RRepoGEO

REPOGEO REPORT · LITE

MindWorkAI/AI-Studio

Default branch main · commit 5045da3a · scanned 6/20/2026, 9:46:45 PM

GitHub: 502 stars · 49 forks

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 MindWorkAI/AI-Studio, 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's opening to clearly state it's a desktop application for LLMs

    Why:

    CURRENT
    # MindWork AI Studio

Are you new here? [Read here](#what-is-ai-studio) what AI Studio is.

## News
    COPY-PASTE FIX
    # MindWork AI Studio

MindWork AI Studio is a free, independent cross-platform desktop application designed for seamless interaction with local and cloud Large Language Models (LLMs) from various providers. It aims to democratize AI access by offering a unified, self-hostable platform for experimentation and use, similar to tools like LM Studio, Ollama, and Jan.

Are you new here? [Read here](#what-is-ai-studio) what AI Studio is.

## News
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai-assistant, business, llm
    COPY-PASTE FIX
    ai-assistant, business, llm, desktop-app, local-llm, cross-platform, llm-client, rag
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [describe your specific license(s) here, e.g., 'a custom license combining elements of X and Y. Please refer to the LICENSE file for full details.']

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 MindWorkAI/AI-Studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 1×
  2. Ollama · recommended 1×
  3. Jan · recommended 1×
  4. LocalAI · recommended 1×
  5. GPT4All · recommended 1×
  • CATEGORY QUERY
    What desktop application allows interacting with various local and cloud LLMs?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. LocalAI
    5. GPT4All
    6. Pinokio

    AI recommended 6 alternatives but never named MindWorkAI/AI-Studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate my personal documents and files with large language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Chroma
    6. Weaviate
    7. Pinecone

    AI recommended 7 alternatives but never named MindWorkAI/AI-Studio. 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 MindWorkAI/AI-Studio?
    pass
    AI did not name MindWorkAI/AI-Studio — 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 MindWorkAI/AI-Studio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MindWorkAI/AI-Studio 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 MindWorkAI/AI-Studio solve, and who is the primary audience?
    pass
    AI named MindWorkAI/AI-Studio explicitly

    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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