RRepoGEO

REPOGEO REPORT · LITE

mcmonkeyprojects/SwarmUI

Default branch master · commit 58d465e6 · scanned 5/11/2026, 11:47:45 PM

GitHub: 4,068 stars · 399 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 mcmonkeyprojects/SwarmUI, 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 sentence to emphasize "application" and C#/.NET differentiator

    Why:

    CURRENT
    A Modular AI Image Generation Web-User-Interface, with an emphasis on making powertools easily accessible, high performance, and extensibility.
    COPY-PASTE FIX
    SwarmUI is a complete, high-performance AI Image and Video Generation Web-User-Interface application, built on C#/.NET for speed and efficiency. It emphasizes accessible powertools and extensibility.
  • hightopics#2
    Expand GitHub topics to improve category visibility

    Why:

    CURRENT
    ai, comfyui, csharp, image-generation, javascript, machine-learning, ml, python, stable-diffusion
    COPY-PASTE FIX
    ai, comfyui, csharp, image-generation, javascript, machine-learning, ml, python, stable-diffusion, stable-diffusion-webui, generative-ai, ai-art, video-generation
  • mediumhomepage#3
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://SwarmUI.net

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 mcmonkeyprojects/SwarmUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
React
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. React · recommended 2×
  2. Gradio · recommended 1×
  3. Streamlit · recommended 1×
  4. Next.js · recommended 1×
  5. Vue.js · recommended 1×
  • CATEGORY QUERY
    What are some high-performance, extensible web UIs for AI image and video generation?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Next.js
    4. React
    5. Vue.js
    6. Nuxt.js
    7. Svelte
    8. SvelteKit
    9. Django
    10. HTMX
    11. Alpine.js
    12. Dash
    13. Flask
    14. React
    15. Plotly.js

    AI recommended 15 alternatives but never named mcmonkeyprojects/SwarmUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a modular AI art generation platform with advanced features and easy access to powertools.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI (comfyanonymous/ComfyUI)
    2. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Fooocus (lllyasviel/Fooocus)
    5. Stability AI DreamStudio

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

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

Embed your GEO score

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MARKDOWN (README)
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mcmonkeyprojects/SwarmUI — 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