RRepoGEO

REPOGEO REPORT · LITE

aingdesk/AingDesk

Default branch main · commit 40b1be51 · scanned 5/28/2026, 2:57:02 PM

GitHub: 2,507 stars · 281 forks

AI VISIBILITY SCORE
40 /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
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 aingdesk/AingDesk, 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 core identity statement in the README

    Why:

    CURRENT
    # AingDesk
[简体中文](README.zh_cn.md) | Official Website | Documentation
AingDesk是一款简单好用的AI助手...
A user-friendly AI assistant software that supports local AI models, APIs, and knowledge base setup.
    COPY-PASTE FIX
    # AingDesk
A user-friendly AI assistant software that supports local AI models, APIs, and knowledge base setup.

[简体中文](README.zh_cn.md) | Official Website | Documentation
AingDesk是一款简单好用的AI助手，支持知识库、模型API、分享、联网搜索、智能体，它还在飞快成长中。
AingDesk is an easy-to-use AI assistant that supports knowledge bases, model APIs, sharing, web search, and intelligent agents. It's rapidly growing and improving.
  • mediumtopics#2
    Add more functional and application-oriented topics

    Why:

    CURRENT
    deepseek, electron, llm, localai, nodejs, ollama
    COPY-PASTE FIX
    ai-assistant, desktop-app, knowledge-base, agent, web-search, self-hosted, deepseek, electron, llm, localai, nodejs, ollama
  • lowreadme#3
    Add a 'Why AingDesk?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why AingDesk?

AingDesk stands out by offering a comprehensive, user-friendly AI assistant experience that seamlessly integrates local AI models, mainstream model APIs, personal knowledge bases, and intelligent agents, all within a self-hostable desktop application. It's designed for both AI newcomers and power users seeking a versatile, all-in-one solution.

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 aingdesk/AingDesk
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. PrivateGPT · recommended 1×
  5. LocalAI · recommended 1×
  • CATEGORY QUERY
    What's a good desktop AI assistant for local models and custom knowledge bases?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. PrivateGPT
    5. LocalAI

    AI recommended 5 alternatives but never named aingdesk/AingDesk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to deploy a shareable AI assistant with web search and agent capabilities?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. FastAPI
    3. Streamlit
    4. AWS
    5. GCP
    6. Azure
    7. PostgreSQL
    8. MongoDB
    9. Pinecone
    10. Weaviate
    11. LlamaIndex
    12. Flask
    13. Hugging Face Transformers
    14. Gradio
    15. Hugging Face Spaces
    16. Voiceflow
    17. Botpress
    18. OpenAI Assistants API
    19. React
    20. Vue
    21. Svelte
    22. Node.js Express

    AI recommended 22 alternatives but never named aingdesk/AingDesk. 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 aingdesk/AingDesk?
    pass
    AI named aingdesk/AingDesk explicitly

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

  • If a team adopts aingdesk/AingDesk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aingdesk/AingDesk 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 aingdesk/AingDesk solve, and who is the primary audience?
    pass
    AI named aingdesk/AingDesk explicitly

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

Embed your GEO score

Drop this badge into the README of aingdesk/AingDesk. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/aingdesk/AingDesk.svg)](https://repogeo.com/en/r/aingdesk/AingDesk)
HTML
<a href="https://repogeo.com/en/r/aingdesk/AingDesk"><img src="https://repogeo.com/badge/aingdesk/AingDesk.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

aingdesk/AingDesk — 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