RRepoGEO

REPOGEO REPORT · LITE

tomhuang12/awesome-k8s-resources

Default branch main · commit 28c6a25a · scanned 6/21/2026, 2:43:09 PM

GitHub: 4,170 stars · 517 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
    Add a differentiator statement to the README's opening

    Why:

    CURRENT
    A curated list of awesome Kubernetes tools and resources.
    COPY-PASTE FIX
    A curated list of awesome Kubernetes tools and resources, distinguished by its exceptional breadth and granular categorization across all major Kubernetes sub-domains.
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/tomhuang12/awesome-k8s-resources
  • lowreadme#3
    Move 'The Fiery Meter of Awesomeness' section lower in the README

    Why:

    CURRENT
    The section currently appears immediately after the initial description and inspiration.
    COPY-PASTE FIX
    Move 'The Fiery Meter of Awesomeness' section to appear after the 'Contents' section, or even further down, to prioritize the list's actual content and scope.

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
Awesome Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Awesome Kubernetes · recommended 1×
  2. CNCF Landscape · recommended 1×
  3. KubeWeekly Newsletter · recommended 1×
  4. The New Stack · recommended 1×
  5. Red Hat OpenShift · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of essential tools for managing Kubernetes clusters?
    you: not recommended
    AI recommended (in order):
    1. Awesome Kubernetes
    2. CNCF Landscape
    3. KubeWeekly Newsletter
    4. The New Stack
    5. Red Hat OpenShift
    6. Datadog

    AI recommended 6 alternatives but never named tomhuang12/awesome-k8s-resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source solutions for Kubernetes cluster provisioning and networking?
    you: not recommended
    AI recommended (in order):
    1. kubeadm (kubernetes/kubernetes)
    2. Rancher Kubernetes Engine (RKE) (rancher/rke)
    3. Kubernetes Operations (kops) (kubernetes/kops)
    4. Kubespary (kubernetes-sigs/kubespray)
    5. Calico (projectcalico/calico)
    6. Cilium (cilium/cilium)
    7. Flannel (flannel-io/flannel)

    AI recommended 7 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