RRepoGEO

REPOGEO REPORT · LITE

zongzibinbin/MallChat

Default branch main · commit f2563328 · scanned 5/20/2026, 5:48:13 PM

GitHub: 4,650 stars · 1,028 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
35 /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
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 zongzibinbin/MallChat, 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 relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    e-commerce, spring-boot, chat, im, backend, java, netty, mall, reference-implementation, enterprise-architecture
  • highreadme#2
    Clarify README's opening to emphasize 'open-source backend reference'

    Why:

    CURRENT
    <p align="center"><strong>一个既能购物又能即时聊天的电商系统。致力于打造互联网企业级项目的最佳实践。<br>电商该有的购物车、订单、支付、推荐、搜索、拉新、促活、推送、物流、客服、它都必须有。<em>持续更新 ing～</em></strong></p>
    COPY-PASTE FIX
    <p align="center"><strong>MallChat-抹茶是一个开源的电商后端项目，集成了即时聊天功能。它旨在为开发者提供一个企业级电商系统的最佳实践参考，涵盖购物车、订单、支付、推荐、搜索、拉新、促活、推送、物流、客服等核心模块。</strong></p>
  • mediumhomepage#3
    Add a direct link to the project's homepage/demo

    Why:

    COPY-PASTE FIX
    https://github.com/Evansy/MallChatWeb

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 zongzibinbin/MallChat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Shopify Plus
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Shopify Plus · recommended 2×
  2. BigCommerce Enterprise · recommended 2×
  3. Gorgias · recommended 1×
  4. Tidio · recommended 1×
  5. Magento Open Source (Adobe Commerce) · recommended 1×
  • CATEGORY QUERY
    Looking for a full-featured e-commerce backend with integrated real-time customer chat functionality.
    you: not recommended
    AI recommended (in order):
    1. Shopify Plus
    2. Gorgias
    3. Tidio
    4. Magento Open Source (Adobe Commerce)
    5. LiveChat
    6. Zendesk Chat
    7. BigCommerce Enterprise
    8. Intercom
    9. Olark
    10. WooCommerce
    11. WordPress
    12. WP Live Chat Support
    13. Chaty
    14. Salesforce Commerce Cloud
    15. Salesforce Service Cloud Live Agent

    AI recommended 15 alternatives but never named zongzibinbin/MallChat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best backend systems for building a comprehensive, enterprise-grade online shopping platform?
    you: not recommended
    AI recommended (in order):
    1. Magento Open Source
    2. Adobe Commerce
    3. Shopify Plus
    4. commercetools
    5. Spryker Commerce OS
    6. SAP Commerce Cloud
    7. BigCommerce Enterprise
    8. Laravel
    9. Django
    10. Node.js
    11. Express
    12. NestJS

    AI recommended 12 alternatives but never named zongzibinbin/MallChat. 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 zongzibinbin/MallChat?
    pass
    AI named zongzibinbin/MallChat explicitly

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

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

    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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MARKDOWN (README)
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HTML
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zongzibinbin/MallChat — 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