RRepoGEO

REPOGEO REPORT · LITE

replicate/replicate-javascript

Default branch main · commit 2fd6f394 · scanned 6/15/2026, 10:02:16 AM

GitHub: 596 stars · 246 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 replicate/replicate-javascript, 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

2 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 paragraph to clarify its role as a platform client

    Why:

    CURRENT
    # Replicate Node.js client
    
    A Node.js client for Replicate.
    It lets you run models from your Node.js code,
    and everything else you can do with
    Replicate's HTTP API.
    COPY-PASTE FIX
    # Replicate Node.js client
    
    A Node.js client for Replicate, the platform for running and fine-tuning open-source AI models. This library lets you programmatically run a vast catalog of pre-trained machine learning models from your Node.js, Bun, or Deno code, leveraging Replicate's hosted API without managing infrastructure.
  • mediumreadme#2
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Features
    
    -   **Run diverse AI models:** Access a vast catalog of open-source machine learning models for various tasks (image generation, natural language processing, audio synthesis, etc.).
    -   **Serverless inference:** Execute models on Replicate's scalable infrastructure without managing your own GPUs or ML environments.
    -   **Cross-platform compatibility:** Seamlessly integrate with Node.js, Bun, Deno, and serverless environments like Cloudflare Workers, Vercel functions, and AWS Lambda.
    -   **Simple API:** A straightforward JavaScript API to run models, manage predictions, and interact with Replicate's platform.

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 replicate/replicate-javascript
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-node · recommended 1×
  3. BrainJS/brain.js · recommended 1×
  4. scikit-learn/scikit-learn · recommended 1×
  5. pytorch/pytorch · recommended 1×
  • CATEGORY QUERY
    How can I programmatically run various machine learning models from Node.js code?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js (tensorflow/tfjs)
    2. ONNX Runtime Node.js (microsoft/onnxruntime-node)
    3. Brain.js (BrainJS/brain.js)
    4. scikit-learn (scikit-learn/scikit-learn)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. Google Cloud AI Platform
    8. AWS SageMaker
    9. Azure Machine Learning

    AI recommended 9 alternatives but never named replicate/replicate-javascript. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What JavaScript library helps integrate AI inference into serverless functions or Deno?
    you: not recommended
    AI recommended (in order):
    1. Transformers.js (huggingface/transformers.js)
    2. ONNX Runtime Web (microsoft/onnxruntime-web)
    3. TensorFlow.js (tensorflow/tfjs)
    4. Xenova/transformers.js (xenova/transformers.js)
    5. WebDNN (mil-tokyo/webdnn)

    AI recommended 5 alternatives but never named replicate/replicate-javascript. 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 replicate/replicate-javascript?
    pass
    AI named replicate/replicate-javascript explicitly

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

  • If a team adopts replicate/replicate-javascript in production, what risks or prerequisites should they evaluate first?
    pass
    AI named replicate/replicate-javascript 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 replicate/replicate-javascript solve, and who is the primary audience?
    pass
    AI did not name replicate/replicate-javascript — 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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  • Brand-free category queries5 vs 2 in Lite
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