RRepoGEO

REPOGEO REPORT · LITE

vladmandic/sdnext

Default branch master · commit 6dbaa090 · scanned 6/19/2026, 1:16:53 PM

GitHub: 7,134 stars · 562 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
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 vladmandic/sdnext, 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 H1 and opening sentence to specify "Python-based Stable Diffusion WebUI"

    Why:

    CURRENT
    # SD.Next: All-in-one WebUI
SD.Next is a state-of-the-art, open-source server application and web interface (WebUI) for AI image and video generation, built on Stable Diffusion and supporting dozens of advanced models.
    COPY-PASTE FIX
    # SD.Next: Advanced Python WebUI for Stable Diffusion
SD.Next is a state-of-the-art, open-source Python-based server application and web interface (WebUI) for advanced Stable Diffusion image and video generation, built on Stable Diffusion and supporting dozens of advanced models. It's designed for artists, researchers, and AI enthusiasts seeking high performance and flexibility.
  • mediumtopics#2
    Add more specific compound topics for Stable Diffusion Web UIs

    Why:

    CURRENT
    ai-art, caption, diffusers, generative-art, python, pytorch, sdnext, stable-diffusion, transformers, webui
    COPY-PASTE FIX
    ai-art, caption, diffusers, generative-art, python, pytorch, sdnext, stable-diffusion, transformers, webui, stable-diffusion-webui, ai-image-generation, ai-video-generation
  • mediumreadme#3
    Highlight core differentiators and relationship to AUTOMATIC1111 early in README

    Why:

    CURRENT
    The "Why SD.Next?" section starts with "SD.Next is feature-rich open-source AI art generation platform with a focus on performance, flexibility, and use".
    COPY-PASTE FIX
    Add the following sentence to the beginning of the "Why SD.Next?" section: `Building upon and refining established projects like AUTOMATIC1111, SD.Next offers superior performance, especially for SDXL, and a modern, responsive user interface.`

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 vladmandic/sdnext
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RunwayML
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML · recommended 1×
  2. Leonardo.Ai · recommended 1×
  3. CapCut (Web Version) · recommended 1×
  4. Simplified · recommended 1×
  5. Canva (with AI features) · recommended 1×
  • CATEGORY QUERY
    Looking for an all-in-one web interface to generate, caption, and process AI images and video.
    you: not recommended
    AI recommended (in order):
    1. RunwayML
    2. Leonardo.Ai
    3. CapCut (Web Version)
    4. Simplified
    5. Canva (with AI features)
    6. Adobe Express (with AI features)

    AI recommended 6 alternatives but never named vladmandic/sdnext. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are robust Python-based web UIs for advanced stable diffusion image and video creation?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Fooocus (lllyasviel/Fooocus)
    5. Diffusers (huggingface/diffusers)
    6. Streamlit (streamlit/streamlit)
    7. Flask (pallets/flask)
    8. FastAPI (tiangolo/fastapi)

    AI recommended 8 alternatives but never named vladmandic/sdnext. 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 vladmandic/sdnext?
    pass
    AI named vladmandic/sdnext explicitly

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

  • If a team adopts vladmandic/sdnext in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vladmandic/sdnext 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 vladmandic/sdnext solve, and who is the primary audience?
    pass
    AI did not name vladmandic/sdnext — 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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite