RRepoGEO

REPOGEO REPORT · LITE

wdcpclover/ai4paper

Default branch main · commit c97e7957 · scanned 5/29/2026, 3:01:58 AM

GitHub: 1,070 stars · 22 forks

AI VISIBILITY SCORE
35 /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
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 wdcpclover/ai4paper, 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 relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    zotero-plugin, ai, academic-research, literature-review, paper-management, pdf-reader, llm, academic-writing
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#3
    Refine the README's opening paragraph for clearer positioning

    Why:

    CURRENT
    # AI4Paper — Zotero 一站式 AI 科研平台

**让天下没有难读的 Paper，让天下没有难做的科研。**

AI4Paper 是 Zotero 插件，覆盖从找文献到写综述的全流程。所有 AI 功能基于真实文献，快但不糙。

支持 Zotero 7 / 8 | 官网：ai4paper.pro
    COPY-PASTE FIX
    # AI4Paper — Zotero 一站式 AI 科研平台

AI4Paper is the comprehensive AI-powered Zotero plugin for researchers, academics, and students, streamlining the entire academic workflow from literature search and reading to note-taking and review writing. It integrates advanced AI features directly with Zotero 7/8/9 to help you efficiently manage papers, extract insights, and generate high-quality literature reviews based on real academic sources.

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 wdcpclover/ai4paper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ResearchRabbit
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ResearchRabbit · recommended 2×
  2. Elicit · recommended 2×
  3. Scite.ai · recommended 2×
  4. Zotero PDF Translate · recommended 1×
  5. Zotero GPT · recommended 1×
  • CATEGORY QUERY
    What Zotero plugins use AI to streamline academic literature search, reading, and review writing?
    you: not recommended
    AI recommended (in order):
    1. Zotero PDF Translate
    2. Zotero GPT
    3. ResearchRabbit
    4. Elicit
    5. Scite.ai
    6. Paperpile
    7. Mendeley

    AI recommended 7 alternatives but never named wdcpclover/ai4paper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    AI tools for quickly understanding complex research papers, extracting insights, and generating summaries?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Semantic Scholar
    3. Scite.ai
    4. ChatGPT
    5. Perplexity AI
    6. ResearchRabbit
    7. Humata AI

    AI recommended 7 alternatives but never named wdcpclover/ai4paper. 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 wdcpclover/ai4paper?
    pass
    AI named wdcpclover/ai4paper explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts wdcpclover/ai4paper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wdcpclover/ai4paper 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 wdcpclover/ai4paper solve, and who is the primary audience?
    pass
    AI named wdcpclover/ai4paper 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite