RRepoGEO

REPOGEO REPORT · LITE

googleapis/google-cloud-node

Default branch main · commit f1d31f94 · scanned 5/27/2026, 1:41:27 AM

GitHub: 3,163 stars · 679 forks

AI VISIBILITY SCORE
89 /100
Healthy
Category recall
2 / 2
Avg rank #2.0 when recommended
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 googleapis/google-cloud-node, 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
  • mediumreadme#1
    Add 'official' to README's opening description

    Why:

    CURRENT
    > Node.js idiomatic client libraries for Google Cloud Platform services.
    COPY-PASTE FIX
    > Official Node.js idiomatic client libraries for Google Cloud Platform services.
  • mediumtopics#2
    Add 'sdk' and 'client-library' to topics

    Why:

    CURRENT
    google-cloud, nodejs
    COPY-PASTE FIX
    google-cloud, nodejs, sdk, client-library
  • lowreadme#3
    Add a 'Why choose this library?' section to README

    Why:

    COPY-PASTE FIX
    ## Why choose Google Cloud Node.js Client Libraries?
*   **Official and Google-maintained:** Developed and supported by Google.
*   **Idiomatic Node.js:** Designed to feel natural for Node.js developers.
*   **Comprehensive Coverage:** Access a wide range of Google Cloud services.
*   **Consistent API:** Enjoy a unified experience across different services.

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
2 / 2
100% of queries surface googleapis/google-cloud-node
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
14%
Of all named tools, what % are you?
Top rival
aws/aws-sdk-js-v3
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. aws/aws-sdk-js-v3 · recommended 2×
  2. Azure/azure-sdk-for-js · recommended 2×
  3. pulumi/pulumi · recommended 2×
  4. firebase/firebase-admin-node · recommended 2×
  5. upstash/upstash-redis · recommended 1×
  • CATEGORY QUERY
    What are good Node.js libraries for connecting to various cloud computing services?
    you: #2
    AI recommended (in order):
    1. AWS SDK for JavaScript (v3) (aws/aws-sdk-js-v3)
    2. Google Cloud Client Libraries for Node.js (googleapis/google-cloud-node) ← you
    3. Azure SDK for JavaScript (Azure/azure-sdk-for-js)
    4. Pulumi (pulumi/pulumi)
    5. firebase-admin (firebase/firebase-admin-node)
    6. @upstash/redis (upstash/upstash-redis)
    7. @vercel/node (vercel/vercel)
    Show full AI answer
  • CATEGORY QUERY
    Seeking a JavaScript SDK to programmatically manage hosted application infrastructure and data.
    you: #2
    AI recommended (in order):
    1. AWS SDK for JavaScript (v3) (aws/aws-sdk-js-v3)
    2. Google Cloud Client Libraries for Node.js (googleapis/google-cloud-node) ← you
    3. Azure SDK for JavaScript (Azure/azure-sdk-for-js)
    4. Pulumi SDK for JavaScript/TypeScript (pulumi/pulumi)
    5. Terraform CDK (Cloud Development Kit) for TypeScript/JavaScript (hashicorp/terraform-cdk)
    6. Firebase Admin SDK (firebase/firebase-admin-node)
    7. Vercel SDK (vercel/vercel-sdk)
    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 googleapis/google-cloud-node?
    pass
    AI named googleapis/google-cloud-node explicitly

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

  • If a team adopts googleapis/google-cloud-node in production, what risks or prerequisites should they evaluate first?
    pass
    AI named googleapis/google-cloud-node 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 googleapis/google-cloud-node solve, and who is the primary audience?
    pass
    AI named googleapis/google-cloud-node explicitly

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

Embed your GEO score

Drop this badge into the README of googleapis/google-cloud-node. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/googleapis/google-cloud-node.svg)](https://repogeo.com/en/r/googleapis/google-cloud-node)
HTML
<a href="https://repogeo.com/en/r/googleapis/google-cloud-node"><img src="https://repogeo.com/badge/googleapis/google-cloud-node.svg" alt="RepoGEO" /></a>
Pro

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googleapis/google-cloud-node — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite