RRepoGEO

REPOGEO REPORT · LITE

mythrantic/ollama-docker

Default branch main · commit 4ae2f2b7 · scanned 5/16/2026, 12:07:56 PM

GitHub: 1,401 stars · 254 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 mythrantic/ollama-docker, 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 highlight bundled Open WebUI and GPU-accelerated local LLM inference

    Why:

    CURRENT
    Welcome to the Ollama Docker Compose Setup! This project simplifies the deployment of Ollama using Docker Compose, making it easy to run Ollama with all its dependencies in a containerized environment.
    COPY-PASTE FIX
    Welcome to the Ollama Docker Compose Setup! This project offers a pre-packaged, easy-to-deploy Docker solution for Ollama, bundling it with the popular Open WebUI for straightforward, GPU-accelerated local LLM inference. It simplifies running Ollama and its dependencies in a containerized environment.
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    docker, docker-compose, ollama
    COPY-PASTE FIX
    docker, docker-compose, ollama, llm, local-llm, gpu-acceleration, ai-models, deployment, open-webui
  • lowreadme#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under the terms specified in the [LICENSE](LICENSE) file.

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 mythrantic/ollama-docker
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ollama/ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 1×
  2. LM Studio · recommended 1×
  3. oobabooga/text-generation-webui · recommended 1×
  4. go-skynet/LocalAI · recommended 1×
  5. vllm-project/vllm · recommended 1×
  • CATEGORY QUERY
    How to easily deploy and manage local large language models using Docker Compose?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. LocalAI (go-skynet/LocalAI)
    5. vLLM (vllm-project/vllm)
    6. LiteLLM Proxy (BerriAI/litellm)

    AI recommended 6 alternatives but never named mythrantic/ollama-docker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to containerize AI models with GPU acceleration using Docker?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Container Toolkit (NVIDIA/nvidia-container-toolkit)
    2. NVIDIA NGC Docker Images
    3. Docker Compose (docker/compose)
    4. MLflow (mlflow/mlflow)
    5. Kubeflow (kubeflow/kubeflow)
    6. NVIDIA GPU Operator (NVIDIA/gpu-operator)
    7. Seldon Core (SeldonIO/seldon-core)
    8. ONNX Runtime (microsoft/onnxruntime)

    AI recommended 8 alternatives but never named mythrantic/ollama-docker. This is the gap to close.

    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 mythrantic/ollama-docker?
    pass
    AI named mythrantic/ollama-docker explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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