RRepoGEO

REPOGEO REPORT · LITE

superlinked/VectorHub

Default branch main · commit d67aaa84 · scanned 6/13/2026, 7:08:21 AM

GitHub: 524 stars · 133 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 superlinked/VectorHub, 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
    Announce deprecation and link to Superlinked SIE

    Why:

    CURRENT
    # VectorHub

VectorHub is a free and open-sourced learning hub for people interested in adding vector retrieval to their ML stack. On VectorHub you will find practical resources to help you -
    COPY-PASTE FIX
    This repository, VectorHub, is a deprecated historical project. Superlinked now develops SIE, a self-hosted inference engine for embeddings, reranking, OCR, extraction, and document processing. Learn more about SIE at [https://superlinked.com/](https://superlinked.com/).

# VectorHub

VectorHub was a free and open-sourced learning hub for people interested in adding vector retrieval to their ML stack. On VectorHub you would find practical resources to help you -
  • mediumtopics#2
    Add specific topics for vector database comparison

    Why:

    CURRENT
    ai, llm, llmops, ml, mlops, vector, vector-database, vector-search, vectorops
    COPY-PASTE FIX
    ai, llm, llmops, ml, mlops, vector, vector-database, vector-search, vectorops, vector-database-comparison, vector-db-benchmarking
  • lowhomepage#3
    Update homepage to point to Superlinked's main site

    Why:

    CURRENT
    https://superlinked.com/examples/
    COPY-PASTE FIX
    https://superlinked.com/

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 superlinked/VectorHub
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. Tesseract OCR · recommended 1×
  3. PaddleOCR · recommended 1×
  4. DocTR · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    What are good self-hosted inference engines for embeddings, OCR, and document processing?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. Tesseract OCR
    3. PaddleOCR
    4. DocTR
    5. Haystack
    6. spaCy
    7. Transformers

    AI recommended 7 alternatives but never named superlinked/VectorHub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to compare different vector database solutions for machine learning applications?
    you: not recommended
    AI recommended (in order):
    1. Milvus
    2. Pinecone
    3. Weaviate
    4. Faiss (Facebook AI Similarity Search)
    5. Qdrant
    6. Zilliz Cloud
    7. Weaviate Cloud
    8. Chroma
    9. Vald
    10. Elasticsearch

    AI recommended 10 alternatives but never named superlinked/VectorHub. 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 superlinked/VectorHub?
    pass
    AI named superlinked/VectorHub explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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