RRepoGEO

REPOGEO REPORT · LITE

southleft/figma-console-mcp

Default branch main · commit b111b9e3 · scanned 6/22/2026, 4:26:17 AM

GitHub: 1,868 stars · 204 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 README opening to emphasize AI-Figma integration for design systems

    Why:

    CURRENT
    > **Your design system as an API.** Model Context Protocol server that bridges design and development—giving AI assistants complete access to Figma for **extraction**, **creation**, **debugging**, and **bidirectional token sync**.
    COPY-PASTE FIX
    > **Connect AI agents to Figma.** This Model Context Protocol (MCP) server turns your design system into an API, giving AI assistants complete access to Figma for **extraction**, **creation**, **debugging**, and **bidirectional token sync**.
  • hightopics#2
    Add more specific topics for AI agents and design system automation

    Why:

    CURRENT
    ai, design-systems, figma, figma-api, figma-plugins, mcp
    COPY-PASTE FIX
    ai-agents, design-system-automation, figma-ai, model-context-protocol, ai-integration, design-ops, figma, figma-api, figma-plugins
  • mediumreadme#3
    Clarify core differentiator in 'What is this?' section to focus on AI capabilities

    Why:

    CURRENT
    Figma Console MCP connects AI assistants (like Claude) to Figma, enabling:

🎨 Design system extractionPull variables, components, and styles
🔁 Bidirectional token syncExport Figma variables t
    COPY-PASTE FIX
    Figma Console MCP is the Model Context Protocol (MCP) server that connects AI assistants (like Claude) directly to Figma. Unlike basic consoles or general APIs, MCP provides AI agents with a structured, bidirectional API to your entire design system, enabling:

🎨 **AI-driven Design System Extraction:** Pull variables, components, and styles with semantic understanding.
🔁 **Bidirectional Token Sync:** Export Figma variables to code and import code tokens back into Figma, all orchestrated by AI.
🛠️ **Automated Design Linting & Debugging:** Leverage AI to perform WCAG accessibility checks, identify inconsistencies, and debug design system issues directly within Figma.

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
Chromatic
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Chromatic · recommended 2×
  2. Figma API · recommended 1×
  3. Python · recommended 1×
  4. JavaScript · recommended 1×
  5. requests · recommended 1×
  • CATEGORY QUERY
    How to integrate AI agents with Figma for design system management and asset extraction?
    you: not recommended
    AI recommended (in order):
    1. Figma API
    2. Python
    3. JavaScript
    4. requests
    5. Pillow
    6. scikit-learn
    7. TensorFlow
    8. PyTorch
    9. node-fetch
    10. axios
    11. Google Cloud Vision API
    12. Supernova
    13. Anima App
    14. Framer
    15. Zapier
    16. Make
    17. OpenAI's GPT-4
    18. Storybook
    19. Chromatic

    AI recommended 19 alternatives but never named southleft/figma-console-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for automating design system linting and accessibility checks directly within design files?
    you: not recommended
    AI recommended (in order):
    1. Stark
    2. Contrast
    3. Able
    4. Design Lint
    5. Attention
    6. Storybook Accessibility Addon (storybookjs/storybook)
    7. Storybook Design Lint Addon
    8. Chromatic
    9. axe DevTools
    10. Pa11y (pa11y/pa11y)

    AI recommended 10 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 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?

  • 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 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?

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southleft/figma-console-mcp — 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