RRepoGEO

REPOGEO REPORT · LITE

Explorerlowi/ESP32_AI_LLM

Default branch master · commit ccaee17d · scanned 6/5/2026, 12:23:50 AM

GitHub: 521 stars · 101 forks

AI VISIBILITY SCORE
22 /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
1 / 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 Explorerlowi/ESP32_AI_LLM, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    esp32, llm, ai, voice-assistant, chatgpt, claude, iflytek, embedded-system, real-time-display, speech-to-text, text-to-speech, edge-ai, microcontroller, smart-speaker, esp32-s3
  • highreadme#2
    Reposition the core project description to the README's opening

    Why:

    CURRENT
    # ESP32_AI_LLM

## 目录
    COPY-PASTE FIX
    # ESP32_AI_LLM

本项目基于ESP32/ESP32-S3实现了一个智能语音助手，支持接入ChatGPT、Claude、讯飞星火等15款大模型，提供语音唤醒、连续对话、音乐播放及实时显示对话内容等功能。这是一个完整的、开箱即用的嵌入式AI语音聊天项目。

## 目录
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/Explorerlowi/ESP32_AI_LLM

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 Explorerlowi/ESP32_AI_LLM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
espressif/esp-adf
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. espressif/esp-adf · recommended 2×
  2. espressif/esp-idf · recommended 1×
  3. espressif/esp-skainet · recommended 1×
  4. openai/whisper · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I build an ESP32 voice assistant with multiple large language model support?
    you: not recommended
    AI recommended (in order):
    1. ESP-IDF (espressif/esp-idf)
    2. ESP-ADF (espressif/esp-adf)
    3. ESP-Skainet (espressif/esp-skainet)
    4. Whisper (OpenAI) (openai/whisper)
    5. OpenAI API
    6. Google Cloud Text-to-Speech
    7. AWS Polly
    8. Azure Cognitive Services
    9. Llama.cpp (ggerganov/llama.cpp)
    10. Ollama (ollama/ollama)
    11. MQTT
    12. WebSockets
    13. esp-mqtt (espressif/esp-mqtt)
    14. Mosquitto (eclipse/mosquitto)

    AI recommended 14 alternatives but never named Explorerlowi/ESP32_AI_LLM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an embedded system project for voice AI chat with real-time display.
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi
    2. Mycroft AI (MycroftAI/mycroft-core)
    3. ESP32
    4. ESP-ADF (espressif/esp-adf)
    5. Google Cloud Speech-to-Text
    6. Amazon Polly
    7. NVIDIA Jetson Nano
    8. NVIDIA Riva (nvidia/riva)
    9. Google Coral Dev Board
    10. TensorFlow Lite for Microcontrollers (tensorflow/tflite-micro)
    11. BeagleBone AI
    12. CMU PocketSphinx (cmusphinx/pocketsphinx)
    13. Kaldi (kaldi-asr/kaldi)
    14. RASA NLU (RasaHQ/rasa)

    AI recommended 14 alternatives but never named Explorerlowi/ESP32_AI_LLM. 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 Explorerlowi/ESP32_AI_LLM?
    pass
    AI did not name Explorerlowi/ESP32_AI_LLM — 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 Explorerlowi/ESP32_AI_LLM in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Explorerlowi/ESP32_AI_LLM 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 Explorerlowi/ESP32_AI_LLM solve, and who is the primary audience?
    pass
    AI did not name Explorerlowi/ESP32_AI_LLM — 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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Explorerlowi/ESP32_AI_LLM — 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