RRepoGEO

REPOGEO REPORT · LITE

tomhuang12/awesome-k8s-resources

Default branch main · commit 28c6a25a · scanned 5/11/2026, 10:18:11 AM

GitHub: 4,140 stars · 500 forks

AI VISIBILITY SCORE
22 /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
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 tomhuang12/awesome-k8s-resources, 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 README opening to explicitly state its nature as a curated directory

    Why:

    CURRENT
    A curated list of awesome Kubernetes tools and resources.
    COPY-PASTE FIX
    This repository is a comprehensive, curated directory and index of awesome Kubernetes tools and resources, designed to help developers and operators discover and navigate the Kubernetes ecosystem.
  • mediumabout#2
    Add the repository URL as the homepage in the 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/tomhuang12/awesome-k8s-resources
  • mediumreadme#3
    Add a brief 'Why this list?' section to the README

    Why:

    COPY-PASTE FIX
    ### Why this list?
While many Kubernetes resource lists exist, this collection focuses on actively maintained projects and widely adopted tools, organized for quick discovery across key operational and development areas. It aims to be a practical starting point for anyone navigating the Kubernetes ecosystem.

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 tomhuang12/awesome-k8s-resources
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
kubectl
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. kubectl · recommended 1×
  2. Helm · recommended 1×
  3. Prometheus · recommended 1×
  4. Grafana · recommended 1×
  5. Argo CD · recommended 1×
  • CATEGORY QUERY
    What are the best tools for managing and operating a Kubernetes cluster?
    you: not recommended
    AI recommended (in order):
    1. kubectl
    2. Helm
    3. Prometheus
    4. Grafana
    5. Argo CD
    6. Kube-state-metrics
    7. Rancher
    8. Lens

    AI recommended 8 alternatives but never named tomhuang12/awesome-k8s-resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a comprehensive list of useful tools for Kubernetes development and operations?
    you: not recommended
    AI recommended (in order):
    1. Awesome Kubernetes
    2. CNCF Landscape
    3. KubeTools.io
    4. Kubernetes Official Documentation
    5. Medium/Dev.to Articles

    AI recommended 5 alternatives but never named tomhuang12/awesome-k8s-resources. 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 tomhuang12/awesome-k8s-resources?
    pass
    AI did not name tomhuang12/awesome-k8s-resources — 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 tomhuang12/awesome-k8s-resources in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tomhuang12/awesome-k8s-resources 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 tomhuang12/awesome-k8s-resources solve, and who is the primary audience?
    pass
    AI did not name tomhuang12/awesome-k8s-resources — 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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tomhuang12/awesome-k8s-resources — 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