RRepoGEO

REPOGEO REPORT · LITE

vimagick/dockerfiles

Default branch master · commit a08658cd · scanned 5/28/2026, 1:53:26 AM

GitHub: 3,203 stars · 786 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 vimagick/dockerfiles, 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
  • hightopics#1
    Expand repository topics to include specific application categories

    Why:

    CURRENT
    docker, docker-compose, dockerfile
    COPY-PASTE FIX
    docker, docker-compose, dockerfile, big-data, iot, automation, machine-learning, cluster, monitoring, recipes
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#3
    Refine the README's opening sentence to highlight the collection's breadth

    Why:

    CURRENT
    A collection of delicious docker recipes.
    COPY-PASTE FIX
    A curated collection of Dockerfiles and recipes for a wide range of applications, including Big Data, IoT, Automation, Machine Learning, and Monitoring tools.

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 vimagick/dockerfiles
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Bitnami Docker Images
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Bitnami Docker Images · recommended 2×
  2. Official Docker Hub · recommended 1×
  3. GitHub · recommended 1×
  4. Awesome Docker · recommended 1×
  5. LinuxServer.io · recommended 1×
  • CATEGORY QUERY
    Where can I find a collection of Dockerfiles for various common applications?
    you: not recommended
    AI recommended (in order):
    1. Official Docker Hub
    2. GitHub
    3. Awesome Docker
    4. Bitnami Docker Images
    5. LinuxServer.io
    6. Jessie Frazelle's Dockerfiles

    AI recommended 6 alternatives but never named vimagick/dockerfiles. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need pre-built Docker configurations for big data, IoT, or automation tools.
    you: not recommended
    AI recommended (in order):
    1. Bitnami Docker Images
    2. Official Docker Images (Docker Hub)
    3. Confluent Platform Docker Images
    4. Eclipse Mosquitto Docker Image (eclipse/mosquitto)
    5. Home Assistant Docker Image (home-assistant/core)
    6. Jenkins Docker Image (jenkinsci/jenkins)
    7. Grafana Docker Image (grafana/grafana)
    8. Prometheus Docker Image (prometheus/prometheus)

    AI recommended 8 alternatives but never named vimagick/dockerfiles. 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 vimagick/dockerfiles?
    pass
    AI named vimagick/dockerfiles explicitly

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

  • If a team adopts vimagick/dockerfiles in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vimagick/dockerfiles 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 vimagick/dockerfiles solve, and who is the primary audience?
    pass
    AI did not name vimagick/dockerfiles — 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?

Embed your GEO score

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MARKDOWN (README)
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HTML
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vimagick/dockerfiles — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite