RRepoGEO

REPOGEO REPORT · LITE

joey-zhou/xiaozhi-esp32-server-java

Default branch main · commit 59b286b9 · scanned 5/9/2026, 1:16:54 PM

GitHub: 1,243 stars · 454 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 joey-zhou/xiaozhi-esp32-server-java, 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 opening to emphasize 'Enterprise Java IoT Platform'

    Why:

    CURRENT
    基于 Xiaozhi ESP32 项目开发的 Java 版本服务端，包含完整前后端管理平台 为智能硬件设备提供强大的后端支持和直观的管理界面
    COPY-PASTE FIX
    This is an **Enterprise Java management platform for Xiaozhi ESP32 devices**, offering a full-stack solution with device monitoring, voice customization, role switching, and dialogue history management. It provides powerful backend support and an intuitive management interface for smart hardware devices.
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/joey-zhou/xiaozhi-esp32-server-java (or a dedicated project website if one exists)
  • mediumtopics#3
    Expand topics to include 'IoT management' and 'device management'

    Why:

    CURRENT
    esp32, java, mcp, mcp-client, mcp-server, spring-ai, stt, tts, xiaozhi, xiaozhi-ai, xiaozhi-esp32, xiaozhi-server
    COPY-PASTE FIX
    esp32, java, mcp, mcp-client, mcp-server, spring-ai, stt, tts, xiaozhi, xiaozhi-ai, xiaozhi-esp32, xiaozhi-server, iot-management, device-management, enterprise-iot, full-stack-iot

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 joey-zhou/xiaozhi-esp32-server-java
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Eclipse IoT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Eclipse IoT · recommended 1×
  2. Eclipse Ditto · recommended 1×
  3. Eclipse Hono · recommended 1×
  4. ThingsBoard · recommended 1×
  5. Apache Kafka · recommended 1×
  • CATEGORY QUERY
    Enterprise Java platform to manage and monitor IoT devices like ESP32
    you: not recommended
    AI recommended (in order):
    1. Eclipse IoT
    2. Eclipse Ditto
    3. Eclipse Hono
    4. ThingsBoard
    5. Apache Kafka
    6. Kafka Streams
    7. KSQL DB
    8. Spring Boot
    9. Spring Cloud Stream
    10. Spring Integration
    11. Eclipse Kura
    12. WSO2 IoT Server
    13. OpenRemote

    AI recommended 13 alternatives but never named joey-zhou/xiaozhi-esp32-server-java. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a full-stack solution for intelligent devices with voice interaction and management
    you: not recommended
    AI recommended (in order):
    1. AWS IoT Core
    2. Amazon Alexa Voice Service (AVS)
    3. AWS Amplify
    4. AWS AppSync
    5. Google Cloud IoT Core
    6. Google Assistant SDK
    7. Firebase
    8. Firestore
    9. Microsoft Azure IoT Hub
    10. Azure Cognitive Services
    11. Azure App Service
    12. Azure Static Web Apps
    13. Azure Functions
    14. Azure Cosmos DB
    15. Home Assistant (home-assistant/core)
    16. ESPHome (esphome/esphome)
    17. Tasmota (arendst/Tasmota)
    18. Mycroft AI (MycroftAI/mycroft-core)
    19. Flask (pallets/flask)
    20. Express (expressjs/express)
    21. Particle IoT Platform
    22. Google Assistant
    23. Amazon Alexa
    24. Tuya Smart Platform

    AI recommended 24 alternatives but never named joey-zhou/xiaozhi-esp32-server-java. 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 joey-zhou/xiaozhi-esp32-server-java?
    pass
    AI did not name joey-zhou/xiaozhi-esp32-server-java — 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 joey-zhou/xiaozhi-esp32-server-java in production, what risks or prerequisites should they evaluate first?
    pass
    AI named joey-zhou/xiaozhi-esp32-server-java 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 joey-zhou/xiaozhi-esp32-server-java solve, and who is the primary audience?
    pass
    AI did not name joey-zhou/xiaozhi-esp32-server-java — 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
  • Prioritized action items8 vs 3 in Lite