FAULTLINE

The neighbourhood

Friends in the Space

We're glad this space is crowded — it means the problem matters. Giving AI agents durable, useful memory is one of the hard, important problems of this generation, and a lot of talented teams are building toward it from different angles. The tools below are colleagues we genuinely admire — each has shaped how the whole field thinks about memory. We're listing them here not to compare, but to celebrate.

mem0

AI memory that persists across sessions and agents.

  • Best-in-class dev ergonomics (pip install, 60k+ stars)
  • Production / enterprise maturity (SOC2, HIPAA)
  • Serious benchmarking discipline
Visit mem0.ai ▸

Zep

Agent memory at enterprise scale.

  • Pioneered temporal knowledge graphs
  • Sub-200ms p95 at 100M entities
  • Provenance-first
Visit getzep.com ▸

Graphiti

Build Temporal Context Graphs for AI Agents.

  • Reference implementation for time-aware graphs (Apache-2.0, 29k stars)
  • Backend-flexible (Neo4j / FalkorDB / Neptune)
  • First-class MCP server
Visit GitHub ▸

LangMem

The SDK that helps your agents learn.

  • Principled cognitive-science taxonomy (semantic / episodic / procedural)
  • Novel procedural memory & prompt self-optimization
  • Deep LangGraph integration
Read the launch ▸

Letta

Machines that learn.

  • Originated the field (MemGPT paper)
  • Deepest research bench on continual learning
  • Ships as real product
Visit letta.com ▸

Cognee

Open-Source Memory Platform for Agents.

  • Cognitive-science-grounded graph memory
  • Pragmatic single-Postgres stack
  • Broadest integrations
Visit cognee.ai ▸

LlamaIndex

Memory built into the dominant RAG framework.

  • Structured memory in the most-used framework
  • Composable memory blocks
  • Memory + document understanding
Visit llamaindex.ai ▸

Supermemory

The memory layer for AI agents.

  • Rare dual dev + consumer focus
  • Rich extractors & connectors
  • Clean modern API
Visit supermemory.ai ▸

Kernel Memory (Microsoft)

Memory as a Service.

  • Opinionated .NET memory architecture
  • Runs four ways
  • Genuine upstream influence
Visit the docs ▸

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Listed here with respect, not affiliation.

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