RRepoGEO

REPOGEO REPORT · LITE

xinnan-tech/xiaozhi-esp32-server

Default branch main · commit 67dde7cc · scanned 6/30/2026, 12:32:41 AM

GitHub: 9,928 stars · 3,380 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
    Strengthen README's opening paragraph to clarify IoT backend positioning

    Why:

    CURRENT
    <h1 align="center">小智后端服务xiaozhi-esp32-server</h1>

<p align="center">
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
</p>
    COPY-PASTE FIX
    <h1 align="center">小智后端服务xiaozhi-esp32-server</h1>
<p align="center">
This project provides a comprehensive backend service and framework for ESP32 IoT devices, enabling you to quickly build and manage your own device control server with support for MQTT, UDP, Websocket, voice recognition, and knowledge bases.
</p>
<p align="center">
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
</p>
  • mediumtopics#2
    Expand GitHub topics with broader IoT backend and framework terms

    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-backend, iot-framework, mqtt-server, esp32-server, voice-control, device-management, python, java, vue
  • lowcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

While platforms like Node-RED, Home Assistant, and Blynk offer comprehensive IoT solutions, xiaozhi-esp32-server provides a focused, self-hostable backend framework specifically designed for ESP32 device control. It offers a lightweight alternative for developers who need a dedicated server with MQTT, UDP, Websocket, voice recognition, and knowledge base capabilities, without the overhead of a full-fledged smart home or automation platform. Our project is ideal for those looking to quickly deploy a custom backend for their ESP32 projects.

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
node-red/node-red
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. node-red/node-red · recommended 2×
  2. home-assistant/core · recommended 1×
  3. Blynk · recommended 1×
  4. openhab/openhab-core · recommended 1×
  5. Adafruit IO · recommended 1×
  • CATEGORY QUERY
    How to quickly set up a server to control my ESP32 IoT devices?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Node-RED (node-red/node-red)
    3. Blynk
    4. OpenHAB (openhab/openhab-core)
    5. Adafruit IO
    6. ThingsBoard (thingsboard/thingsboard)

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a backend framework supporting MQTT and voice recognition for IoT projects.
    you: not recommended
    AI recommended (in order):
    1. Node-RED (node-red/node-red)
    2. AWS IoT Core
    3. AWS Lambda
    4. Amazon Transcribe
    5. Amazon Polly
    6. Google Cloud IoT Core
    7. Google Cloud Functions
    8. Google Cloud Speech-to-Text
    9. Google Cloud Text-to-Speech
    10. Azure IoT Hub
    11. Azure Functions
    12. Azure Cognitive Services
    13. Speech Service
    14. Python
    15. Paho MQTT (eclipse/paho.mqtt.python)
    16. SpeechRecognition (Uberi/speech_recognition)
    17. vosk (alphacep/vosk-api)
    18. DeepSpeech (mozilla/DeepSpeech)
    19. Flask (pallets/flask)
    20. Django (django/django)
    21. Eclipse Vert.x (eclipse-vertx/vert.x)

    AI recommended 21 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?

Embed your GEO score

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xinnan-tech/xiaozhi-esp32-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