotation, and knowledge management directly within my reference manager?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Mendeley Reference Manager
    3. ReadCube Papers
    4. EndNote
    5. DEVONthink

    AI recommended 5 alternatives but never named windingwind/zotero-better-notes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer advanced markdown and mindmap capabilities for organizing research notes alongside citations?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Zotero Integration
    3. Citations
    4. Excalidraw
    5. Logseq
    6. Zotero
    7. Roam Research
    8. Notion
    9. Miro
    10. Whimsical
    11. Scrivener
    12. Mendeley
    13. Bookends
    14. RemNote

    AI recommended 14 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 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?

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windingwind/zotero-better-notes — 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