RRepoGEO

REPOGEO REPORT · LITE

mcmonkeyprojects/SwarmUI

Default branch master · commit 2cae02fd · scanned 6/22/2026, 5:56:51 AM

GitHub: 4,233 stars · 420 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
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 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
  • highabout#1
    Refine 'About' description and add homepage URL

    Why:

    CURRENT
    Description: "SwarmUI (formerly StableSwarmUI), A Modular Stable Diffusion Web-User-Interface, with an emphasis on making powertools easily accessible, high performance, and extensibility." Homepage: (none)
    COPY-PASTE FIX
    Description: "SwarmUI is a high-performance, modular web UI for AI image and video generation (Stable Diffusion, Z-Image, Flux, etc.), emphasizing accessible powertools and extensibility for both beginners and advanced users." Homepage: `https://SwarmUI.net`
  • hightopics#2
    Add specific topics to reinforce application status

    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, web-ui, ai-application, user-interface, stable-diffusion-ui, video-generation
  • mediumreadme#3
    Enhance README's opening to explicitly state its application nature and competitive positioning

    Why:

    CURRENT
    # SwarmUI

**SwarmUI v0.9.8 Beta**.

*Formerly known as StableSwarmUI.*

A Modular AI Image Generation Web-User-Interface, with an emphasis on making powertools easily accessible, high performance, and extensibility. Supports AI image models (*Stable Diffusion, Z-Image, Flux, Qwen Image, etc.*), and AI video models (*Wan, Hunyuan Video, etc.*), with plans to support eg audio and more in the future.
    COPY-PASTE FIX
    # SwarmUI

**SwarmUI v0.9.8 Beta**.

*Formerly known as StableSwarmUI.*

SwarmUI is a high-performance, modular web user interface for AI image and video generation, designed as a powerful alternative to UIs like ComfyUI and Automatic1111. It emphasizes accessible powertools, high performance, and extensibility. SwarmUI supports a wide range of AI image models (*Stable Diffusion, Z-Image, Flux, Qwen Image, etc.*) and AI video models (*Wan, Hunyuan Video, etc.*), with plans for future expansion into audio and more.

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
gradio-app/gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. gradio-app/gradio · recommended 1×
  2. streamlit/streamlit · recommended 1×
  3. vercel/next.js · recommended 1×
  4. facebook/react · recommended 1×
  5. chakra-ui/chakra-ui · recommended 1×
  • CATEGORY QUERY
    What are the best high-performance web UIs for AI image and video generation?
    you: not recommended
    AI recommended (in order):
    1. Gradio (gradio-app/gradio)
    2. Streamlit (streamlit/streamlit)
    3. Next.js (vercel/next.js)
    4. React (facebook/react)
    5. Chakra UI (chakra-ui/chakra-ui)
    6. Material UI (mui/material-ui)
    7. Vue.js (vuejs/core)
    8. Vuetify (vuetifyjs/vuetify)
    9. Element Plus (element-plus/element-plus)
    10. SvelteKit (sveltejs/kit)
    11. Svelte (sveltejs/svelte)
    12. Svelte Material UI (hperrin/svelte-material-ui)
    13. Carbon Components Svelte (carbon-design-system/carbon-components-svelte)

    AI recommended 13 alternatives but never named mcmonkeyprojects/SwarmUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an extensible and modular web interface for advanced AI image generation workflows.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. InvokeAI
    3. Automatic1111's Stable Diffusion web UI
    4. Fooocus
    5. Gradio
    6. Streamlit

    AI recommended 6 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 named mcmonkeyprojects/SwarmUI explicitly

    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?

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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