RRepoGEO

REPOGEO REPORT · LITE

antfu/nuxt-mcp-dev

Default branch main · commit 54b97953 · scanned 6/15/2026, 6:01:59 PM

GitHub: 909 stars · 52 forks

AI VISIBILITY SCORE
28 /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
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 antfu/nuxt-mcp-dev, 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 'MCP' and AI purpose

    Why:

    CURRENT
    MCP server helping models to understand your local Vite/Nuxt app better.
    COPY-PASTE FIX
    This monorepo provides `nuxt-mcp-dev` and `vite-plugin-mcp`, experimental development servers that implement the Model Comprehension Protocol (MCP). MCP helps AI models and assistants better understand the internal structure and context of your local Vite or Nuxt.js application, enabling more intelligent development assistance.
  • hightopics#2
    Add AI-specific topics

    Why:

    CURRENT
    mcp, nuxt, vite
    COPY-PASTE FIX
    mcp, nuxt, vite, ai, llm, generative-ai, development-tools, model-comprehension
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://nuxt.com/docs/4.x/guide/ai/mcp

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 antfu/nuxt-mcp-dev
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vite Plugin Inspect
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Vite Plugin Inspect · recommended 1×
  2. Vite Plugin Visualizer · recommended 1×
  3. Vite Plugin Dts · recommended 1×
  4. Storybook · recommended 1×
  5. Vite Plugin ESLint · recommended 1×
  • CATEGORY QUERY
    How to enable AI models to better understand my Nuxt application's internal structure?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What plugins exist to make a Vite frontend project interpretable for AI assistants during development?
    you: not recommended
    AI recommended (in order):
    1. Vite Plugin Inspect
    2. Vite Plugin Visualizer
    3. Vite Plugin Dts
    4. Storybook
    5. Vite Plugin ESLint
    6. Vite Plugin Auto Import
    7. Vite Plugin Markdown

    AI recommended 7 alternatives but never named antfu/nuxt-mcp-dev. 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 antfu/nuxt-mcp-dev?
    pass
    AI named antfu/nuxt-mcp-dev explicitly

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

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