RRepoGEO

REPOGEO REPORT · LITE

sqliteai/sqlite-vector

Default branch main · commit 284df4a4 · scanned 6/2/2026, 4:07:02 PM

GitHub: 942 stars · 39 forks

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 sqliteai/sqlite-vector, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    sqlite, vector-search, vector-database, sqlite-extension, embedded-database, rag, semantic-search, ai, machine-learning, cross-platform
  • highreadme#2
    Strengthen the opening statement to explicitly own the 'production-grade' differentiator among SQLite vector extensions

    Why:

    CURRENT
    Production-grade vector search inside SQLite. Exact search, SIMD distance kernels, and SIMD 2/3/4-bit TurboQuant scans — runs anywhere SQLite runs: mobile, browser, edge, server.
    COPY-PASTE FIX
    SQLite-Vector is the **production-grade vector search extension for SQLite**, offering exact search, SIMD distance kernels, and SIMD 2/3/4-bit TurboQuant scans. It runs anywhere SQLite runs—mobile, browser, edge, server—providing unparalleled performance and reliability for embedded AI applications.
  • mediumreadme#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., '## License
This project is licensed under [Name of License 1] and [Name of License 2]. Please see the `LICENSE` file for full details.'

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 sqliteai/sqlite-vector
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VSS
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. VSS · recommended 1×
  2. sqlite-vss · recommended 1×
  3. pgvecto.rs · recommended 1×
  4. Faiss · recommended 1×
  5. USearch · recommended 1×
  • CATEGORY QUERY
    How can I add vector search capabilities directly to an embedded SQLite database?
    you: not recommended
    AI recommended (in order):
    1. VSS
    2. sqlite-vss
    3. pgvecto.rs
    4. Faiss
    5. USearch
    6. Hnswlib

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

    Show full AI answer
  • CATEGORY QUERY
    What are efficient cross-platform vector search extensions for local database applications?
    you: not recommended
    AI recommended (in order):
    1. DuckDB (duckdb/duckdb)
    2. SQLite
    3. Faiss (facebookresearch/faiss)
    4. Hnswlib (nmslib/hnswlib)
    5. USearch (unum-cloud/usearch)

    AI recommended 5 alternatives but never named sqliteai/sqlite-vector. 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 sqliteai/sqlite-vector?
    pass
    AI did not name sqliteai/sqlite-vector — 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 sqliteai/sqlite-vector in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sqliteai/sqlite-vector 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 sqliteai/sqlite-vector solve, and who is the primary audience?
    pass
    AI named sqliteai/sqlite-vector explicitly

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

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sqliteai/sqlite-vector — 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