RRepoGEO

REPOGEO REPORT · LITE

dezoito/ollama-grid-search

Default branch main · commit 6f438960 · scanned 6/12/2026, 6:21:57 PM

GitHub: 938 stars · 55 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 dezoito/ollama-grid-search, 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 H1 and opening sentence to clarify its nature as a desktop application for Ollama

    Why:

    CURRENT
    # Ollama Grid Search: Instantly Evaluate Multiple LLMs and Prompts.

This project automates the process of selecting the best models, prompts, or inference parameters for a given use-case, allowing you to iterate over their combinations and to visually inspect the results.
    COPY-PASTE FIX
    # Ollama Grid Search: A Desktop Application for Instantly Evaluating Multiple Ollama LLMs and Prompts.

This multi-platform desktop application automates the process of selecting the best Ollama models, prompts, or inference parameters for a given use-case, allowing you to iterate over their combinations and to visually inspect the results.
  • mediumhomepage#2
    Add the blog post URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://dezoito.github.io/2023/12/27/rust-ollama-grid-search.html
  • mediumtopics#3
    Add more specific topics to emphasize 'desktop app' and 'LLM evaluation tool'

    Why:

    CURRENT
    ab-testing, ai, grid-search, gridsearch, llm, ollama, rust, testing-tools
    COPY-PASTE FIX
    ab-testing, ai, desktop-app, evaluation-tool, grid-search, gridsearch, llm, llm-evaluation, ollama, ollama-tool, rust, testing-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 dezoito/ollama-grid-search
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MLflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MLflow · recommended 2×
  2. LangChain · recommended 2×
  3. OpenAI Evals · recommended 2×
  4. W&B Prompts · recommended 1×
  5. Label Studio · recommended 1×
  • CATEGORY QUERY
    How to systematically compare different LLM models and prompts for performance?
    you: not recommended
    AI recommended (in order):
    1. W&B Prompts
    2. MLflow
    3. LangChain
    4. OpenAI Evals
    5. Label Studio
    6. Surge AI
    7. Scale AI
    8. Pandas
    9. Matplotlib
    10. nltk
    11. rouge_score
    12. Google Sheets
    13. Excel

    AI recommended 13 alternatives but never named dezoito/ollama-grid-search. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help with A/B testing various LLM prompts and parameters locally?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Evals
    4. Promptfoo
    5. Weights & Biases
    6. MLflow
    7. litellm
    8. ollama
    9. vLLM

    AI recommended 9 alternatives but never named dezoito/ollama-grid-search. 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 dezoito/ollama-grid-search?
    pass
    AI did not name dezoito/ollama-grid-search — 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 dezoito/ollama-grid-search in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dezoito/ollama-grid-search 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 dezoito/ollama-grid-search solve, and who is the primary audience?
    pass
    AI named dezoito/ollama-grid-search 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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