RRepoGEO

REPOGEO REPORT · LITE

Jpisnice/shadcn-ui-mcp-server

Default branch master · commit 45d615f0 · scanned 6/29/2026, 9:16:56 AM

GitHub: 2,817 stars · 295 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
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 Jpisnice/shadcn-ui-mcp-server, 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 opening paragraph to clarify its unique role

    Why:

    CURRENT
    A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to shadcn/ui v4 components, blocks, demos, and metadata. Seamlessly retrieve React, Svelte, Vue, and React Native implementations for your AI-powered development workflow.
    COPY-PASTE FIX
    This is a Model Context Protocol (MCP) server, specifically designed to give AI assistants and Large Language Models (LLMs) deep, structured context about shadcn/ui v4 components. Unlike traditional UI libraries or testing tools, this server enables LLMs to seamlessly retrieve React, Svelte, Vue, and React Native implementations, along with their metadata, for AI-powered development workflows.
  • mediumabout#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://archestra.ai/mcp-catalog/jpisnice__shadcn-ui-mcp-server
  • lowtopics#3
    Add more specific topics related to LLM context and AI development

    Why:

    CURRENT
    ai, expo, mcp, modelcontextprotocol, nextjs, npm, npm-package, npx, react, react-native, shadcn-ui, svelte, sveltekit, ts, typescript, ui, vue, vuejs, webdev
    COPY-PASTE FIX
    ai, expo, mcp, modelcontextprotocol, nextjs, npm, npm-package, npx, react, react-native, shadcn-ui, svelte, sveltekit, ts, typescript, ui, vue, vuejs, webdev, llm-context, ai-assistants, component-intelligence, generative-ai

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 Jpisnice/shadcn-ui-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
storybookjs/storybook
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. storybookjs/storybook · recommended 2×
  2. chromatic-com/chromatic · recommended 1×
  3. percy/percy · recommended 1×
  4. radix-ui/primitives · recommended 1×
  5. tailwindlabs/headlessui · recommended 1×
  • CATEGORY QUERY
    How can I integrate UI component context for multiple frameworks into my AI development workflow?
    you: not recommended
    AI recommended (in order):
    1. Storybook (storybookjs/storybook)
    2. Chromatic (chromatic-com/chromatic)
    3. Percy.io (percy/percy)
    4. Radix UI (radix-ui/primitives)
    5. Headless UI by Tailwind Labs (tailwindlabs/headlessui)
    6. Zeroheight
    7. Supernova
    8. Specify
    9. ts-morph (dsherret/ts-morph)
    10. documentation.js (documentationjs/documentation)
    11. Material UI (mui/material-ui)
    12. Ant Design (ant-design/ant-design)
    13. Chakra UI (chakra-ui/chakra-ui)
    14. Beautiful Soup (crummy/BeautifulSoup)
    15. Cheerio (cheeriojs/cheerio)
    16. Figma
    17. Sketch
    18. Adobe XD

    AI recommended 18 alternatives but never named Jpisnice/shadcn-ui-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help LLMs understand UI component usage and structure across React, Vue, and Svelte?
    you: not recommended
    AI recommended (in order):
    1. ESLint (eslint/eslint)
    2. espree (eslint/espree)
    3. @typescript-eslint/parser (typescript-eslint/typescript-eslint)
    4. vue-eslint-parser (vuejs/vue-eslint-parser)
    5. svelte-eslint-parser (sveltejs/svelte-eslint-parser)
    6. Babel (babel/babel)
    7. @vue/compiler-sfc (vuejs/core)
    8. svelte/compiler (sveltejs/svelte)
    9. react-docgen (reactjs/react-docgen)
    10. vue-docgen-api (vue-styleguidist/vue-docgen-api)
    11. svelte-docs
    12. Storybook (storybookjs/storybook)
    13. Custom Regex/String Parsing

    AI recommended 13 alternatives but never named Jpisnice/shadcn-ui-mcp-server. 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 Jpisnice/shadcn-ui-mcp-server?
    pass
    AI did not name Jpisnice/shadcn-ui-mcp-server — 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 Jpisnice/shadcn-ui-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Jpisnice/shadcn-ui-mcp-server 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 Jpisnice/shadcn-ui-mcp-server solve, and who is the primary audience?
    pass
    AI named Jpisnice/shadcn-ui-mcp-server explicitly

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

Embed your GEO score

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite