Universal I/O
Compatible with Cursor, Claude, and ChatGPT. Connects to any LLM via MCP or SSE sidecar.
Graph Engine
FalkorDB + Qdrant hybrid core. Maps relationships between memories, not just vector similarity.
Instant Recall
Sub-50ms latency. Your agent knows what you know before you finish typing the prompt.
It just clicks.
AutoMem runs quietly in the background, organizing your thoughts into a retrieval graph.
Organizes itself while you work.
AutoMem runs quietly in the background, stitching every thought into a retrieval graph. It notices patterns, links context, and keeps the right edges warm so your agents answer with your voice—without you ever thinking about it.
0.6.0 • Performance & Async Pipeline
Embedding batching, async embedding generation, and relationship-count caching land. /memory gets 60% faster; consolidation runs 5x quicker with structured logging and health metrics.
0.7.0 • MCP over SSE Sidecar
Hosted MCP server over SSE so ChatGPT, Claude Web/Mobile, and ElevenLabs can stream memories. Railway template now provisions API + SSE + FalkorDB together.
0.8.0 • API Modularization & Security
Refactored monolithic app into modular blueprints, hardened memory IDs to server-generated UUIDs, and fixed Railway secrets/volumes for reliable deploys.
0.9.0 • Retrieval Engine Upgrade
Multi-hop bridge discovery, temporal alignment scoring, and weighted hybrid scoring (vector, keyword, relation, temporal, importance) boost recall precision.
0.9.1 • Entity Expansion + SOTA
Added expand_entities/entity_expansion params for graph hops and hit 90.53% on LoCoMo-10 (multi-hop up to 50%).
MCP 0.8.0 • Advanced Recall Tools
Exposed expand_entities/relations, auto_decompose, context-aware boosts, and full tool metadata in the MCP client; simplified Claude Code integration.
MCP 0.8.1 • Spec Compliance
All MCP tools now return structuredContent with outputSchema, aligning recall outputs (results, dedup_removed) to spec.
Open Source & Portable
Your memory infrastructure should be as portable as your code. Run it on your laptop, your private cloud, or our managed service.
Docker
The standard container. Run it locally or on any VPS.
automem/server:latest
Railway
One-click production deployment. Handles DBs & updates automatically.
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Source
Fork the repo. Hack the graph logic. It's your code.
npm install