Self-Hosting Features Overview
Mem0 Open Source ships with capabilities that adapt memory behavior for production workloads—async operations, graph relationships, multimodal inputs, and fine-tuned retrieval. Configure these features with code or YAML to match your application’s needs.Start with the Python quickstart to validate basic memory operations, then enable the features below when you need them.
Choose your path
Graph Memory
Store entity relationships for multi-hop recall.
Advanced Metadata Filtering
Query with logical operators and nested conditions.
Search with Reranking
Boost search relevance with specialized models.
Async Memory Operations
Non-blocking operations for high-throughput apps.
Multimodal Support
Process images, audio, and video memories.
Custom Fact Extraction
Tailor how facts are extracted from text.
Custom Memory Updates
Control memory refinement with custom instructions.
REST API
HTTP endpoints for language-agnostic integrations.
OpenAI Compatibility
Drop-in replacement for OpenAI chat endpoints.
Looking for managed features instead? Compare self-hosting vs managed in the Platform vs OSS guide.