RRepoGEO

REPOGEO REPORT · LITE

asg017/sqlite-vec

Default branch main · commit 04d28bd2 · scanned 5/23/2026, 11:41:13 PM

GitHub: 7,632 stars · 318 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
28 /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
2 / 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 asg017/sqlite-vec, 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
    Strengthen README opening to explicitly state core use cases

    Why:

    CURRENT
    An extremely small, "fast enough" vector search SQLite extension that runs anywhere! A successor to `sqlite-vss`
    COPY-PASTE FIX
    An extremely small, "fast enough" vector search SQLite extension that runs anywhere, ideal for embedded vector databases in local AI applications without external dependencies. A successor to `sqlite-vss`
  • highhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://github.com/asg017/sqlite-vec
  • mediumtopics#3
    Expand repository topics to include key use cases and technologies

    Why:

    CURRENT
    sqlite, sqlite-extension
    COPY-PASTE FIX
    sqlite, sqlite-extension, vector-search, embedded-database, local-ai, vector-database, hnsw

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 asg017/sqlite-vec
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LanceDB
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LanceDB · recommended 2×
  2. Hnswlib · recommended 2×
  3. Vellum · recommended 1×
  4. pg_embedding · recommended 1×
  5. DuckDB · recommended 1×
  • CATEGORY QUERY
    How can I add vector search capabilities directly into my existing SQLite database?
    you: not recommended
    AI recommended (in order):
    1. Vellum
    2. LanceDB
    3. pg_embedding
    4. DuckDB
    5. Faiss
    6. Hnswlib

    AI recommended 6 alternatives but never named asg017/sqlite-vec. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good embedded vector database solution for local AI applications without external dependencies?
    you: not recommended
    AI recommended (in order):
    1. Chroma
    2. LanceDB
    3. FAISS
    4. Hnswlib
    5. Milvus Lite

    AI recommended 5 alternatives but never named asg017/sqlite-vec. 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 asg017/sqlite-vec?
    pass
    AI did not name asg017/sqlite-vec — 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?

  • If a team adopts asg017/sqlite-vec in production, what risks or prerequisites should they evaluate first?
    pass
    AI named asg017/sqlite-vec 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 asg017/sqlite-vec solve, and who is the primary audience?
    pass
    AI named asg017/sqlite-vec explicitly

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

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asg017/sqlite-vec — 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