RRepoGEO

REPOGEO REPORT · LITE

mateaix/matecloud

Default branch dev · commit 20d489aa · scanned 6/30/2026, 4:41:38 PM

GitHub: 1,569 stars · 418 forks

AI VISIBILITY SCORE
40 /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
3 / 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 mateaix/matecloud, 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 'platform' and 'development kit'

    Why:

    CURRENT
    MateCloud** 是 **AI 原生 · 云原生**的 DDD 微服务脚手架，基于 **Spring Boot 4 + Spring Cloud 2025 + Dubbo 3 + Spring AI 2.0**，单体（`mate-monolith`）与微服务**双形态一键切换**。
    COPY-PASTE FIX
    MateCloud 是一个 **AI 原生 · 云原生**的 **DDD 微服务架构平台**，也是一个**多租户 SaaS 低代码开发套件**。它基于 **Spring Boot 4 + Spring Cloud 2025 + Dubbo 3 + Spring AI 2.0**，提供单体（`mate-monolith`）与微服务**双形态一键切换**。
  • mediumabout#2
    Enhance 'about' description to explicitly include 'framework' and 'starter kit'

    Why:

    CURRENT
    🔥MateCloud是一款基于Spring Cloud Alibaba的微服务架构。目前已经整合Spring Boot 4.0.7、 SpringCloud 2025、Spring Cloud Alibaba 2025、Spring Security Oauth2、Feign、Dubbo、JetCache、RocketMQ等，支持多租户的低代码平台，Saas平台开发套件
    COPY-PASTE FIX
    🔥MateCloud是一款基于Spring Cloud Alibaba的**全栈微服务架构平台与开发套件**，旨在作为**多租户SaaS低代码开发框架和Starter Kit**。它深度整合Spring Boot 4.0.7、 SpringCloud 2025、Spring Cloud Alibaba 2025、Spring Security Oauth2、Feign、Dubbo、JetCache、RocketMQ等核心技术，并支持AI原生功能。
  • lowreadme#3
    Add a 'Comparison with Similar Projects' section to the README

    Why:

    COPY-PASTE FIX
    ## 与同类项目对比 (Comparison with Similar Projects)

MateCloud is a comprehensive microservice architecture platform, not just a collection of Spring Cloud components. While it leverages projects like Spring Boot and Spring Cloud, it provides a complete, opinionated framework with DDD, multi-tenancy, AI integration, and a low-code development kit, offering a ready-to-use solution for SaaS applications.

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 mateaix/matecloud
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Spring Cloud Netflix
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Spring Cloud Netflix · recommended 1×
  2. Spring Boot · recommended 1×
  3. Spring Cloud Gateway · recommended 1×
  4. Netflix Eureka · recommended 1×
  5. Netflix Ribbon · recommended 1×
  • CATEGORY QUERY
    Seeking a Spring Cloud microservices framework for multi-tenant SaaS application development.
    you: not recommended
    AI recommended (in order):
    1. Spring Cloud Netflix
    2. Spring Boot
    3. Spring Cloud Gateway
    4. Netflix Eureka
    5. Netflix Ribbon
    6. Spring Cloud LoadBalancer
    7. Spring Cloud Config
    8. Spring Cloud Sleuth
    9. Zipkin
    10. Spring Security
    11. Hibernate Multi-Tenancy
    12. Spring Data JPA
    13. Keycloak
    14. Spring Cloud Kubernetes
    15. Istio
    16. Linkerd
    17. OpenTelemetry
    18. Spring Cloud Alibaba
    19. Nacos
    20. Sentinel
    21. Micronaut
    22. Micronaut Data
    23. Micronaut Security
    24. Micronaut HTTP Client
    25. Quarkus
    26. Quarkus Hibernate ORM with Panache
    27. Quarkus Security
    28. SmallRye Stork

    AI recommended 28 alternatives but never named mateaix/matecloud. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Spring Boot microservice starter kit with AI integration and domain-driven design.
    you: not recommended
    AI recommended (in order):
    1. Spring AI (spring-projects/spring-ai)
    2. Spring Boot (spring-projects/spring-boot)
    3. Axon Framework (AxonFramework/AxonFramework)
    4. OpenAI
    5. Azure OpenAI
    6. Hugging Face
    7. LangChain4j (langchain4j/langchain4j)
    8. jMolecules (xmolecules/jmz)
    9. Hugging Face Transformers (Java)
    10. Eventuate Tram (eventuate-tram/eventuate-tram-core)
    11. Spring Cloud Gateway (spring-cloud/spring-cloud-gateway)
    12. Netflix Zuul (Netflix/zuul)
    13. Eureka (Netflix/eureka)
    14. Consul (hashicorp/consul)
    15. Spring Cloud Config (spring-cloud/spring-cloud-config)
    16. Prometheus (prometheus/prometheus)
    17. Grafana (grafana/grafana)
    18. Zipkin (openzipkin/zipkin)
    19. Jaeger (jaegertracing/jaeger)
    20. ELK Stack
    21. Loki (grafana/loki)

    AI recommended 21 alternatives but never named mateaix/matecloud. 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 mateaix/matecloud?
    pass
    AI named mateaix/matecloud explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts mateaix/matecloud in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mateaix/matecloud 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 mateaix/matecloud solve, and who is the primary audience?
    pass
    AI named mateaix/matecloud 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 mateaix/matecloud. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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mateaix/matecloud — 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