RRepoGEO

REPOGEO REPORT · LITE

Zafer-Liu/VizPilot_AI

Default branch main · commit dd5733e4 · scanned 6/18/2026, 1:02:52 AM

GitHub: 20 stars · 1 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
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 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening sentence to emphasize 'open-source' and 'agent'

    Why:

    CURRENT
    Upload data, get chart recommendations, and generate interactive visualizations in one click.
    COPY-PASTE FIX
    VizPilot AI is an open-source, LLM-powered data analysis agent and chart generation platform. Upload data, get intelligent chart recommendations, and generate interactive visualizations in one click.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://vizpilot.ai (or your project's live demo/documentation URL)

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 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
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Google Sheets · recommended 1×
  3. Microsoft Excel · recommended 1×
  4. Tableau Public · recommended 1×
  5. Tableau Desktop · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate interactive charts from CSV data using AI?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Sheets
    3. Microsoft Excel
    4. Tableau Public
    5. Tableau Desktop
    6. Power BI
    7. Observable Plot (observablehq/plot)
    8. Plotly Dash (plotly/dash)

    AI recommended 8 alternatives but never named Zafer-Liu/VizPilot_AI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help analyze Excel data and recommend suitable visualizations automatically?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power BI Desktop
    2. Tableau Public / Tableau Desktop
    3. Google Looker Studio
    4. Qlik Sense
    5. Excel
    6. ThoughtSpot

    AI recommended 6 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
    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 Zafer-Liu/VizPilot_AI?
    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?

  • 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?

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Zafer-Liu/VizPilot_AI — 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