RRepoGEO

REPOGEO REPORT · LITE

itwanger/paicoding

Default branch main · commit 95298f9c · scanned 5/23/2026, 6:18:16 AM

GitHub: 3,095 stars · 604 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
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 itwanger/paicoding, 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
  • hightopics#1
    Add specific topics for 'community' and 'education/learning platform'

    Why:

    CURRENT
    java, mybatis, mysql, redis, spring, springboot
    COPY-PASTE FIX
    java, mybatis, mysql, redis, spring, springboot, community-platform, learning-platform, education, programming-tutorials
  • highreadme#2
    Strengthen the README's opening sentence to emphasize its role as a learning/educational community platform

    Why:

    CURRENT
    一个基于 Spring Boot、MyBatis-Plus、MySQL、Redis、ElasticSearch、MongoDB、Docker、RabbitMQ 等技术栈实现的社区系统，采用主流的互联网技术架构、全新的UI设计、支持一键源码部署，拥有完整的文章&教程发布/搜索/评论/统计流程等，代码完全开源，没有任何二次封装，是一个非常适合二次开发/实战的现代化社区项目👍 。
    COPY-PASTE FIX
    一个基于 Spring Boot、MyBatis-Plus、MySQL、Redis、ElasticSearch、MongoDB、Docker、RabbitMQ 等主流技术栈实现的**开源编程学习社区系统**，采用主流的互联网技术架构、全新的UI设计、支持一键源码部署，拥有完整的文章&教程发布/搜索/评论/统计流程等，代码完全开源，没有任何二次封装，是一个非常适合二次开发/实战的现代化社区项目👍 。
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## 🚀 与同类项目的对比 (Comparison with Similar Projects)' explaining how Paicoding differs from general CMS platforms (like Liferay DXP, Strapi) or generic Spring Boot examples, by focusing on its complete, ready-to-deploy *programming learning community* features and detailed tutorials.

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 itwanger/paicoding
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Liferay DXP
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Liferay DXP · recommended 1×
  2. Magnolia CMS · recommended 1×
  3. Strapi · recommended 1×
  4. Spring Boot · recommended 1×
  5. JHipster · recommended 1×
  • CATEGORY QUERY
    How can I quickly set up a content-rich community platform using modern Java technologies?
    you: not recommended
    AI recommended (in order):
    1. Liferay DXP
    2. Magnolia CMS
    3. Strapi
    4. Spring Boot
    5. JHipster
    6. Apache Roller

    AI recommended 6 alternatives but never named itwanger/paicoding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a comprehensive open-source project demonstrating Spring Boot, MySQL, and Redis integration.
    you: not recommended
    AI recommended (in order):
    1. Spring PetClinic Microservices
    2. Spring Boot RealWorld Example App
    3. Spring Boot E-commerce Microservices
    4. Spring Boot Chat Application
    5. Spring Boot Blog/CMS

    AI recommended 5 alternatives but never named itwanger/paicoding. 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 itwanger/paicoding?
    pass
    AI named itwanger/paicoding explicitly

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

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

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

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itwanger/paicoding — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite