RRepoGEO

REPOGEO REPORT · LITE

papersgpt/papersgpt-for-zotero

Default branch main · commit 531a4eb5 · scanned 6/20/2026, 5:01:56 AM

GitHub: 2,461 stars · 82 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
27 /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
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 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
  • highabout#1
    Rewrite the repository description to highlight its core function

    Why:

    CURRENT
    A powerful Zotero AI and MCP plugin with ChatGPT, Gemini 3.5, Claude, DeepSeek V4, Grok, OpenRouter, Kimi 2.6, GLM 5, SiliconFlow, GPT-oss, Gemma 4, Qwen 3.7
    COPY-PASTE FIX
    An autonomous Zotero AI plugin with AutoPilot, transforming your Zotero library into a research assistant for automated paper analysis and insight integration using various LLMs.
  • highreadme#2
    Strengthen the README's opening sentence to emphasize autonomous Zotero integration

    Why:

    CURRENT
    # PapersGPT: The Ultimate Zotero AI Plugin
## 🚀 Introducing PapersGPT AutoPilot (Zotero AI Agent)
    COPY-PASTE FIX
    PapersGPT: The Ultimate Zotero AI Plugin with AutoPilot, an autonomous research assistant that integrates AI-generated insights directly into your Zotero notes.
  • mediumtopics#3
    Add specific topics related to autonomous research and Zotero integration

    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, zotero-plugin, ai-agent, autonomous-research, literature-review-automation, academic-research-tool, research-automation

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
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Semantic Scholar · recommended 2×
  3. ResearchRabbit · recommended 2×
  4. Elicit.org · recommended 1×
  5. Scite.ai · recommended 1×
  • CATEGORY QUERY
    How can I automate summarizing research papers and integrate insights into Zotero notes?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Elicit.org
    3. Semantic Scholar
    4. Scite.ai
    5. Perplexity AI
    6. ResearchRabbit
    7. AskYourPDF
    8. ScholarAI

    AI recommended 8 alternatives but never named papersgpt/papersgpt-for-zotero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools are available for efficiently analyzing academic papers directly within Zotero?
    you: not recommended
    AI recommended (in order):
    1. Zotero GPT
    2. SciSummary
    3. Elicit
    4. ResearchRabbit
    5. Paperpile
    6. Semantic Scholar
    7. ChatGPT

    AI recommended 7 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 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?

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