RRepoGEO

REPOGEO REPORT · LITE

xinnan-tech/xiaozhi-esp32-server

Default branch main · commit fb7e2e17 · scanned 5/18/2026, 5:47:28 PM

GitHub: 9,578 stars · 3,262 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 xinnan-tech/xiaozhi-esp32-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
  • highreadme#1
    Reposition README to clarify self-hosted/on-device nature

    Why:

    CURRENT
    本项目基于人机共生智能理论和技术研发智能终端软硬件体系<br/>为开源智能硬件项目 <a href="https://github.com/78/xiaozhi-esp32">xiaozhi-esp32</a>提供后端服务<br/>根据<a href="https://ccnphfhqs21z.feishu.cn/wiki/M0XiwldO9iJwHikpXD5cEx71nKh">小智通信协议</a>使用Python、Java、Vue实现<br/>支持MQTT+UDP协议、Websocket协议、MCP接入点、声纹识别、知识库
    COPY-PASTE FIX
    This project provides a <b>self-hosted</b> backend service for the open-source hardware project <a href="https://github.com/78/xiaozhi-esp32">xiaozhi-esp32</a>, helping you quickly build and independently manage an ESP32 device control server.<br/>Developed based on human-machine symbiosis intelligence theory and technology for smart terminal software and hardware systems, it implements the <a href="https://ccnphfhqs21z.feishu.cn/wiki/M0XiwldO9iJwHikpXD5cEx71nKh">Xiaozhi communication protocol</a> using Python, Java, and Vue, supporting MQTT+UDP, Websocket protocols, MCP access points, voice recognition, and knowledge bases.
  • mediumtopics#2
    Add more specific topics to clarify server type and features

    Why:

    CURRENT
    dify, esp32, mcp-server, xiaozhi, xiaozhi-ai, xiaozhi-esp32, xiaozhi-server
    COPY-PASTE FIX
    dify, esp32, mcp-server, xiaozhi, xiaozhi-ai, xiaozhi-esp32, xiaozhi-server, iot-server, mqtt-broker, websocket-server, voice-control, local-server, self-hosted, embedded-server
  • lowreadme#3
    Elevate 'Target Audience' statement to the README's introduction

    Why:

    CURRENT
    The statement '如果您已经购买了 ESP32 相关硬件，且成功对接过虾哥部署的后端服务，并希望独立搭建自己的 `xiaozhi-esp32` 后端服务，那么本项目非常适合您。' is in the '适用人群' section.
    COPY-PASTE FIX
    Integrate a sentence like 'This project is ideal for users who wish to independently host and manage their own ESP32 device control server.' into the first few paragraphs of the README, ideally near the project description.

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 xinnan-tech/xiaozhi-esp32-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS IoT Core
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS IoT Core · recommended 2×
  2. Google Cloud IoT Core · recommended 2×
  3. Microsoft Azure IoT Hub · recommended 1×
  4. thingsboard/thingsboard · recommended 1×
  5. Particle Cloud · recommended 1×
  • CATEGORY QUERY
    Seeking a scalable backend solution for managing multiple ESP32 IoT devices.
    you: not recommended
    AI recommended (in order):
    1. AWS IoT Core
    2. Google Cloud IoT Core
    3. Microsoft Azure IoT Hub
    4. ThingsBoard (thingsboard/thingsboard)
    5. Particle Cloud
    6. HiveMQ (hivemq/hivemq-mqtt-broker)

    AI recommended 6 alternatives but never named xinnan-tech/xiaozhi-esp32-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What server options support MQTT, Websocket, and voice control for embedded devices?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. ESPHome
    3. Tasmota
    4. Home Assistant Voice Assistant
    5. Rhasspy
    6. OpenWakeWord
    7. Piper TTS
    8. Node-RED
    9. Mosquitto
    10. Aedes
    11. Google Cloud Speech-to-Text
    12. Amazon Polly
    13. OpenHAB
    14. Mycroft AI
    15. Amazon Alexa
    16. Google Assistant
    17. Eclipse IoT
    18. VerneMQ
    19. Paho
    20. Node.js
    21. ws library
    22. Python
    23. websockets library
    24. Mozilla DeepSpeech
    25. Vosk
    26. Rasa NLU
    27. MaryTTS
    28. AWS IoT Core
    29. Google Cloud IoT Core
    30. AWS Lambda
    31. Google Cloud Functions
    32. Amazon Transcribe
    33. Amazon Lex
    34. Google Cloud Text-to-Speech
    35. Dialogflow

    AI recommended 35 alternatives but never named xinnan-tech/xiaozhi-esp32-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
    pass

  • 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 xinnan-tech/xiaozhi-esp32-server?
    pass
    AI named xinnan-tech/xiaozhi-esp32-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 xinnan-tech/xiaozhi-esp32-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xinnan-tech/xiaozhi-esp32-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 xinnan-tech/xiaozhi-esp32-server solve, and who is the primary audience?
    pass
    AI did not name xinnan-tech/xiaozhi-esp32-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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  • Brand-free category queries5 vs 2 in Lite
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