RRepoGEO

REPOGEO REPORT · LITE

Deng-m1/MaliangAINovalWriter

Default branch main · commit f500d011 · scanned 6/3/2026, 8:47:18 AM

GitHub: 783 stars · 222 forks

AI VISIBILITY SCORE
33 /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
2 / 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 Deng-m1/MaliangAINovalWriter, 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
    Clarify README's opening to emphasize 'complete platform/service'

    Why:

    CURRENT
    > 基于 Flutter (Web) + Spring Boot 的专业AI小说创作平台，集成先进AI模型，提供从内容创作、世界观构建到平台运维的完整工具链。
    COPY-PASTE FIX
    > 马良AI写作是一个**完整的、开箱即用的AI小说创作与运营平台**，基于 Flutter (Web) + Spring Boot 构建，集成先进AI模型，提供从内容创作、世界观构建到平台运维的完整工具链。
  • hightopics#2
    Expand topics to include 'platform' and 'management' keywords

    Why:

    CURRENT
    ainovel, novel, writer-tools
    COPY-PASTE FIX
    ainovel, novel, writer-tools, ai-writing-platform, content-management, world-building, llm-observability, user-management, spring-boot, flutter-web
  • mediumreadme#3
    Add 'open-source' to the README's main tagline

    Why:

    CURRENT
    > 基于 Flutter (Web) + Spring Boot 的专业AI小说创作平台，集成先进AI模型，提供从内容创作、世界观构建到平台运维的完整工具链。
    COPY-PASTE FIX
    > 马良AI写作是一个**开源的**、基于 Flutter (Web) + Spring Boot 的专业AI小说创作平台，集成先进AI模型，提供从内容创作、世界观构建到平台运维的完整工具链。

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 Deng-m1/MaliangAINovalWriter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Campfire Pro
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Campfire Pro · recommended 1×
  2. Jounce AI · recommended 1×
  3. Sudowrite · recommended 1×
  4. Novelcrafter · recommended 1×
  5. Scribble Diffusion · recommended 1×
  • CATEGORY QUERY
    What AI-powered writing platforms help novelists with content creation, world-building, and project management?
    you: not recommended
    AI recommended (in order):
    1. Campfire Pro
    2. Jounce AI
    3. Sudowrite
    4. Novelcrafter
    5. Scribble Diffusion
    6. Midjourney
    7. Stable Diffusion
    8. Scrivener
    9. ChatGPT
    10. Claude AI

    AI recommended 10 alternatives but never named Deng-m1/MaliangAINovalWriter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an open-source solution for an AI novel writing service with LLM observability and user management.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenTelemetry
    4. Keycloak
    5. Next.js
    6. React
    7. Haystack
    8. Grafana
    9. Prometheus
    10. Auth.js
    11. FastAPI
    12. LiteLLM
    13. Weights & Biases (W&B) Local
    14. SuperTokens
    15. Django
    16. FlowiseAI
    17. Loguru
    18. Ory Kratos
    19. Ory Hydra
    20. Node.js
    21. Express
    22. transformers
    23. openai
    24. ELK Stack
    25. Elasticsearch
    26. Logstash
    27. Kibana
    28. Flask
    29. Authlib

    AI recommended 29 alternatives but never named Deng-m1/MaliangAINovalWriter. 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 Deng-m1/MaliangAINovalWriter?
    pass
    AI did not name Deng-m1/MaliangAINovalWriter — likely talking about a different project

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

  • If a team adopts Deng-m1/MaliangAINovalWriter in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Deng-m1/MaliangAINovalWriter 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 Deng-m1/MaliangAINovalWriter solve, and who is the primary audience?
    pass
    AI named Deng-m1/MaliangAINovalWriter 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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Deng-m1/MaliangAINovalWriter — 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