RRepoGEO

REPOGEO REPORT · LITE

Zafer-Liu/VizPilot_AI

Default branch main · commit cce0eb16 · scanned 5/7/2026, 3:03:21 PM

GitHub: 821 stars · 30 forks

AI VISIBILITY SCORE
33 /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
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 Zafer-Liu/VizPilot_AI, 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's initial description to emphasize open-source and LLM-powered chart generation.

    Why:

    CURRENT
    > **English**: Upload data, get chart recommendations, and generate interactive visualizations in one click.
    COPY-PASTE FIX
    > **English**: VizPilot AI is an **open-source, LLM-powered system** that intelligently recommends charts and generates interactive visualizations from your uploaded data in one click, simplifying data analysis.
  • mediumabout#2
    Update the repository description to highlight its open-source and LLM-powered nature.

    Why:

    CURRENT
    上传数据，智能推荐图表，一键生成交互式可视化。 Upload data, get chart recommendations, and generate interactive visualizations in one click.
    COPY-PASTE FIX
    VizPilot AI: An open-source, LLM-powered system for intelligent chart recommendation and one-click interactive visualization generation from uploaded data (Excel/CSV), simplifying data analysis.
  • lowtopics#3
    Add more specific topics to clarify the project's niche.

    Why:

    CURRENT
    ai, ai-tools, analysis, charts, datavisualization
    COPY-PASTE FIX
    ai, ai-tools, analysis, charts, datavisualization, llm, open-source, chart-generator, data-analysis-tool

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 Zafer-Liu/VizPilot_AI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Power BI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Power BI · recommended 2×
  2. Zoho Analytics · recommended 2×
  3. ThoughtSpot · recommended 2×
  4. Domo · recommended 2×
  5. Tableau AI · recommended 1×
  • CATEGORY QUERY
    How to automatically generate interactive charts from uploaded data using AI?
    you: not recommended
    AI recommended (in order):
    1. Tableau AI
    2. Microsoft Power BI
    3. Google Cloud Looker
    4. Zoho Analytics
    5. ThoughtSpot
    6. Domo
    7. Infogram

    AI recommended 7 alternatives but never named Zafer-Liu/VizPilot_AI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide smart chart recommendations for quick data analysis?
    you: not recommended
    AI recommended (in order):
    1. Tableau
    2. Microsoft Power BI
    3. Qlik Sense
    4. ThoughtSpot
    5. Google Data Studio
    6. Zoho Analytics
    7. Domo

    AI recommended 7 alternatives but never named Zafer-Liu/VizPilot_AI. 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 Zafer-Liu/VizPilot_AI?
    pass
    AI did not name Zafer-Liu/VizPilot_AI — 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 Zafer-Liu/VizPilot_AI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Zafer-Liu/VizPilot_AI 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 Zafer-Liu/VizPilot_AI solve, and who is the primary audience?
    pass
    AI named Zafer-Liu/VizPilot_AI explicitly

    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 Zafer-Liu/VizPilot_AI. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
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HTML
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Pro includes 10 deep reports per month. Deep reports run 5 brand-free category queries (vs 2 in lite) and produce 8 prioritized action items (vs 3) for Zafer-Liu/VizPilot_AI.