RRepoGEO

REPOGEO REPORT · LITE

FlyMyAI/flymyai-lora-trainer

Default branch main · commit 7bd57a21 · scanned 5/30/2026, 7:41:55 PM

GitHub: 751 stars · 66 forks

AI VISIBILITY SCORE
35 /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
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 FlyMyAI/flymyai-lora-trainer, 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
    Add specific topics to improve category visibility

    Why:

    COPY-PASTE FIX
    lora, text-to-image, qwen-image, flux-model, fine-tuning, generative-ai, machine-learning, deep-learning, diffusers, ai-training, qwen-image-edit
  • highhomepage#2
    Add the official website as the repository homepage

    Why:

    COPY-PASTE FIX
    https://flymy.ai
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) here, e.g., a custom license or a combination of licenses]. Please refer to the `LICENSE` file for full details.

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 FlyMyAI/flymyai-lora-trainer
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
kohya-ss/sd-scripts
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. kohya-ss/sd-scripts · recommended 2×
  2. diffusers library · recommended 1×
  3. OpenAccess-AI-Collective/axolotl · recommended 1×
  4. peft library · recommended 1×
  5. sd-webui-train-tools · recommended 1×
  • CATEGORY QUERY
    How can I fine-tune large text-to-image models efficiently using low-rank adaptation?
    you: not recommended
    AI recommended (in order):
    1. diffusers library
    2. kohya_ss (kohya-ss/sd-scripts)
    3. Axolotl (OpenAccess-AI-Collective/axolotl)
    4. peft library
    5. sd-webui-train-tools
    6. LoRA-DreamBooth (XavierXiao/LoRA_DreamBooth)

    AI recommended 6 alternatives but never named FlyMyAI/flymyai-lora-trainer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools exist for fine-tuning text-to-image models for specific styles?
    you: not recommended
    AI recommended (in order):
    1. kohya_ss (kohya-ss/sd-scripts)
    2. Diffusers (huggingface/diffusers)
    3. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. Dreambooth Extension for Automatic1111 (d8ahazard/sd_dreambooth_extension)
    6. Textual Inversion (official scripts)

    AI recommended 6 alternatives but never named FlyMyAI/flymyai-lora-trainer. 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 FlyMyAI/flymyai-lora-trainer?
    pass
    AI named FlyMyAI/flymyai-lora-trainer explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of FlyMyAI/flymyai-lora-trainer. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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