RRepoGEO

REPOGEO REPORT · LITE

fixie-ai/ai-jsx

Default branch main · commit 1df0cfce · scanned 5/25/2026, 12:18:11 PM

GitHub: 1,132 stars · 78 forks

AI VISIBILITY SCORE
27 /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
1 / 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 fixie-ai/ai-jsx, 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 to immediately highlight Generative UI and React integration

    Why:

    CURRENT
    # AI.JSX — The AI Application Framework for Javascript

AI.JSX is a framework for building AI applications using Javascript and JSX. With AI.JSX, you get great tools for prompt engineering and can have the LLM render React components in its response (instead of only text).
    COPY-PASTE FIX
    # AI.JSX — The AI Application Framework for Javascript

AI.JSX is a framework for building AI applications that lets LLMs dynamically render React components in their responses, enabling Generative UI with Javascript and JSX. It provides powerful tools for prompt engineering, native support for tools, Document Question & Answering, and much more.
  • mediumreadme#2
    Add an explicit statement of the problem AI.JSX solves to the 'About' section

    Why:

    COPY-PASTE FIX
    Add a new paragraph to the 'About AI.JSX' section: "AI.JSX solves the challenge of building complex, maintainable AI applications by providing a declarative, React-like component framework. It allows developers to leverage familiar web development patterns to create dynamic, LLM-powered user interfaces and workflows."
  • lowreadme#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Comparison to Alternatives\n\nWhile other frameworks focus on orchestrating LLM calls, AI.JSX uniquely integrates LLMs directly into the UI layer, allowing them to render React components. This provides a powerful paradigm for Generative UI that differentiates it from traditional prompt engineering libraries or backend-focused LLM frameworks.'

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 fixie-ai/ai-jsx
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
—
No competitor dominated
  • CATEGORY QUERY
    How can I build AI applications using Javascript that dynamically generate React UI components?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What framework helps integrate large language models with React for advanced prompt engineering?
    you: not recommended
    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 fixie-ai/ai-jsx?
    pass
    AI did not name fixie-ai/ai-jsx — 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 fixie-ai/ai-jsx in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fixie-ai/ai-jsx 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 fixie-ai/ai-jsx solve, and who is the primary audience?
    pass
    AI did not name fixie-ai/ai-jsx — 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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