RRepoGEO

REPOGEO REPORT · LITE

Mochocyang/QMAI

Default branch master · commit 0630df4e · scanned 6/17/2026, 5:16:59 AM

GitHub: 527 stars · 102 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 Mochocyang/QMAI, 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
  • highabout#1
    Clarify the repository description to emphasize AI novel writing

    Why:

    CURRENT
    青幕AI写作软件，解决长篇小说写作问题，解决小说角色性格不统一，防止人设崩坏。
    COPY-PASTE FIX
    QMAI is an AI-powered writing system for long novels, designed to prevent plot inconsistencies, character drift, and memory loss in large-scale fiction projects.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-writing, novel-writing, long-form-writing, generative-ai, fiction-writing, character-development, plot-management, desktop-app
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. Choose a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals and add its text to the file.

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 Mochocyang/QMAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Anthropic Claude
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Anthropic Claude · recommended 1×
  2. OpenAI GPT-4 · recommended 1×
  3. LangChain · recommended 1×
  4. Pinecone · recommended 1×
  5. Weaviate · recommended 1×
  • CATEGORY QUERY
    How can I prevent AI from forgetting plot details and character traits in long novels?
    you: not recommended
    AI recommended (in order):
    1. Anthropic Claude
    2. OpenAI GPT-4
    3. LangChain
    4. Pinecone
    5. Weaviate
    6. ChromaDB
    7. LlamaIndex
    8. Milvus
    9. Qdrant
    10. FAISS
    11. Neo4j
    12. ArangoDB
    13. OpenAI's Fine-tuning API
    14. Hugging Face Transformers

    AI recommended 14 alternatives but never named Mochocyang/QMAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools help manage complex character relationships and world-building for novel writing?
    you: not recommended
    AI recommended (in order):
    1. Campfire Pro
    2. World Anvil
    3. Scrivener
    4. Obsidian
    5. Aeon Timeline
    6. Milanote

    AI recommended 6 alternatives but never named Mochocyang/QMAI. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 Mochocyang/QMAI?
    pass
    AI named Mochocyang/QMAI explicitly

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

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

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

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Mochocyang/QMAI — 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