RRepoGEO

REPOGEO REPORT · LITE

xiaou61/Code-Nest

Default branch master · commit 1f83228d · scanned 6/11/2026, 12:56:43 PM

GitHub: 778 stars · 23 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 xiaou61/Code-Nest, 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 the README's opening to clearly state the project's purpose

    Why:

    CURRENT
    # Code Nest

## 📖 项目简介

Code Nest 是一个面向开发者的成长型社区与知识运营平台，采用 Spring Boot 3.4.4 + Vue3 + Vite 的前后端分离架构...
    COPY-PASTE FIX
    # Code Nest

Code Nest is an open-source full-stack developer learning and community platform, built with Spring Boot 3 and Vue 3, offering features like interview preparation, a question bank, blogging, and integrated chat.

## 📖 项目简介

Code Nest 是一个面向开发者的成长型社区与知识运营平台，采用 Spring Boot 3.4.4 + Vue3 + Vite 的前后端分离架构...
  • hightopics#2
    Add functional and domain-specific topics

    Why:

    CURRENT
    java, mybatis, springboot3, vue
    COPY-PASTE FIX
    java, mybatis, springboot3, vue, developer-community, learning-platform, interview-preparation, full-stack-project, chat-application
  • mediumabout#3
    Refine the 'About' description for clarity and keywords

    Why:

    CURRENT
    springboot 项目 Code-Nest 程序员一体化社区 学习项目
    COPY-PASTE FIX
    Code-Nest: A full-stack Spring Boot and Vue.js project for a developer learning community, featuring interview preparation, a question bank, and integrated chat.

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 xiaou61/Code-Nest
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
freeCodeCamp/freeCodeCamp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. freeCodeCamp/freeCodeCamp · recommended 1×
  2. TheOdinProject/theodinproject · recommended 1×
  3. forem/forem · recommended 1×
  4. discourse/discourse · recommended 1×
  5. TryGhost/Ghost · recommended 1×
  • CATEGORY QUERY
    Seeking open-source full-stack project examples for a developer learning and community platform.
    you: not recommended
    AI recommended (in order):
    1. freeCodeCamp (freeCodeCamp/freeCodeCamp)
    2. The Odin Project (TheOdinProject/theodinproject)
    3. DEV Community (forem) (forem/forem)
    4. Discourse (discourse/discourse)
    5. Ghost (TryGhost/Ghost)
    6. Open edX (openedx/edx-platform)
    7. Wagtail (wagtail/wagtail)

    AI recommended 7 alternatives but never named xiaou61/Code-Nest. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good examples of Spring Boot 3 and Vue 3 projects featuring interview prep and chat?
    you: not recommended
    AI recommended (in order):
    1. Spring Boot 3
    2. Vue 3
    3. Spring Data JPA
    4. Spring Security
    5. Spring WebFlux
    6. Vue Router
    7. Pinia
    8. Vuex
    9. Axios
    10. Spring WebSockets
    11. STOMP
    12. sockjs-client
    13. stompjs
    14. Hibernate
    15. Tailwind CSS
    16. BootstrapVue 3

    AI recommended 16 alternatives but never named xiaou61/Code-Nest. 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 xiaou61/Code-Nest?
    pass
    AI named xiaou61/Code-Nest explicitly

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

  • If a team adopts xiaou61/Code-Nest in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xiaou61/Code-Nest 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 xiaou61/Code-Nest solve, and who is the primary audience?
    pass
    AI named xiaou61/Code-Nest explicitly

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

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xiaou61/Code-Nest — 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