RRepoGEO

REPOGEO REPORT · LITE

davideast/stitch-mcp

Default branch main · commit d8d055b0 · scanned 6/15/2026, 8:57:05 PM

GitHub: 911 stars · 105 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 davideast/stitch-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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-design, ui-design, google-stitch, cli, development-workflow, code-generation, astro, static-site-generator
  • highreadme#2
    Reposition README H1 to clarify core purpose

    Why:

    CURRENT
    # stitch-mcp A CLI for moving AI-generated UI designs into your development workflow — preview them locally, build sites from them, and feed them to coding agents.
    COPY-PASTE FIX
    # stitch-mcp: The CLI for Google Stitch AI-generated UI designs – integrate, preview, and build.
  • mediumreadme#3
    Strengthen the 'Why' section with a clear problem/solution statement

    Why:

    CURRENT
    AI-generated designs in Google's Stitch platform live as HTML/CSS behind an API. Getting them into a local development environment — for previewing, building, or handing off to coding agents — requires fetching, serving, and structuring them. stitch-mcp handles this through a set of CLI commands that connect to Stitch.
    COPY-PASTE FIX
    ## Why

Struggling to get your AI-generated UI designs from Google Stitch into a usable local environment? stitch-mcp provides a CLI to seamlessly fetch, serve, and structure these designs, enabling local previews, static site generation, and direct integration with coding agents.

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 davideast/stitch-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Locofy.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Locofy.ai · recommended 1×
  2. Anima App · recommended 1×
  3. Gleek.ai · recommended 1×
  4. Figma · recommended 1×
  5. DhiWise Figma to Code · recommended 1×
  • CATEGORY QUERY
    How to integrate AI-generated user interface designs into my local development environment?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. Anima App
    3. Gleek.ai
    4. Figma
    5. DhiWise Figma to Code
    6. Builder.io
    7. Storybook
    8. Style Dictionary

    AI recommended 8 alternatives but never named davideast/stitch-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    CLI for building static websites directly from AI-generated design specifications?
    you: not recommended
    AI recommended (in order):
    1. Gatsby (gatsbyjs/gatsby)
    2. Next.js (vercel/next.js)
    3. Hugo (gohugoio/hugo)
    4. Jekyll (jekyll/jekyll)
    5. Astro (withastro/astro)
    6. Eleventy (11ty/eleventy)
    7. Docusaurus (facebook/docusaurus)

    AI recommended 7 alternatives but never named davideast/stitch-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
    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 davideast/stitch-mcp?
    pass
    AI did not name davideast/stitch-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 davideast/stitch-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named davideast/stitch-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 davideast/stitch-mcp solve, and who is the primary audience?
    pass
    AI named davideast/stitch-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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  • Brand-free category queries5 vs 2 in Lite
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