RRepoGEO

REPOGEO REPORT · LITE

microsoft/lida

Default branch main · commit d892e20b · scanned 5/8/2026, 9:07:09 PM

GitHub: 3,251 stars · 379 forks

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 microsoft/lida, 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 README opening to clarify LIDA is a library for generating visualization code.

    Why:

    CURRENT
    LIDA is a library for generating data visualizations and data-faithful infographics. LIDA is grammar agnostic (will work with any programming language and visualization libraries e.g. matplotlib, seaborn, altair, d3 etc) and works with multiple large language model providers (OpenAI, Azure OpenAI, PaLM, Cohere, Huggingface).
    COPY-PASTE FIX
    LIDA is an **AI-powered Python library** designed for **generating data visualization code and infographics** from natural language prompts. Unlike full-fledged BI platforms, LIDA provides a programmatic workflow for data scientists and developers, offering grammar-agnostic support for various visualization libraries (e.g., Matplotlib, Seaborn, Altair, D3) and multiple large language models (OpenAI, Azure OpenAI, PaLM, Cohere, Huggingface).
  • mediumtopics#2
    Add more specific topics related to natural language to code generation for visualizations.

    Why:

    CURRENT
    cohere, datavisualization, hacktoberfest, llm, openai, openai-api, palm2, visualization
    COPY-PASTE FIX
    cohere, datavisualization, hacktoberfest, llm, openai, openai-api, palm2, visualization, natural-language-processing, code-generation, data-viz-code, ai-visualization, text-to-viz
  • lowcomparison#3
    Add a 'Why LIDA?' or 'How is LIDA different?' section to the README.

    Why:

    COPY-PASTE FIX
    ## Why LIDA?
LIDA stands out by offering a **structured, programmatic workflow for AI-driven data analysis and visualization generation**, specifically focusing on **generating executable code**. Unlike general-purpose BI tools (e.g., Tableau, Power BI) that offer drag-and-drop interfaces, or basic visualization libraries (e.g., Matplotlib, Seaborn) that require manual coding, LIDA bridges the gap by:
*   **Automating code generation:** Translates natural language goals into visualization code.
*   **Multi-LLM support:** Works with various LLM providers, offering flexibility.
*   **Grammar-agnostic output:** Generates code compatible with popular visualization libraries.
*   **Focus on developers/data scientists:** Provides an API for integrating AI-driven visualization into workflows.

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 microsoft/lida
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tableau CRM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tableau CRM · recommended 1×
  2. Microsoft Power BI · recommended 1×
  3. ThoughtSpot · recommended 1×
  4. DataRobot · recommended 1×
  5. Looker · recommended 1×
  • CATEGORY QUERY
    Need a tool to automatically generate data visualizations and infographics using AI.
    you: not recommended
    AI recommended (in order):
    1. Tableau CRM
    2. Microsoft Power BI
    3. ThoughtSpot
    4. DataRobot
    5. Looker
    6. Infogram

    AI recommended 6 alternatives but never named microsoft/lida. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best libraries for generating visualization code from natural language prompts?
    you: not recommended
    AI recommended (in order):
    1. VizGenerators
    2. Matplotlib
    3. Seaborn
    4. Altair
    5. Chart-GPT
    6. OpenAI's GPT series
    7. openai library
    8. Plotly
    9. NL2Viz
    10. Vega-Lite
    11. Tableau

    AI recommended 11 alternatives but never named microsoft/lida. 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 microsoft/lida?
    pass
    AI named microsoft/lida explicitly

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

  • If a team adopts microsoft/lida in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/lida 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 microsoft/lida solve, and who is the primary audience?
    pass
    AI named microsoft/lida explicitly

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

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