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sqlite-vec

Hacker Approved

Shares rank 2 of 10 vector databases by recommenders

Free SQLite extension for storing and searching vectors locally, valued for simplicity and speed on small datasets. Critics note it is brute-force, so latency grows linearly with dataset size.

Free SQLite extension for storing and searching vectors locally, valued for simplicity and speed on small datasets. Critics note it is brute-force, so latency grows linearly with dataset size.

20 people gave an opinion

recommend it
17
criticize it
3
approval share
85%
Each figure is one person. RecommendsCriticizes

Recommended in 7 of 13 months

  1. November 2025: recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: not recommended
  7. May 2026: not recommended
  8. June 2026: not recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: not recommended
  12. October 2026: not recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 17 people recommend itNeeds 10 or more, met.
  • 5.7 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 7 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Fast, simple vector search

    “have seen very fast lookups with pgvector (HNSW index) and sqlite-vec on 20k vectors”

    Comment from 1 Feb 2026 in “Tuning Semantic Search on Jfmm.net”

    “sqlite-vec is a great vector index”

    Comment from 17 Feb 2026 in “Sub-Millisecond RAG on Apple Silicon. No Server. No API. One File”

    “it's a great performance addition”

    Comment from 31 Mar 2026 in “Show HN: How This Graybeard Built the Fastest and Freest Postgres BM25 Search”
  • Keeps stack simple with SQLite

    “SQLite + sqlite-vec + Tantivy + a tiny embedding model will stay as my go to.”

    Comment from 8 Jul 2026 in “Show HN: Rowboat – Open-source, local-first alternative to Claude Desktop”

    “SQLite + sqlite-vec keeping things simple is underrated.”

    Comment from 15 Feb 2026 in “Show HN: [Jack The Butler] Open-source, self-hosted AI chatbot for hotels”
  • Useful long-term memory for agents

    “Along with the commit history, the vec-db gives the agent long-term memory.”

    Comment from 31 Aug 2026 in “Agent memory as a file format”

    “sqlite_vec is already the sqlite for AI memory”

    Comment from 17 Feb 2026 in “Sub-Millisecond RAG on Apple Silicon. No Server. No API. One File”
  • Good results in practice

    “I've been getting some good results from sqlite-vec on my current project”

    Comment from 2 Dec 2025 in “100k TPS over a billion rows: the unreasonable effectiveness of SQLite”

    “I used sqlite-vec, and was very happy with it.”

    Comment from 28 Nov 2025 in “So you wanna build a local RAG?”

What people warn about

Each mark is one comment

  • Brute-force search, latency scales linearly

    “sqlite-vec is great for smaller dimensionality or smaller cardinality datasets, but know that it's brute-force”

    Comment from 15 Feb 2026 in “zvec: embedded vector database”

    “its latency does scale linearly with dataset size”

    Comment from 16 Feb 2026 in “zvec: embedded vector database”

Other vector databases people recommend

The four most recommended other vector databases, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

sqlite-vec compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Qdrant22388%10—Approved
sqlite-vecThis page17385%7—Approved
Chroma17577%7—Approved
turbopuffer13287%8—Approved
LanceDB12286%7—Approved
See all 10 vector databases, ranked

What people said

16 of the 20 comments that mention it, newest first. Each links to the original comment.

“Along with the commit history, the vec-db gives the agent long-term memory.”

RecommendsComment from 31 Aug 2026 in “Agent memory as a file format”

“SQLite + sqlite-vec + Tantivy + a tiny embedding model will stay as my go to.”

RecommendsComment from 8 Jul 2026 in “Show HN: Rowboat – Open-source, local-first alternative to Claude Desktop”

“last we checked it hadn’t implemented HNSW/had good support for running vector search in-browser yet”

CriticizesComment from 7 Jul 2026 in “Ternlight – 7 MB embedding model that runs in browser (WASM)”

“sqlite-vector which is better than sqlite-vec”

CriticizesComment from 23 Apr 2026 in “SQLite-memory-MCP – local-first MCP memory with a gated premium runtime”

“it's a great performance addition”

RecommendsComment from 31 Mar 2026 in “Show HN: How This Graybeard Built the Fastest and Freest Postgres BM25 Search”

“sqlite-vec for vector search”

RecommendsComment from 1 Mar 2026 in “Stop Burning Your Context Window – How We Cut MCP Output by 98% in Claude Code”

“sqlite-vec is a great vector index”

RecommendsComment from 17 Feb 2026 in “Sub-Millisecond RAG on Apple Silicon. No Server. No API. One File”

“sqlite_vec is already the sqlite for AI memory”

RecommendsComment from 17 Feb 2026 in “Sub-Millisecond RAG on Apple Silicon. No Server. No API. One File”

“I've actually added basic zvec tests to my fork of sqlite-vec”

MixedComment from 16 Feb 2026 in “zvec: embedded vector database”

“its latency does scale linearly with dataset size”

CriticizesComment from 16 Feb 2026 in “zvec: embedded vector database”

“SQLite + sqlite-vec keeping things simple is underrated.”

RecommendsComment from 15 Feb 2026 in “Show HN: [Jack The Butler] Open-source, self-hosted AI chatbot for hotels”

“sqlite-vec is great for smaller dimensionality or smaller cardinality datasets, but know that it's brute-force”

MixedComment from 15 Feb 2026 in “zvec: embedded vector database”

“have seen very fast lookups with pgvector (HNSW index) and sqlite-vec on 20k vectors”

RecommendsComment from 1 Feb 2026 in “Tuning Semantic Search on Jfmm.net”

“I've been getting some good results from sqlite-vec on my current project”

RecommendsComment from 2 Dec 2025 in “100k TPS over a billion rows: the unreasonable effectiveness of SQLite”

“plenty of good add-ons for it such as sqlite-vec for storing vectors”

RecommendsComment from 2 Dec 2025 in “100k TPS over a billion rows: the unreasonable effectiveness of SQLite”

“I used sqlite-vec, and was very happy with it.”

RecommendsComment from 28 Nov 2025 in “So you wanna build a local RAG?”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.