REPOGEO REPORT · LITE

54yyyu/zotero-mcp

Default branch main · commit 92e60abc · scanned 5/22/2026, 3:32:01 AM

GitHub: 3,303 stars · 294 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 54yyyu/zotero-mcp, 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

hightopics#1

Add more specific category topics

Why:

CURRENT

claude, mcp, semantic-search, zotero

COPY-PASTE FIX

claude, mcp, semantic-search, zotero, ai-assistant, research-tool, academic-research, knowledge-management

mediumreadme#2

Strengthen README opening to emphasize unique value

Why:

CURRENT

**Zotero MCP** seamlessly connects your Zotero research library with ChatGPT, Claude, and other AI assistants (e.g., Cherry Studio, Chorus, Cursor) via the Model Context Protocol. Review papers, get summaries, analyze citations, extract PDF annotations, and more!

COPY-PASTE FIX

**Zotero MCP** is the definitive bridge connecting your Zotero research library with ChatGPT, Claude, and other AI assistants (e.g., Cherry Studio, Chorus, Cursor) via the Model Context Protocol. Unlike generic AI tools, Zotero MCP enables deep, contextual discussions, summaries, and citation analysis directly from your personal academic collection, ensuring your AI assistant understands your research as intimately as you do. Review papers, get summaries, analyze citations, extract PDF annotations, and more!

lowabout#3

Expand the 'Description' field with specific AI assistants

Why:

CURRENT

Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

COPY-PASTE FIX

Zotero MCP: Seamlessly connects your Zotero research library with Claude, ChatGPT, Cherry Studio, Chorus, Cursor, and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

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 54yyyu/zotero-mcp

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Elicit

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Elicit · recommended 1×
ResearchRabbit · recommended 1×
ChatPDF · recommended 1×
Humata AI · recommended 1×
SciSpace · recommended 1×

CATEGORY QUERY
How can I connect my academic papers with an AI assistant for summaries and discussion?
you: not recommended
AI recommended (in order):
1. Elicit
2. ResearchRabbit
3. ChatPDF
4. Humata AI
5. SciSpace
6. ChatGPT
7. Perplexity AI
AI recommended 7 alternatives but never named 54yyyu/zotero-mcp. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to perform AI-powered semantic search across my personal research document collection?
you: not recommended
AI recommended (in order):
1. MemGPT
2. LlamaIndex
3. Haystack
4. Weaviate
5. Chroma
6. Milvus
7. DocArray
8. Jina Embeddings
AI recommended 8 alternatives but never named 54yyyu/zotero-mcp. 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 54yyyu/zotero-mcp?
pass
AI named 54yyyu/zotero-mcp explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts 54yyyu/zotero-mcp in production, what risks or prerequisites should they evaluate first?
pass
AI named 54yyyu/zotero-mcp 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 54yyyu/zotero-mcp solve, and who is the primary audience?
pass
AI named 54yyyu/zotero-mcp explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/54yyyu/zotero-mcp.svg)](https://repogeo.com/en/r/54yyyu/zotero-mcp)

HTML

<a href="https://repogeo.com/en/r/54yyyu/zotero-mcp"><img src="https://repogeo.com/badge/54yyyu/zotero-mcp.svg" alt="RepoGEO" /></a>

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54yyyu/zotero-mcp — 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