RRepoGEO

REPOGEO REPORT · LITE

alexanderatallah/window.ai

Default branch main · commit 70bddbfa · scanned 6/12/2026, 1:47:46 AM

GitHub: 981 stars · 95 forks

AI VISIBILITY SCORE
35 /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
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 alexanderatallah/window.ai, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    browser-extension, ai, llm, decentralized-ai, web3, model-agnostic, privacy, local-ai, developer-tools
  • highreadme#2
    Reposition the README's opening sentence to clarify its unique category

    Why:

    CURRENT
    Window AI is a browser extension that lets you configure AI models in one place and use them on the web.
    COPY-PASTE FIX
    Window AI is a browser extension that acts as a decentralized, model-agnostic interface for AI on the web, letting users bring their own models and developers build multi-model apps without API keys.
  • mediumabout#3
    Enhance the repository description for clarity and audience

    Why:

    CURRENT
    Use your own AI models on the web
    COPY-PASTE FIX
    A browser extension for developers to build multi-model AI apps and for users to bring their own AI models to any website, enhancing privacy and control.

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 alexanderatallah/window.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tensorflow/tfjs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. tensorflow/tfjs · recommended 2×
  2. microsoft/onnxruntime · recommended 2×
  3. Node.js · recommended 1×
  4. expressjs/express · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How to build web applications that use various AI models without direct API keys?
    you: not recommended
    AI recommended (in order):
    1. Node.js
    2. Express.js (expressjs/express)
    3. Python
    4. Flask (pallets/flask)
    5. FastAPI (tiangolo/fastapi)
    6. Google Cloud Endpoints
    7. AWS API Gateway
    8. Azure API Management
    9. AWS Lambda
    10. Google Cloud Functions
    11. Azure Functions
    12. TensorFlow.js (tensorflow/tfjs)
    13. ONNX Runtime Web (microsoft/onnxruntime)
    14. AWS Secrets Manager
    15. Google Cloud Secret Manager
    16. Azure Key Vault

    AI recommended 16 alternatives but never named alexanderatallah/window.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to allow users to bring their own AI models to web applications for privacy?
    you: not recommended
    AI recommended (in order):
    1. OpenMMLab (open-mmlab/mmdeploy)
    2. ONNX Runtime (microsoft/onnxruntime)
    3. TensorFlow.js (tensorflow/tfjs)
    4. PyTorch Mobile (pytorch/pytorch)
    5. MLflow (mlflow/mlflow)
    6. Hugging Face Transformers (huggingface/transformers)
    7. Seldon Core (SeldonIO/seldon-core)

    AI recommended 7 alternatives but never named alexanderatallah/window.ai. 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 alexanderatallah/window.ai?
    pass
    AI named alexanderatallah/window.ai explicitly

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

  • If a team adopts alexanderatallah/window.ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alexanderatallah/window.ai 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 alexanderatallah/window.ai solve, and who is the primary audience?
    pass
    AI named alexanderatallah/window.ai 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
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