REPOGEO REPORT · LITE

mylxsw/aidea-server

Default branch main · commit 01f2422b · scanned 6/18/2026, 10:36:51 PM

GitHub: 1,755 stars · 479 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

28 /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

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 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 clarify terms of use

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Create a LICENSE file in the repository root, specifying the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

highabout#2

Update the repository description to emphasize its role as a server

Why:

CURRENT

AIdea 是一款支持 GPT 以及国产大语言模型通义千问、文心一言等，支持 Stable Diffusion 文生图、图生图、 SDXL1.0、超分辨率、图片上色的全能型 APP。

COPY-PASTE FIX

AIdea Server 是一个基于 Golang 的开源后端，为 AIdea APP 提供统一的 API，集成 GPT、通义千问、文心一言等大语言模型，并支持 Stable Diffusion 文生图、图生图、SDXL1.0、超分辨率、图片上色等功能。

mediumtopics#3
Expand repository topics for better backend and self-hosting visibility
Why:
CURRENT
```
ai, chatgpt, gpt, llm, stable-diffusion
```
COPY-PASTE FIX
```
ai, chatgpt, gpt, llm, stable-diffusion, backend, server, golang, api, self-hosted, aidea
```

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

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
deepset-ai/haystack · recommended 1×
LAION-AI/Open-Assistant · recommended 1×
tiangolo/fastapi · recommended 1×

CATEGORY QUERY
What open-source backend integrates multiple large language models and stable diffusion for image generation?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. Haystack (deepset-ai/haystack)
4. Open Assistant (OASST) (LAION-AI/Open-Assistant)
5. FastAPI (tiangolo/fastapi)
6. Flask (pallets/flask)
7. Hugging Face `transformers` (huggingface/transformers)
8. Hugging Face `diffusers` (huggingface/diffusers)
AI recommended 8 alternatives but never named mylxsw/aidea-server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a self-hostable Go server for unified AI chat and image generation capabilities.
you: not recommended
AI recommended (in order):
1. LocalAI (go-skynet/LocalAI)
2. Ollama (ollama/ollama)
3. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
4. Cortex (cortexlabs/cortex)
5. ONNX Runtime (microsoft/onnxruntime)
6. TensorFlow Lite (tensorflow/tensorflow)
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 did not name mylxsw/aidea-server — 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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/mylxsw/aidea-server.svg)](https://repogeo.com/en/r/mylxsw/aidea-server)

HTML

<a href="https://repogeo.com/en/r/mylxsw/aidea-server"><img src="https://repogeo.com/badge/mylxsw/aidea-server.svg" alt="RepoGEO" /></a>

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mylxsw/aidea-server — 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