RRepoGEO

REPOGEO REPORT · LITE

filipstrand/mflux

Default branch main · commit da36fe5e · scanned 5/24/2026, 4:32:04 AM

GitHub: 2,073 stars · 147 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 filipstrand/mflux, 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
    Clarify README's opening statement to prevent miscategorization

    Why:

    CURRENT
    ### About

Run the latest state-of-the-art generative image models locally on your Mac in native MLX!
    COPY-PASTE FIX
    ### About

Mflux is a collection of native MLX implementations for state-of-the-art generative image models, enabling efficient local execution on Apple Silicon Macs. This project focuses purely on generative AI and is *not* a state management library.
  • hightopics#2
    Remove the ambiguous 'flux' topic

    Why:

    CURRENT
    ai, apple-silicon, diffusers, fibo, flux, huggingface, ml, mlx, qwen, qwen-image, seedvr2, transformers, z-image
    COPY-PASTE FIX
    ai, apple-silicon, diffusers, fibo, huggingface, ml, mlx, qwen, qwen-image, seedvr2, transformers, z-image
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/filipstrand/mflux

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 filipstrand/mflux
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DiffusionBee
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. DiffusionBee · recommended 1×
  2. invoke-ai/InvokeAI · recommended 1×
  3. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  4. comfyanonymous/ComfyUI · recommended 1×
  5. Draw Things · recommended 1×
  • CATEGORY QUERY
    How can I run state-of-the-art generative image models natively on my Apple Silicon Mac?
    you: not recommended
    AI recommended (in order):
    1. DiffusionBee
    2. InvokeAI (invoke-ai/InvokeAI)
    3. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. Draw Things
    6. Hugging Face Diffusers Library (huggingface/diffusers)
    7. MLX framework (ml-explore/mlx)

    AI recommended 7 alternatives but never named filipstrand/mflux. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What libraries offer generative AI image models optimized for Apple's MLX framework?
    you: not recommended
    AI recommended (in order):
    1. mlx-examples
    2. diffusers
    3. Core ML Tools
    4. PyTorch
    5. JAX

    AI recommended 5 alternatives but never named filipstrand/mflux. 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 filipstrand/mflux?
    pass
    AI did not name filipstrand/mflux — 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 filipstrand/mflux in production, what risks or prerequisites should they evaluate first?
    pass
    AI named filipstrand/mflux 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 filipstrand/mflux solve, and who is the primary audience?
    pass
    AI named filipstrand/mflux explicitly

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

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filipstrand/mflux — 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