RRepoGEO

REPOGEO REPORT · LITE

c-narcissus/paper-framework-figure-studio-pro

Default branch main · commit d71895a9 · scanned 6/4/2026, 12:02:36 AM

GitHub: 709 stars · 39 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 c-narcissus/paper-framework-figure-studio-pro, 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:

    COPY-PASTE FIX
    ai, generative-ai, paper-figures, framework-diagrams, method-overview, co-design, scientific-publication, computer-science, research-tools
  • highreadme#2
    Add a concise English summary at the very top of the README

    Why:

    CURRENT
    The README starts with a Chinese H1 and then links to an English section.
    COPY-PASTE FIX
    Insert the following text at the very beginning of the README, before the current H1: `This repository provides paper-framework-figure-studio-pro, a multi-round co-design skill leveraging AI for generating publication-ready paper framework diagrams and method overview figures, specifically for computer science research.`
  • highlicense#3
    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 an appropriate open-source license, such as `MIT` or `Apache-2.0`, to clearly define usage rights.

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 c-narcissus/paper-framework-figure-studio-pro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lucidchart
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Lucidchart · recommended 2×
  2. jgraph/drawio · recommended 1×
  3. Microsoft Visio · recommended 1×
  4. excalidraw/excalidraw · recommended 1×
  5. mermaid-js/mermaid · recommended 1×
  • CATEGORY QUERY
    How can I quickly generate high-quality architecture diagrams for my research paper?
    you: not recommended
    AI recommended (in order):
    1. diagrams.net (jgraph/drawio)
    2. Lucidchart
    3. Microsoft Visio
    4. Excalidraw (excalidraw/excalidraw)
    5. Mermaid (mermaid-js/mermaid)
    6. PlantUML (plantuml/plantuml)

    AI recommended 6 alternatives but never named c-narcissus/paper-framework-figure-studio-pro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools help create complex method overview figures for scientific publications?
    you: not recommended
    AI recommended (in order):
    1. BioRender
    2. Adobe Illustrator
    3. Inkscape
    4. Lucidchart
    5. Microsoft PowerPoint
    6. Google Slides
    7. ChemDraw
    8. GraphPad Prism

    AI recommended 8 alternatives but never named c-narcissus/paper-framework-figure-studio-pro. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 c-narcissus/paper-framework-figure-studio-pro?
    pass
    AI named c-narcissus/paper-framework-figure-studio-pro explicitly

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

  • If a team adopts c-narcissus/paper-framework-figure-studio-pro in production, what risks or prerequisites should they evaluate first?
    pass
    AI named c-narcissus/paper-framework-figure-studio-pro 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 c-narcissus/paper-framework-figure-studio-pro solve, and who is the primary audience?
    pass
    AI did not name c-narcissus/paper-framework-figure-studio-pro — 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?

Embed your GEO score

Drop this badge into the README of c-narcissus/paper-framework-figure-studio-pro. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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c-narcissus/paper-framework-figure-studio-pro — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite