RRepoGEO

REPOGEO REPORT · LITE

yihong0618/xiaogpt

Default branch main · commit 3de0af6b · scanned 5/18/2026, 5:57:21 AM

GitHub: 6,838 stars · 946 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 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 the README's opening to highlight its unique integration role

    Why:

    CURRENT
    Play ChatGPT and other LLM with Xiaomi AI Speaker
    COPY-PASTE FIX
    A Python project to seamlessly integrate various Large Language Models (LLMs) like ChatGPT, Gemini, and Llama3 with your Xiaomi AI Speaker, turning it into a powerful, customizable voice assistant.
  • hightopics#2
    Expand repository topics for better category matching

    Why:

    CURRENT
    chatgpt, llms, python, xiaomi
    COPY-PASTE FIX
    chatgpt, llms, python, xiaomi, smart-speaker, voice-assistant, home-automation, ai-assistant-integration
  • mediumhomepage#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
0%
Of all named tools, what % are you?
Top rival
Home Assistant
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Home Assistant · recommended 1×
  2. OpenAI · recommended 1×
  3. HACS · recommended 1×
  4. Mycroft AI · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models with my smart home voice assistant devices?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. OpenAI
    3. HACS
    4. Mycroft AI
    5. Ollama
    6. Llama.cpp
    7. Rhasspy
    8. Google Assistant
    9. Dialogflow
    10. Google Cloud Functions
    11. AWS Lambda
    12. PaLM
    13. Gemini
    14. Amazon Alexa
    15. Amazon Bedrock
    16. Claude
    17. Llama 2
    18. OpenVoiceOS
    19. HAIL

    AI recommended 19 alternatives but never named yihong0618/xiaogpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python project to connect multiple different large language models to a smart speaker?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. ElevenLabs
    3. SpeechRecognition (Uberi/speech_recognition)
    4. Hugging Face Transformers (huggingface/transformers)
    5. Google Cloud Speech-to-Text
    6. Google Cloud Text-to-Speech
    7. Google Gemini API
    8. AssemblyAI
    9. Anthropic Claude API
    10. Picovoice Rhino (Picovoice/rhino)
    11. Picovoice Porcupine (Picovoice/porcupine)
    12. Mycroft Mimic 3 (MycroftAI/mimic3)
    13. Vosk (alphacep/vosk-api)

    AI recommended 13 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 did not name yihong0618/xiaogpt — 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 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.

RepoGEO badge previewLive 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

Subscribe to Pro for deep diagnoses

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