RRepoGEO

REPOGEO REPORT · LITE

mylxsw/aidea-server

Default branch main · commit 01f2422b · scanned 5/9/2026, 3:42:08 AM

GitHub: 1,748 stars · 478 forks

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 mylxsw/aidea-server, 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
  • highlicense#1
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the repository root to clearly state the project's licensing terms.
  • highreadme#2
    Reposition the README's opening paragraph to emphasize 'self-hostable platform'

    Why:

    CURRENT
    A fully open-source APP server built with Golang that integrates mainstream large language models and image generation models.
    COPY-PASTE FIX
    AIdea Server is a self-hostable, open-source Golang backend platform for AI chat and image generation, integrating mainstream large language models (LLMs) and image generation models (like Stable Diffusion).
  • hightopics#3
    Expand repository topics to improve category visibility

    Why:

    CURRENT
    ai, chatgpt, gpt, llm, stable-diffusion
    COPY-PASTE FIX
    ai, chatgpt, gpt, llm, stable-diffusion, self-hosted, backend, golang, ai-platform, image-generation, chat-server

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 mylxsw/aidea-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
go-skynet/LocalAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. go-skynet/LocalAI · recommended 2×
  2. invoke-ai/InvokeAI · recommended 1×
  3. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  4. oobabooga/text-generation-webui · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source self-hostable server for AI chat and image generation.
    you: not recommended
    AI recommended (in order):
    1. InvokeAI (invoke-ai/InvokeAI)
    2. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    3. Oobabooga's text-generation-webui (oobabooga/text-generation-webui)
    4. LocalAI (go-skynet/LocalAI)
    5. LM Studio
    6. ComfyUI (comfyanonymous/ComfyUI)

    AI recommended 6 alternatives but never named mylxsw/aidea-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some Golang-based backends for integrating various LLMs and Stable Diffusion?
    you: not recommended
    AI recommended (in order):
    1. LocalAI (go-skynet/LocalAI)
    2. Go-Ollama (ollama/ollama-go)
    3. Go-OpenAI (sashabaranov/go-openai)
    4. Go-Torch (gorgonia/gorch)
    5. Gin (gin-gonic/gin)
    6. Go-ONNXRuntime (owulveryck/go-onnxruntime)
    7. Hugging Face Inference API

    AI recommended 7 alternatives but never named mylxsw/aidea-server. 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 mylxsw/aidea-server?
    pass
    AI named mylxsw/aidea-server explicitly

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

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