Memory & Knowledge comparison

Best Open-Source Memory & Knowledge: LanceDB vs Mem0

A data-backed comparison of the top two memory & knowledge on HVTracker, built from public trust signals rather than stars alone.

July 6, 2026 · 4 min read · Data updated 2026-07-15 01:30 UTC

Short answer: LanceDB currently leads Mem0 on HVTracker's evidence-weighted trust score: 86.8 vs 86.1/100. This is not a popularity ranking; it combines supply-chain safety, identity/provenance, transparency, maintenance, and adoption signals.

LanceDB

86.8
#21 overall · #1 in Memory & Knowledge · Grade A

Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.

Repositorylancedb/lancedb
Stars10.9k
Last push2026-07-15
Weekly commits100
Weekly downloads1,604,486

Mem0

86.1
#27 overall · #2 in Memory & Knowledge · Grade A

Universal memory layer for AI Agents

Repositorymem0ai/mem0
Stars60.8k
Last push2026-07-14
Weekly commits204
Weekly downloads812,269

LanceDB vs Mem0: trust signal breakdown

Both projects are tracked in the Memory & Knowledge category, but they do not expose the same evidence. The table below compares the public signals that feed HVTrust.

SignalLanceDBMem0
HVTrust score86.886.1
Safety / Integrity18.9/3019.4/30
Identity / Provenance18.0/2018.0/20
Transparency13.3/2013.2/20
Maintenance20.0/2019.9/20
Adoption18.0/1019.4/10
OSSF Scorecard5.75.5
Signed commits86%100%
Package provenanceVerifiedVerified

Which one should you evaluate first?

If your priority is the most verifiable trust profile today, start with LanceDB. It has the stronger current HVTrust score and ranks higher in Memory & Knowledge. If your use case depends on a specific runtime, language, license, or integration model, use the individual profiles rather than the headline score alone.

For production use, the practical checklist is: inspect the security policy, confirm package provenance or release signing where available, review recent maintenance cadence, and compare the exact trust breakdown. HVTracker is meant to reduce the first-pass research burden, not replace your own risk review.