simplemem
Installation
SKILL.md
SimpleMem
Efficient lifelong memory for LLM agents via semantic lossless compression.
SimpleMem converts unstructured dialogue into compact, atomic memory units with coreference resolution and temporal anchoring. It achieves 43.24% F1 on the LoCoMo benchmark with 30x fewer tokens than full-context methods.
Integration Paths
Choose the path that fits your use case:
| Path | Best For | Setup |
|---|---|---|
| MCP Server (cloud) | Quickest start, multi-platform | Config only |
| MCP Server (self-hosted) | Privacy, custom deployment | Docker or Python |
Python API (pip install simplemem) |
Programmatic integration | pip/uv |
| SimpleMem-Cross | Cross-session agent memory | Python + orchestrator |