RRepoGEO

REPOGEO REPORT · LITE

lingfengQAQ/webnovel-writer

Default branch master · commit ebb49d77 · scanned 5/22/2026, 3:11:46 AM

GitHub: 4,257 stars · 770 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 lingfengQAQ/webnovel-writer, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the opening sentence of the README's 'What is this?' section

    Why:

    CURRENT
    `Webnovel Writer` 是一个基于 Claude Code 的长篇网文创作系统。
    COPY-PASTE FIX
    `Webnovel Writer` 是一个专为**长篇网文作者**设计的 AI 辅助创作系统，它基于 Claude Code，旨在彻底解决 AI 写作中的「遗忘」和「幻觉」问题。
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/lingfengQAQ/webnovel-writer/blob/main/docs/README.md

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 lingfengQAQ/webnovel-writer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
run-llama/llama_index
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. run-llama/llama_index · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. deepset-ai/haystack · recommended 1×
  4. Pinecone · recommended 1×
  5. weaviate/weaviate · recommended 1×
  • CATEGORY QUERY
    How to prevent AI from forgetting plot details in long serialized stories?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex (run-llama/llama_index)
    2. LangChain (langchain-ai/langchain)
    3. Haystack (deepset-ai/haystack)
    4. Pinecone
    5. Weaviate (weaviate/weaviate)
    6. Chroma (chroma-core/chroma)
    7. PostgreSQL
    8. Anthropic Claude
    9. GPT-4 Turbo
    10. GPT-4o

    AI recommended 10 alternatives but never named lingfengQAQ/webnovel-writer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI avoid inconsistencies and hallucinations when writing web novels?
    you: not recommended
    AI recommended (in order):
    1. NovelAI
    2. Sudowrite
    3. Anthropic's Claude
    4. OpenAI's GPT-4
    5. Obsidian
    6. World Anvil
    7. LangChain

    AI recommended 7 alternatives but never named lingfengQAQ/webnovel-writer. 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 lingfengQAQ/webnovel-writer?
    pass
    AI named lingfengQAQ/webnovel-writer explicitly

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

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