RRepoGEO

REPOGEO REPORT · LITE

ufira-ai/Vibma

Default branch main · commit 89043cd5 · scanned 6/7/2026, 1:21:35 AM

GitHub: 599 stars · 34 forks

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 ufira-ai/Vibma, 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 project status to highlight its reference value

    Why:

    CURRENT
    > **Project Status:** Vibma is no longer under active development. Figma has launched native MCP capabilities through **Figma for Agents**, and the Vibma plugin was not accepted to the Figma marketplace due to "overlap" with this first-party offering. **Vibma is not an official Figma tool.** For production use, we recommend Figma's native MCP integration and encourage you to follow Figma's official updates for the latest agent capabilities. The source code remains available under MIT for learning and reference.
    COPY-PASTE FIX
    > **Project Status: Historical Reference.** Vibma is no longer under active development, but its source code remains a valuable resource for learning and understanding how AI agents can produce structurally sound Figma files. Figma has launched native MCP capabilities through **Figma for Agents**, and the Vibma plugin was not accepted to the Figma marketplace due to "overlap" with this first-party offering. **Vibma is not an official Figma tool.** For production use, we recommend Figma's native MCP integration and encourage you to follow Figma's official updates for the latest agent capabilities.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, figma, ui-design, generative-ai, design-automation, design-systems, auto-layout
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/ufira-ai/Vibma

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 ufira-ai/Vibma
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Figma
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Figma · recommended 2×
  2. Anima · recommended 2×
  3. Builder.io · recommended 2×
  4. Locofy.ai · recommended 2×
  5. Uizard · recommended 2×
  • CATEGORY QUERY
    How can AI agents automatically generate structured UI designs with proper component architecture?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Anima
    3. Builder.io
    4. Locofy.ai
    5. Uizard
    6. Gradio
    7. Pix2Struct
    8. Plasmic
    9. Storybook

    AI recommended 9 alternatives but never named ufira-ai/Vibma. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable large language models to create production-ready user interface designs?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Builder.io
    3. Anima
    4. Locofy.ai
    5. Vercel v0
    6. Uizard
    7. Microsoft Copilot
    8. Adalo
    9. Bubble

    AI recommended 9 alternatives but never named ufira-ai/Vibma. 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 ufira-ai/Vibma?
    pass
    AI named ufira-ai/Vibma explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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