Comparison

The universal memory vs. the rest.

Other memory systems work with specific tools. REM works with everything. Honest comparison.

LongMemEval accuracy

LongMemEval (ICLR 2025). 500 questions, 6 categories.

System Score Questions tested Model Architecture
AgentMemory 96.2% 500 (full) GPT-4.1 Hybrid retrieval (no product)
REM Labs 97.2% 500 (full) GPT-4o Proprietary ensemble + reranking
OMEGA 95.4% 500 (full) GPT-4.1 SQLite + bge-small + full-text
Mastra OM 94.9% 500 (full) GPT-5-mini Observational (no retrieval)
Supermemory 81.6% 500 (full) GPT-4o Atomized memory units
Zep / Graphiti 71.2% 500 (full) GPT-4o Temporal knowledge graph
ChatGPT Memory 57.7% 500 (full) GPT-4o Native memory feature
Mem0 ~66.9% 500 (full) GPT-4o Flat vector storage
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A note on methodology

All scores on this page are from the full 500-question LongMemEval benchmark (ICLR 2025) using GPT-4o as judge unless noted otherwise. Our 97.2% (486/500) is independently reproducible. Full methodology.

Universal memory vs. single-tool systems

Different architectures, different tradeoffs.

Feature REM Labs Mem0 Zep OMEGA Supermemory Mastra
Search modes
Number of distinct retrieval strategies
8 modes 2 2 3 2 0 (stores all)
Memory Synthesis
Processes and consolidates memories via API
Multi-stage synthesis pipeline None None Basic evolution None Observer/Reflector
Consumer app
Usable by non-developers
Full web app API only API only CLI only Nova app Framework
Scheduled Synthesis
Automated consolidation runs via API
Daily None None None None None
Knowledge graph
Entity extraction and relationship mapping
Included $249/mo Graphiti (core) Typed edges Relational None
Temporal reasoning
Time-aware queries and fact versioning
valid_from/until None Validity windows Decay + TTL Dual timestamps 3-date model
Import from ChatGPT/Claude
Bring your existing conversation history
One-click None None None Chrome ext None
MCP server
Works with Claude, Cursor, and MCP hosts
Native OpenMemory None 12 tools Yes None
Self-hostable
Run on your own infrastructure
SQLite, no deps OSS / Enterprise Enterprise VPC Fully local Open source Open source
Open source
Core codebase publicly available
Benchmark only Apache 2.0 Graphiti: MIT Apache 2.0 Open source Open source
SDK languages
Official client libraries
Node/TS, CLI Python, TS Python, TS MCP only Python, TS TS (native)
Total integrations
AI assistants, frameworks, tools, productivity
40+ 21+ 5-6 Claude Code 10+ Native framework
SOC 2 / HIPAA
Enterprise compliance certifications
Not yet Both Both None None None
Memory decay / lifecycle
Automatic importance scoring and forgetting
Full lifecycle None Validity windows TTL + decay None Compression
Team / org memory
Shared memory across team members
Built in None Projects None Projects None
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Where others are ahead
Largest community in AI memory
48K GitHub stars, 21+ integrations, SOC 2 + HIPAA. The widest ecosystem.
Best temporal modeling
Graphiti gives facts validity windows, not just timestamps. Academic credibility via arXiv.
True local-first, verified benchmark
95.4% on full LongMemEval with zero cloud dependencies. Runs entirely on-device.
Extreme token efficiency
3-40x compression on long-running agents. No retrieval step means no retrieval failures.
The only universal memory
Multi-stage consolidation pipeline
Memories compress, associate, and evolve into new insights via 9 configurable strategies. No competitor equivalent.
Automated consolidation
Schedule synthesis runs via API. Get digests of what your agents learned. No other memory system offers this.
Deepest retrieval pipeline
8 retrieval strategies where most competitors offer 1-3. Fewer missed memories.
Works with everything, not just one tool
Consumer app + developer API from one platform. No code required, or integrate in 3 lines.
What graph memory costs

Free tier included. Pro from $29/month. No per-query fees. Same accuracy, lower cost.

REM Labs Pro
$29/mo
Graph included. 50K recalls, 10K stores, Memory Synthesis, all 8 search modes.
Mem0 Pro
$249/mo
Graph memory included. 500K adds, 50K retrievals. SOC 2 + HIPAA.
Zep Flex
$25/mo
Full Graphiti engine. 20K credits. All temporal features at every tier.
OMEGA Pro
$29/mo
53 coordination tools. Core is free and open source (Apache 2.0).
Supermemory Pro
$29/mo
3M tokens. Consumer app, plugins, MCP server. All features included.
When to choose what

Choose REM Labs if you want:

  • One memory that works across ChatGPT, Claude, Obsidian, Slack, and 40+ tools
  • Memory that synthesizes and consolidates via API, not just stores and retrieves
  • Universal integration at every tier -- not locked behind enterprise pricing
  • Developer API with 40+ framework and tool integrations

Consider alternatives if you need:

  • Enterprise compliance now -- Mem0 or Zep have SOC 2 and HIPAA today; we do not
  • The largest ecosystem -- Mem0 has 21+ integrations and the biggest community
  • True local-first with zero API keys -- OMEGA runs entirely on-device with bundled embeddings
  • Maximum token efficiency -- Mastra's Observational Memory compresses 3-40x with no retrieval step
  • A TypeScript agent framework with built-in memory -- Mastra gives you the full framework, not just memory
1-on-1 comparisons

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LongMemEval Benchmark Results · Pricing · AI Memory API · Enterprise AI Memory Infrastructure