RRepoGEO

REPOGEO REPORT · LITE

WUBING2023/PaperSpine

Default branch main · commit a7fe540b · scanned 6/30/2026, 5:03:08 PM

GitHub: 3,639 stars · 148 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)

3 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 WUBING2023/PaperSpine, 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 the README H1 and opening statement to clarify the project's core purpose

    Why:

    CURRENT
    # PaperSpine
    COPY-PASTE FIX
    # PaperSpine: AI Skill Suite for Academic Paper Writing

> PaperSpine is a motivation-driven skill suite for writing papers and reports, targeting Codex, Claude Code, and OpenClaw.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, academic-writing, paper-writing, latex, claude, codex, openclaw, research-papers, manuscript-revision, generative-ai
  • mediumabout#3
    Refine the About description for clarity on AI integration

    Why:

    CURRENT
    PaperSpine is a motivation-driven skill for learning from strong academic papers, building a paper’s central argument, and rewriting manuscripts through evidence-aware blueprints, revision matrices, and LaTeX-safe audits.
    COPY-PASTE FIX
    PaperSpine is an AI skill suite for Codex, Claude Code, and OpenClaw, designed to assist with academic paper writing, argument building, and manuscript revision using evidence-aware blueprints and LaTeX-safe audits.

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 WUBING2023/PaperSpine
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Claude · recommended 1×
  3. Google Gemini · recommended 1×
  4. Grammarly Premium · recommended 1×
  5. QuillBot · recommended 1×
  • CATEGORY QUERY
    How can AI assist with structuring and rewriting academic papers for publication?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. Google Gemini
    4. Grammarly Premium
    5. QuillBot
    6. Trinka AI
    7. Paperpal
    8. Scite.ai
    9. Elicit.org

    AI recommended 9 alternatives but never named WUBING2023/PaperSpine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build central arguments and revise manuscripts with LaTeX compatibility?
    you: not recommended
    AI recommended (in order):
    1. Overleaf
    2. Authorea
    3. Fidus Writer
    4. Pandoc
    5. VS Code
    6. Sublime Text
    7. Scrivener
    8. Zotero

    AI recommended 8 alternatives but never named WUBING2023/PaperSpine. 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 WUBING2023/PaperSpine?
    pass
    AI did not name WUBING2023/PaperSpine — 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 WUBING2023/PaperSpine in production, what risks or prerequisites should they evaluate first?
    pass
    AI named WUBING2023/PaperSpine 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 WUBING2023/PaperSpine solve, and who is the primary audience?
    pass
    AI named WUBING2023/PaperSpine explicitly

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

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WUBING2023/PaperSpine — 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