RRepoGEO

REPOGEO REPORT · LITE

neomjs/neo

Default branch dev · commit eb7cbe57 · scanned 5/30/2026, 8:42:27 AM

GitHub: 3,187 stars · 209 forks

AI VISIBILITY SCORE
40 /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
3 / 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 neomjs/neo, 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 statement to clearly define Neo.mjs

    Why:

    CURRENT
    Neo isn't a framework. It's a self-evolving digital organism with two souls — a Brain and an Institution — that share one Body and one Evolution mechanism.
    COPY-PASTE FIX
    # Neo.mjs: The Application Engine for the AI Era

Neo.mjs is a multi-threaded, AI-native runtime with a persistent Scene Graph, enabling AI agents to introspect and mutate the living application structure in real-time. It provides a robust foundation for building high-performance, complex frontend applications.
  • mediumreadme#2
    Explicitly state Neo.mjs's role as an application engine utilizing Web Workers

    Why:

    COPY-PASTE FIX
    Neo.mjs is a high-performance JavaScript application engine that leverages multi-threaded Web Workers to power complex, responsive frontend architectures, ensuring a smooth user experience by offloading logic from the main UI thread.
  • lowreadme#3
    Add a dedicated section on generative AI applications and self-healing UI

    Why:

    COPY-PASTE FIX
    ### Generative AI Applications & Self-Healing UI

Neo.mjs's AI-native runtime and persistent Scene Graph are specifically designed to support generative AI applications. Its architecture allows AI agents to introspect and mutate the living application structure in real-time, facilitating dynamic, self-healing UI components and autonomous application evolution.

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 neomjs/neo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
React
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. React · recommended 1×
  2. Next.js · recommended 1×
  3. Remix · recommended 1×
  4. Zustand · recommended 1×
  5. Jotai · recommended 1×
  • CATEGORY QUERY
    What framework supports building generative AI applications with real-time, self-healing UI structures?
    you: not recommended
    AI recommended (in order):
    1. React
    2. Next.js
    3. Remix
    4. Zustand
    5. Jotai
    6. XState
    7. Vue.js
    8. Nuxt.js
    9. Pinia
    10. VueUse
    11. Vue State Machine
    12. Svelte
    13. SvelteKit
    14. Svelte Stores
    15. Angular
    16. NgRx
    17. State Adapt
    18. Akita
    19. Flutter
    20. BLoC
    21. Provider
    22. Freezed
    23. StateNotifier
    24. Python
    25. FastAPI
    26. Flask
    27. Node.js
    28. Express
    29. Socket.IO
    30. WebRTC

    AI recommended 30 alternatives but never named neomjs/neo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performance JavaScript application engine utilizing web workers for complex frontend architectures.
    you: not recommended
    AI recommended (in order):
    1. Comlink (GoogleChromeLabs/comlink)
    2. Workerize-loader (developit/workerize-loader)
    3. Greenlet (developit/greenlet)
    4. Partytown (BuilderIO/partytown)
    5. RxJS (ReactiveX/rxjs)
    6. Web Workers API (Native)

    AI recommended 6 alternatives but never named neomjs/neo. 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 neomjs/neo?
    pass
    AI named neomjs/neo explicitly

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

  • If a team adopts neomjs/neo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named neomjs/neo 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 neomjs/neo solve, and who is the primary audience?
    pass
    AI named neomjs/neo 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite