RRepoGEO

REPOGEO REPORT · LITE

OpenCoworkAI/open-codesign

Default branch main · commit cf007365 · scanned 5/8/2026, 4:36:27 AM

GitHub: 5,207 stars · 549 forks

AI VISIBILITY SCORE
27 /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
1 / 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 OpenCoworkAI/open-codesign, 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 the README H1 to specify category

    Why:

    CURRENT
    # Open CoDesign
    COPY-PASTE FIX
    # Open CoDesign: AI-Powered Prompt-to-Prototype UI Design Tool
  • mediumtopics#2
    Add more specific UI/UX design topics

    Why:

    CURRENT
    ai-design, anthropic, byok, claude, claude-code, claude-design, claude-design-alternative, deepseek, design-to-code, desktop-app, electron, figma-alternative, gemini, local-first, multi-model, ollama, openai, openrouter, typescript, ui-generator
    COPY-PASTE FIX
    ai-design, anthropic, byok, claude, claude-code, claude-design, claude-design-alternative, deepseek, design-to-code, desktop-app, electron, figma-alternative, gemini, local-first, multi-model, ollama, openai, openrouter, typescript, ui-generator, ui-prototyping, design-tool, ai-prototyping-tool
  • mediumreadme#3
    Refine the README tagline to be more specific about output

    Why:

    CURRENT
    > Your prompts. Your model. Your laptop. Turn prompts into polished artifacts — locally, openly, and with whichever model you already pay for.
    COPY-PASTE FIX
    > Your prompts. Your model. Your laptop. Turn prompts into polished UI prototypes, slides, and PDFs — locally, openly, and with whichever model you already pay for.

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 OpenCoworkAI/open-codesign
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Figma
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Figma · recommended 1×
  2. Magician for Figma · recommended 1×
  3. UI Generator · recommended 1×
  4. Llama 3 · recommended 1×
  5. Mixtral · recommended 1×
  • CATEGORY QUERY
    How can I generate UI prototypes and slides from text prompts using various local AI models?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Magician for Figma
    3. UI Generator
    4. Llama 3
    5. Mixtral
    6. Code Llama
    7. Ollama (ollama/ollama)
    8. LM Studio
    9. PowerPoint
    10. Google Slides
    11. Gradio (gradio-app/gradio)
    12. Streamlit (streamlit/streamlit)
    13. React (facebook/react)
    14. Vue (vuejs/core)
    15. Tailwind CSS (tailwindlabs/tailwindcss)
    16. Penpot (penpot/penpot)
    17. Hugging Face Transformers (huggingface/transformers)
    18. PyQt
    19. Kivy (kivy/kivy)
    20. Midjourney
    21. Stable Diffusion
    22. text-generation-webui (oobabooga/text-generation-webui)

    AI recommended 22 alternatives but never named OpenCoworkAI/open-codesign. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source desktop application to turn prompts into design artifacts, supporting BYOK.
    you: not recommended
    AI recommended (in order):
    1. InvokeAI (invoke-ai/InvokeAI)
    2. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    3. ComfyUI (comfyanonymous/ComfyUI)
    4. Draw Things (DrawThings/DrawThings)
    5. DiffusionBee (divamgupta/diffusionbee-stable-diffusion-ui)

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