RRepoGEO

REPOGEO REPORT · LITE

endee-io/endee

Default branch master · commit 7b8940d6 · scanned 5/24/2026, 4:51:34 PM

GitHub: 1,314 stars · 1,732 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 endee-io/endee, 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
    Reinforce core identity and problem statement in README's opening

    Why:

    CURRENT
    <p align="center"><b>High-performance open-source vector database for AI search, RAG, semantic search, and hybrid retrieval.</b></p>
    COPY-PASTE FIX
    <p align="center"><b>Struggling with slow AI search or RAG pipelines? Endee is a high-performance open-source vector database designed for AI search, RAG, semantic search, and hybrid retrieval.</b></p>
  • mediumreadme#2
    Prominently highlight '1 billion vectors on a single node' claim in README

    Why:

    COPY-PASTE FIX
    Add a sentence like "Endee is engineered to handle up to 1 billion vectors on a single node, delivering unparalleled performance for demanding AI workloads." prominently in the README's introductory section, perhaps within the 'Why Endee' or 'Features' section.
  • mediumcomparison#3
    Add an explicit comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a dedicated section titled 'Endee vs. Alternatives' or 'Comparison with Other Vector Databases' that directly outlines Endee's advantages over common competitors like Qdrant, Weaviate, Milvus, and Faiss.

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 endee-io/endee
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
facebookresearch/faiss
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. facebookresearch/faiss · recommended 1×
  2. nmslib/hnswlib · recommended 1×
  3. milvus-io/milvus · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. vdaas/vald · recommended 1×
  • CATEGORY QUERY
    What are options for a high-performance vector database handling billions of vectors on a single node?
    you: not recommended
    AI recommended (in order):
    1. Faiss (facebookresearch/faiss)
    2. Hnswlib (nmslib/hnswlib)
    3. Milvus (milvus-io/milvus)
    4. Weaviate (weaviate/weaviate)
    5. Vald (vdaas/vald)
    6. Qdrant (qdrant/qdrant)

    AI recommended 6 alternatives but never named endee-io/endee. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source vector database optimized for AI search and RAG applications.
    you: not recommended
    AI recommended (in order):
    1. Qdrant
    2. Weaviate
    3. Milvus
    4. Chroma
    5. LanceDB
    6. PGVector

    AI recommended 6 alternatives but never named endee-io/endee. 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 endee-io/endee?
    pass
    AI named endee-io/endee explicitly

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

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