RRepoGEO

REPOGEO REPORT · LITE

201206030/novel-plus

Default branch develop_xxy · commit f3f37721 · scanned 5/15/2026, 11:48:12 AM

GitHub: 4,577 stars · 1,486 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 201206030/novel-plus, 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 more specific topics to improve categorization

    Why:

    CURRENT
    book, crawl, novel, read, spider
    COPY-PASTE FIX
    book, crawl, novel, read, spider, cms, platform, online-fiction, web-novel, literature, monetization, spring-boot
  • highreadme#2
    Add a concise, benefit-driven tagline at the top of the README

    Why:

    COPY-PASTE FIX
    Add this line immediately after the initial badges/links, before `## 项目介绍`: "🚀 **novel-plus: Your complete open-source CMS for building multi-terminal online novel platforms, featuring monetization, AI writing, and robust content management.**"
  • mediumreadme#3
    Add a 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., `## 核心优势` (Core Advantages), and list points such as:
*   "**Dedicated Novel CMS:** Purpose-built for online literature, offering specialized features for novel management, reading, and publishing, unlike general CMS platforms."
*   "**Comprehensive Monetization:** Supports member subscriptions, chapter-based payments, and virtual currency top-ups."
*   "**Multi-terminal Experience:** Seamless reading and management across PC and WAP interfaces."
*   "**AI Writing Integration:** Leverages Spring AI for advanced content creation capabilities."
*   "**Robust Content Aggregation:** Powerful spider system for automatic data collection and updates from multiple sources."
*   "**Scalable & Production-Ready:** Built with Spring Boot, offering a stable and extensible architecture for commercial deployment."

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 201206030/novel-plus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WordPress
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. WordPress · recommended 2×
  2. WooCommerce Subscriptions · recommended 2×
  3. Paid Memberships Pro · recommended 2×
  4. Drupal · recommended 2×
  5. Ultimate Member · recommended 1×
  • CATEGORY QUERY
    Need a comprehensive content management system for building an online novel reading platform.
    you: not recommended
    AI recommended (in order):
    1. WordPress
    2. WooCommerce Subscriptions
    3. Ultimate Member
    4. Paid Memberships Pro
    5. Sensei
    6. LearnPress
    7. WPForms
    8. Gravity Forms
    9. Drupal
    10. Views
    11. Joomla!
    12. Community Builder
    13. Ghost (Ghost/Ghost)
    14. Strapi (strapi/strapi)
    15. Webflow
    16. Storyblok

    AI recommended 16 alternatives but never named 201206030/novel-plus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good solutions for creating a multi-terminal online fiction site with content aggregation and monetization?
    you: not recommended
    AI recommended (in order):
    1. WordPress
    2. PublishPress
    3. Multisite
    4. WooCommerce
    5. WooCommerce Subscriptions
    6. Paid Memberships Pro
    7. WP RSS Aggregator
    8. Ghost
    9. Strapi
    10. Next.js
    11. Nuxt.js
    12. Stripe
    13. Paddle
    14. Drupal
    15. Drupal Commerce
    16. Membership Entity
    17. Feeds
    18. Substack
    19. Wix
    20. Squarespace

    AI recommended 20 alternatives but never named 201206030/novel-plus. 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 201206030/novel-plus?
    pass
    AI named 201206030/novel-plus explicitly

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

  • If a team adopts 201206030/novel-plus in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 201206030/novel-plus 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 201206030/novel-plus solve, and who is the primary audience?
    pass
    AI named 201206030/novel-plus 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 201206030/novel-plus. 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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MARKDOWN (README)
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HTML
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite