RRepoGEO

REPOGEO REPORT · LITE

sparrow-js/an-codeAI

Default branch main · commit b17a0621 · scanned 6/11/2026, 9:52:07 PM

GitHub: 727 stars · 124 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 sparrow-js/an-codeAI, 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
    Clarify the README's opening statement to emphasize its unique platform category

    Why:

    CURRENT
    **An open-source AI-powered full-stack development platform that generates, previews, and deploys web applications directly in your browser.**
    COPY-PASTE FIX
    An open-source AI-powered full-stack development platform that generates, previews, and deploys web applications directly in your browser. It excels at transforming designs, screenshots, or URLs into functional web applications, offering a complete in-browser development experience.
  • mediumcomparison#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Why needware.dev? 

Unlike traditional design-to-code tools like Locofy.ai or Anima App, needware.dev provides a complete AI-powered full-stack development and deployment platform directly in your browser, not just code generation. Compared to generic cloud IDEs like GitHub Codespaces or Gitpod, needware.dev integrates intelligent AI agents to transform ideas, screenshots, or URLs into functional web applications, offering a truly generative development experience.
  • lowtopics#3
    Expand repository topics to include platform and in-browser development keywords

    Why:

    CURRENT
    edit, generate-code, nextjs, openai, react, screenshottocode
    COPY-PASTE FIX
    edit, generate-code, nextjs, openai, react, screenshottocode, ai-platform, in-browser-ide, full-stack, low-code, design-to-code

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 sparrow-js/an-codeAI
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. DhiWise · recommended 1×
  3. Anima App · recommended 1×
  4. Builder.io · recommended 1×
  5. Gleap.dev · recommended 1×
  • CATEGORY QUERY
    How to quickly generate a React or Next.js web application from a design or screenshot?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. DhiWise
    3. Anima App
    4. Builder.io
    5. Gleap.dev
    6. Panda CSS
    7. Stitches
    8. Emotion

    AI recommended 8 alternatives but never named sparrow-js/an-codeAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools can help build and deploy full-stack web applications directly in the browser?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Codespaces
    3. Gitpod
    4. Vercel AI SDK
    5. Next.js
    6. Vercel
    7. Replit
    8. Ghostwriter
    9. CodeSandbox
    10. OpenAI API Playground
    11. Anthropic
    12. Google AI Studio
    13. Bubble.io
    14. Webflow

    AI recommended 14 alternatives but never named sparrow-js/an-codeAI. 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 sparrow-js/an-codeAI?
    pass
    AI did not name sparrow-js/an-codeAI — 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 sparrow-js/an-codeAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sparrow-js/an-codeAI 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 sparrow-js/an-codeAI solve, and who is the primary audience?
    pass
    AI named sparrow-js/an-codeAI explicitly

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

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