RRepoGEO

REPOGEO REPORT · LITE

Zafer-Liu/VizPilot_AI

Default branch main · commit cce0eb16 · scanned 5/8/2026, 5:57:43 AM

GitHub: 827 stars · 30 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
40 /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
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

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 opening to highlight LLM-powered, open-source nature

    Why:

    CURRENT
    # VizPilot AI / 智能图表推荐与生成系统
...
> **中文**：上传数据，智能推荐图表，一键生成交互式可视化。
> **English**: Upload data, get chart recommendations, and generate interactive visualizations in one click.
...
**VizPilot AI** 是一个基于 LLM 的智能图表推荐与生成系统。
上传 Excel/CSV 数据后，系统会自动分析字段类型与数据特征，推荐最适合的图表，并生成可交互 HTML 结果。

**VizPilot AI** is an LLM-powered chart recommendation and generation system.
After uploading Excel/CSV files, it automatically analyzes data structure, recommends suitable chart types, and generates interactive HTML charts.
    COPY-PASTE FIX
    # VizPilot AI: LLM-Powered Open-Source Chart Generation System / 智能图表推荐与生成系统

> **中文**：VizPilot AI 是一个开源的、基于大型语言模型（LLM）的智能图表推荐与生成系统。上传数据，智能推荐图表，一键生成交互式可视化，无需复杂BI工具。
> **English**: VizPilot AI is an open-source, LLM-powered system for intelligent chart recommendation and generation. Upload your data, get smart chart suggestions, and generate interactive visualizations in one click, without the complexity of traditional BI tools.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, ai-tools, analysis, charts, datavisualization
    COPY-PASTE FIX
    ai, ai-tools, analysis, charts, datavisualization, llm, generative-ai, data-science-tools, chart-generation, open-source, data-visualization-tool
  • lowreadme#3
    Enhance '核心价值 / Why this project' section to highlight open-source benefits

    Why:

    CURRENT
    ### 核心价值 / Why this project

降低图表选择门槛**：不会选图也能快速出图
提升可视化效率**：从数据到图表只需几步
可扩展架构**：图表注册中心统一管理，前后端自动同步
    COPY-PASTE FIX
    ### 核心价值 / Why this project

**开源与可定制**：作为开源项目，提供透明、灵活的解决方案，支持社区贡献与定制化开发。
**Open-Source & Customizable**: As an open-source project, VizPilot AI offers a transparent and flexible solution, supporting community contributions and custom development.
**降低图表选择门槛**：不会选图也能快速出图
**Simplify Chart Selection**: Quickly generate charts even without prior visualization expertise.
**提升可视化效率**：从数据到图表只需几步
**Boost Visualization Efficiency**: Go from raw data to interactive charts in just a few steps.
**可扩展架构**：图表注册中心统一管理，前后端自动同步
**Extensible Architecture**: A registry-driven chart system ensures unified management and automatic front-end/back-end synchronization.

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
Microsoft Power BI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Power BI · recommended 2×
  2. Qlik Sense · recommended 2×
  3. Tableau Public / Tableau Desktop · recommended 1×
  4. Google Looker Studio · recommended 1×
  5. Datawrapper · recommended 1×
  • CATEGORY QUERY
    What tools automatically suggest charts and create interactive data visualizations from uploaded files?
    you: not recommended
    AI recommended (in order):
    1. Tableau Public / Tableau Desktop
    2. Microsoft Power BI
    3. Google Looker Studio
    4. Qlik Sense
    5. Datawrapper
    6. Flourish

    AI recommended 6 alternatives but never named Zafer-Liu/VizPilot_AI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI-powered system to generate interactive charts from raw data easily.
    you: not recommended
    AI recommended (in order):
    1. Tableau CRM
    2. Microsoft Power BI
    3. ThoughtSpot
    4. Sisense
    5. Qlik Sense

    AI recommended 5 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 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