RRepoGEO

REPOGEO REPORT · LITE

via007/bilibili-rag

Default branch main · commit e64da91e · scanned 5/28/2026, 11:42:59 AM

GitHub: 1,096 stars · 83 forks

AI VISIBILITY SCORE
22 /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
1 / 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 via007/bilibili-rag, 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
    Add an explicit statement in the README's opening identifying the repo as a complete Bilibili-specific application.

    Why:

    CURRENT
    把你在 B 站收藏的访谈/演讲/课程，变成可检索、可追溯来源的**个人知识库**。
    COPY-PASTE FIX
    这是一个专为 B 站用户设计的完整应用，能将你的收藏夹视频内容转化为可检索、可对话的个人知识库。
把你在 B 站收藏的访谈/演讲/课程，变成可检索、可追溯来源的**个人知识库**。
  • mediumhomepage#2
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://github.com/via007/bilibili-rag
  • lowtopics#3
    Expand repository topics to include more problem-solving and application-oriented keywords.

    Why:

    CURRENT
    rag-bilibili-knowledge-base-llm-chroma-qwen
    COPY-PASTE FIX
    rag-bilibili-knowledge-base-llm-chroma-qwen-video-transcription-conversational-ai-personal-knowledge-management-educational-videos

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 via007/bilibili-rag
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AssemblyAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AssemblyAI · recommended 2×
  2. Pinecone · recommended 2×
  3. Weaviate · recommended 2×
  4. Otter.ai · recommended 1×
  5. Notion · recommended 1×
  • CATEGORY QUERY
    How to transform my saved online video lectures into a searchable, conversational knowledge base?
    you: not recommended
    AI recommended (in order):
    1. Otter.ai
    2. Notion
    3. Obsidian
    4. Mem
    5. OpenAI API
    6. GPT-4
    7. GPT-3.5 Turbo
    8. AssemblyAI
    9. Pinecone
    10. Weaviate
    11. Chroma
    12. Microsoft Loop

    AI recommended 12 alternatives but never named via007/bilibili-rag. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can build a RAG system from transcribed audio of online educational videos?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. LlamaIndex
    3. ChromaDB
    4. OpenAI GPT-4
    5. AssemblyAI
    6. LangChain
    7. Pinecone
    8. Anthropic Claude 3
    9. Google Cloud Speech-to-Text
    10. Haystack
    11. Weaviate
    12. Google Gemini
    13. AWS Transcribe
    14. Amazon OpenSearch Service
    15. Amazon Bedrock
    16. Hugging Face Transformers
    17. FAISS
    18. Mistral AI

    AI recommended 18 alternatives but never named via007/bilibili-rag. 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 via007/bilibili-rag?
    pass
    AI named via007/bilibili-rag explicitly

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

  • If a team adopts via007/bilibili-rag in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name via007/bilibili-rag — 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?

  • In one sentence, what problem does the repo via007/bilibili-rag solve, and who is the primary audience?
    pass
    AI did not name via007/bilibili-rag — 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?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite