REPOGEO REPORT · LITE

yihong0618/xiaogpt

Default branch main · commit 3de0af6b · scanned 6/29/2026, 11:52:25 AM

GitHub: 6,854 stars · 945 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

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 yihong0618/xiaogpt, 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 README's opening to emphasize unique value

Why:

CURRENT

# xiaogpt

[](https://pypi.org/project/xiaogpt)
[](https://hub.docker.com/r/yihong0618/xiaogpt)

<https://user-images.githubusercontent.com/15976103/226803357-72f87a41-a15b-409e-94f5-e2d262ecd53.mp4>

Play ChatGPT and other LLM with Xiaomi AI Speaker

COPY-PASTE FIX

# xiaogpt

Bridge the gap between your Xiaomi AI Speaker and advanced Large Language Models like ChatGPT, Gemini, and Llama3. `xiaogpt` allows you to use your voice to interact with powerful AI directly through your Xiaomi smart speaker, transforming it into a truly intelligent assistant.

[](https://pypi.org/project/xiaogpt)
[](https://hub.docker.com/r/yihong0618/xiaogpt)

<https://user-images.githubusercontent.com/15976103/226803357-72f87a41-a15b-409e-94f5-e2d262ecd53.mp4>

mediumtopics#2
Add more specific topics for smart speaker integration
Why:
CURRENT
```
chatgpt, llms, python, xiaomi
```
COPY-PASTE FIX
```
chatgpt, llms, python, xiaomi, smart-speaker, voice-assistant, ai-integration
```
lowhomepage#3
Add a homepage URL to the About section
Why:
COPY-PASTE FIX
```
https://github.com/yihong0618/xiaogpt
```

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 yihong0618/xiaogpt

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

home-assistant/core

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

home-assistant/core · recommended 1×
OpenAI GPT-3.5/GPT-4 · recommended 1×
ollama/ollama · recommended 1×
Google Gemini · recommended 1×
Google Assistant · recommended 1×

CATEGORY QUERY
How can I connect large language models to my smart home speaker devices?
you: not recommended
AI recommended (in order):
1. Home Assistant (home-assistant/core)
2. OpenAI GPT-3.5/GPT-4
3. ollama (ollama/ollama)
4. Google Gemini
5. Google Assistant
6. Amazon Alexa
7. HomeKit
8. ESPHome (esphome/esphome)
9. Mycroft AI (MycroftAI/mycroft-core)
10. llama.cpp (ggerganov/llama.cpp)
11. Anthropic Claude
12. Voiceflow
13. Zapier
AI recommended 13 alternatives but never named yihong0618/xiaogpt. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What Python libraries exist for integrating AI chatbots with voice assistant platforms?
you: not recommended
AI recommended (in order):
1. Rasa (RasaHQ/rasa)
2. OpenAI API (openai/openai-python)
3. Google Cloud Speech-to-Text/Text-to-Speech
4. Amazon Polly/Transcribe
5. AssemblyAI (AssemblyAI/assemblyai-python-sdk)
6. Mozilla DeepSpeech (mozilla/DeepSpeech)
7. Eleven Labs API (elevenlabs/elevenlabs-python)
AI recommended 7 alternatives but never named yihong0618/xiaogpt. 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 yihong0618/xiaogpt?
pass
AI named yihong0618/xiaogpt explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts yihong0618/xiaogpt in production, what risks or prerequisites should they evaluate first?
pass
AI named yihong0618/xiaogpt 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 yihong0618/xiaogpt solve, and who is the primary audience?
pass
AI named yihong0618/xiaogpt 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 yihong0618/xiaogpt. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/yihong0618/xiaogpt.svg)](https://repogeo.com/en/r/yihong0618/xiaogpt)

HTML

<a href="https://repogeo.com/en/r/yihong0618/xiaogpt"><img src="https://repogeo.com/badge/yihong0618/xiaogpt.svg" alt="RepoGEO" /></a>

Pro

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yihong0618/xiaogpt — 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