RRepoGEO

REPOGEO REPORT · LITE

southleft/figma-console-mcp

Default branch main · commit aa69c36a · scanned 5/11/2026, 10:36:24 PM

GitHub: 1,663 stars · 193 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 southleft/figma-console-mcp, 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 H1 to emphasize AI and API nature

    Why:

    CURRENT
    # Figma Console MCP Server
    COPY-PASTE FIX
    # Figma Console MCP: AI-Powered API for Figma Design Systems
  • mediumtopics#2
    Add topics related to design automation and UI generation

    Why:

    CURRENT
    ai, design-systems, figma, figma-api, figma-plugins, mcp
    COPY-PASTE FIX
    ai, design-systems, figma, figma-api, figma-plugins, mcp, design-automation, ui-generation
  • lowabout#3
    Enhance the repository description to highlight its AI-native API nature

    Why:

    CURRENT
    Your design system as an API. Connect AI to Figma for extraction, creation, and debugging.
    COPY-PASTE FIX
    Your design system as an AI-native API. Connect AI to Figma for extraction, creation, and debugging.

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 southleft/figma-console-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Supernova
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Supernova · recommended 2×
  2. Anima · recommended 2×
  3. Specify · recommended 1×
  4. Figma API · recommended 1×
  5. OpenCV · recommended 1×
  • CATEGORY QUERY
    How to programmatically extract design system tokens and components from Figma using AI?
    you: not recommended
    AI recommended (in order):
    1. Supernova
    2. Specify
    3. Figma API
    4. OpenCV
    5. Pillow
    6. spaCy
    7. NLTK
    8. Hugging Face Transformers
    9. scikit-learn
    10. TensorFlow
    11. PyTorch
    12. Anima
    13. Storybook Connect

    AI recommended 13 alternatives but never named southleft/figma-console-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to automate UI creation in Figma and debug designs with AI assistance?
    you: not recommended
    AI recommended (in order):
    1. Anima
    2. Locofy.ai
    3. Figma's Dev Mode
    4. Supernova
    5. Builder.io
    6. Quest AI

    AI recommended 6 alternatives but never named southleft/figma-console-mcp. 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 southleft/figma-console-mcp?
    pass
    AI named southleft/figma-console-mcp explicitly

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

  • If a team adopts southleft/figma-console-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named southleft/figma-console-mcp 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 southleft/figma-console-mcp solve, and who is the primary audience?
    pass
    AI did not name southleft/figma-console-mcp — 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?

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