REPOGEO REPORT · LITE

papersgpt/papersgpt-for-zotero

Default branch main · commit 31358a52 · scanned 5/10/2026, 6:36:55 AM

GitHub: 2,346 stars · 78 forks

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 papersgpt/papersgpt-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 README opening to explicitly state its core function for literature review automation.

Why:

CURRENT

# PapersGPT: The Ultimate Zotero AI Plugin
## 🚀 Introducing PapersGPT AutoPilot (Zotero AI Agent)

COPY-PASTE FIX

# PapersGPT: The Ultimate Zotero AI Plugin for Automated Literature Review and Research Paper Analysis

PapersGPT transforms your Zotero library into an autonomous research assistant, leveraging AI to automate literature review and extract key insights from academic papers.

mediumcomparison#2

Add a 'Comparison with Alternatives' section to the README.

Why:

COPY-PASTE FIX

## 🆚 PapersGPT vs. Other AI Research Tools

Unlike general-purpose AI tools for literature review (e.g., Elicit, Semantic Scholar, ResearchRabbit), PapersGPT offers deep, in-app integration directly within Zotero. This allows for seamless AI-powered analysis, summarization, and insight extraction that syncs automatically with your existing reference library, making it a true Zotero AI agent rather than a separate platform.

lowtopics#3

Add more specific academic research and literature review topics.

Why:

CURRENT

ai, chat, chatgpt, claude, deepresearch, deepseek, gemini, gemma4, gpt-5, gpt-oss, hermes, kimi, llama, mcp, mistral, openclaw, openrouter, pdf, qwen3, zotero

COPY-PASTE FIX

ai, chat, chatgpt, claude, deepresearch, deepseek, gemini, gemma4, gpt-5, gpt-oss, hermes, kimi, llama, mcp, mistral, openclaw, openrouter, pdf, qwen3, zotero, literature-review, academic-research, paper-analysis, research-assistant, knowledge-management

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 papersgpt/papersgpt-for-zotero

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Elicit

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Elicit · recommended 2×
Semantic Scholar · recommended 2×
ResearchRabbit · recommended 2×
Scite.ai · recommended 2×
Connected Papers · recommended 2×

CATEGORY QUERY
What AI tools can help automate literature review and extract key insights from research papers?
you: not recommended
AI recommended (in order):
1. Elicit
2. Semantic Scholar
3. ResearchRabbit
4. Scite.ai
5. Connected Papers
6. Iris.ai
7. Paperpile
AI recommended 7 alternatives but never named papersgpt/papersgpt-for-zotero. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an AI plugin to summarize and integrate findings from academic articles directly into my reference library.
you: not recommended
AI recommended (in order):
1. Elicit
2. Scite.ai
3. ResearchRabbit
4. Semantic Scholar
5. Connected Papers
6. Zotero
7. Zotero Connector
8. Mendeley
AI recommended 8 alternatives but never named papersgpt/papersgpt-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 papersgpt/papersgpt-for-zotero?
pass
AI did not name papersgpt/papersgpt-for-zotero — 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 papersgpt/papersgpt-for-zotero in production, what risks or prerequisites should they evaluate first?
pass
AI named papersgpt/papersgpt-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 papersgpt/papersgpt-for-zotero solve, and who is the primary audience?
pass
AI named papersgpt/papersgpt-for-zotero 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)

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