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ValorBrain vs agent memories, feature by feature

A comparison with mem0, MemPalace, supermemory and Honcho. The criterion is a usable product in a team's daily flow, not an isolated component. Where no public data exists, the cell says so instead of estimating.

availableabsenttext = detail

Storage and isolation

Storage and isolation
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Multi-tenant via Postgres RLSyesnononono
Self-host availableyespartialyespartialpartial
On-prem (zero third parties)under contractnopartialpartialenterprise
Vector backendpgvectorconfigurablesqlite-vecconfigurablemanaged

Retrieval

Retrieval
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Hybrid (BM25 + vector + RRF)yesnoyespartialpartial
Cross-encoder rerankingyesnoyesnopartial
Intent-aware search (why/when/entity)yesnoyesnoreasoning tier
Multi-graph traversal (semantic + temporal + causal)yesnopartialnopartial
Multi-topic query decompositionyesnononono

Memory mechanics

Memory mechanics
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Self-evolving memory notesyespartialyesnoyes
Causal inference between observationsyesnopartialnoreasoning tier
Contradiction detection + supersessionyesnopartialnoreasoning tier
Background consolidationon the roadmapnopartialnoyes
Canonical sources + drift detectionyesnononono

Multi-agent

Multi-agent
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Multi-agent coherence (Claude, Cursor, Kiro)yeslimitedlimitedlimitedpeers
Automatic cross-session handoffsyesnoyespartialpartial
Multi-agent activity feedyesnononono

Integration

Integration
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Native agent hooks (Claude Code and others)yesnoyesyespartial
MCP with public HTTP transportyesnostdio / self-hoststdio / self-hostno
OAuth 2.1 with dynamic client registrationyesnononono
Native plugins (OpenClaw, Hermes Agent)yesnononoyes
OAuth connectors (Notion, Drive, Slack, GitHub…)yesnonopartialno

Domain

Domain
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Schema packs per domain (code, marketing, legal…)yesnononono
Per-tenant schema customizationyesnononono
Peer modeling (multi-entity)nonononoyes

Operations

Operations
FeatureValorBrainmem0MemPalacesupermemoryHoncho
Unlimited documents and searches (paid plans)yesrequest quotayesyesunlimited context()
Price per person, not per callyesnostdio / self-hostnono
Team product: seat, role, inviteyesnononono
Source ACL with restrictive mode (opt-in)tenant opt-innononono
Permission scopes per tokenyesnononono
Mutation audit (append-only, hash chain)yespartialnopartialpartial
Data in Brazilyesnostdio / self-hostpartialenterprise
Admin dashboardyesyesnoyesyes
Public benchmark with declared method96.58% LoCoMo R@10 · 80.8% binary BEAM-100Kpartialno comparable public benchmarkno comparable public benchmarkyes

Updated on 2026-09-24. Inaccuracy? [email protected]

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