RRepoGEO

REPOGEO REPORT · LITE

Haojae/scipilot-figure-skill

Default branch main · commit 43098ddb · scanned 6/23/2026, 3:38:17 PM

GitHub: 542 stars · 23 forks

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 Haojae/scipilot-figure-skill, 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 specific topics to improve AI categorization

    Why:

    COPY-PASTE FIX
    ai-agent, claude-code, scientific-visualization, data-visualization, publication-figures, matplotlib, seaborn, plotly, generative-ai, copilot, scientific-research
  • highreadme#2
    Reposition the README's opening to emphasize its role as an AI agent skill

    Why:

    CURRENT
    # scipilot-figure-skill

> SciPilot Skills family. Scientific data **visualization advisor** — thinks first, plots second.
    COPY-PASTE FIX
    # scipilot-figure-skill: An AI Skill for Claude Code — Your Scientific Data Visualization Copilot

> SciPilot Skills family. Scientific data **visualization advisor** — thinks first, plots second.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://claude.com/claude-code

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 Haojae/scipilot-figure-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GraphPad Prism
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GraphPad Prism · recommended 2×
  2. matplotlib/matplotlib · recommended 1×
  3. tidyverse/ggplot2 · recommended 1×
  4. OriginPro · recommended 1×
  5. Microsoft Excel · recommended 1×
  • CATEGORY QUERY
    How to choose the best scientific plot type for my research data?
    you: not recommended
    AI recommended (in order):
    1. Matplotlib (matplotlib/matplotlib)
    2. ggplot2 (tidyverse/ggplot2)
    3. OriginPro
    4. GraphPad Prism
    5. Microsoft Excel
    6. Plotly (plotly/plotly.py)
    7. Tableau
    8. JMP
    9. Minitab
    10. Seaborn (mwaskom/seaborn)
    11. R (base graphics)
    12. MATLAB

    AI recommended 12 alternatives but never named Haojae/scipilot-figure-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to create publication-ready scientific figures with proper font support?
    you: not recommended
    AI recommended (in order):
    1. BioRender
    2. Adobe Illustrator
    3. Inkscape
    4. GraphPad Prism
    5. Affinity Designer
    6. Figma

    AI recommended 6 alternatives but never named Haojae/scipilot-figure-skill. 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 Haojae/scipilot-figure-skill?
    pass
    AI did not name Haojae/scipilot-figure-skill — 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 Haojae/scipilot-figure-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Haojae/scipilot-figure-skill 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 Haojae/scipilot-figure-skill solve, and who is the primary audience?
    pass
    AI named Haojae/scipilot-figure-skill 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite