RRepoGEO

REPOGEO REPORT · LITE

sozercan/kubectl-ai

Default branch main · commit e89cbdd3 · scanned 5/21/2026, 3:41:58 AM

GitHub: 1,190 stars · 89 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
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 sozercan/kubectl-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
  • highreadme#1
    Add a 'Why kubectl-ai?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why kubectl-ai?

Unlike general-purpose AI tools or standalone manifest generators, `kubectl-ai` is purpose-built as a native `kubectl` plugin. This means you can generate and apply Kubernetes resources directly from your terminal, leveraging your existing `kubectl` context and workflow without switching tools or copying outputs. It focuses on seamless integration into your daily Kubernetes operations.
  • mediumreadme#2
    Refine the README's opening sentence for stronger positioning

    Why:

    CURRENT
    This project is a `kubectl` plugin to generate and apply Kubernetes manifests using OpenAI GPT.
    COPY-PASTE FIX
    This `kubectl` plugin directly generates and applies Kubernetes manifests using LLMs, streamlining your workflow by integrating AI assistance directly into your `kubectl` commands.
  • lowhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/sozercan/kubectl-ai

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 sozercan/kubectl-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KubeGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. KubeGPT · recommended 2×
  2. ChatGPT / GPT-4 · recommended 2×
  3. Kube-Prompter · recommended 2×
  4. KubeCopilot · recommended 1×
  5. Copilot for CLI (GitHub Copilot CLI) · recommended 1×
  • CATEGORY QUERY
    Looking for a Kubernetes command-line tool to generate manifests using AI assistance.
    you: not recommended
    AI recommended (in order):
    1. KubeGPT
    2. KubeCopilot
    3. ChatGPT / GPT-4
    4. Copilot for CLI (GitHub Copilot CLI)
    5. Kube-Prompter

    AI recommended 5 alternatives but never named sozercan/kubectl-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to quickly create Kubernetes resource definitions using natural language processing models?
    you: not recommended
    AI recommended (in order):
    1. KubeGPT
    2. ChatGPT / GPT-4
    3. Kube-Prompter
    4. Co-Pilot for Kubernetes
    5. KCL (Configuration Language)

    AI recommended 5 alternatives but never named sozercan/kubectl-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 sozercan/kubectl-ai?
    pass
    AI did not name sozercan/kubectl-ai — 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 sozercan/kubectl-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sozercan/kubectl-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 sozercan/kubectl-ai solve, and who is the primary audience?
    pass
    AI named sozercan/kubectl-ai explicitly

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

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sozercan/kubectl-ai — 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