RRepoGEO

REPOGEO REPORT · LITE

sammcj/gollama

Default branch main · commit af1c48d9 · scanned 5/24/2026, 8:07:23 AM

GitHub: 1,785 stars · 104 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 sammcj/gollama, 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 the README's opening to clarify its role as a standalone TUI application

    Why:

    CURRENT
    Gollama is a macOS / Linux tool for managing Ollama models.
    COPY-PASTE FIX
    Gollama is a **standalone TUI application** for macOS / Linux, designed as a powerful **management utility** for your Ollama models.
  • hightopics#2
    Add specific topics to emphasize model management and CLI utility

    Why:

    CURRENT
    ai, ggml, gguf, linux, llm, macos, models, ollama, tui
    COPY-PASTE FIX
    ai, ggml, gguf, linux, llm, macos, models, ollama, tui, ollama-manager, llm-management, model-management, cli-tool
  • mediumreadme#3
    Add a 'Comparison' or 'FAQ' section to differentiate from LLM platforms

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., 'Comparison' or 'FAQ') to the README with content like: 'Gollama is not an alternative to Ollama, LM Studio, or Jan; it is a dedicated TUI application designed to enhance your experience by providing robust management capabilities for your existing Ollama models.'

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 sammcj/gollama
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LM Studio · recommended 1×
  3. Jan · recommended 1×
  4. LocalAI · recommended 1×
  5. Hugging Face Hub · recommended 1×
  • CATEGORY QUERY
    How can I easily manage local large language models, including listing and deleting them?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. Jan
    4. LocalAI
    5. Hugging Face Hub

    AI recommended 5 alternatives but never named sammcj/gollama. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a TUI for managing local AI models on macOS or Linux systems.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. MLflow
    3. Textual
    4. Rich
    5. transformers
    6. conda
    7. mamba
    8. docker
    9. podman

    AI recommended 9 alternatives but never named sammcj/gollama. 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 sammcj/gollama?
    pass
    AI named sammcj/gollama explicitly

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

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

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

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sammcj/gollama — 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