Memori Ecosystem

Store structured memory directly in your SQL database with native schemas, governance, and performance tuning.

• SQL-native storage and queries
• Transaction-level consistency
• TTL and retention policies
• Enterprise auditability

Use Memori with MongoDB for flexible memory schemas and fast iteration on memory models.

• Document-based memory stores
• Schema evolution support
• Hybrid relational mapping
• Atlas-ready deployments

Lightweight, embedded memory for local agents and offline workflows.

• Zero-config local storage
• Offline memory retention
• Fast prototyping
• Single-file persistence

Use Claude models with Memori memory for grounded, personalized responses and lower token usage.

• Memory-aware prompting
• Streaming and async support
• Cross-session context
• Explainable recall

Use OpenAI models with structured memory for personalized experiences and cost-efficient context.

• Memory-first prompt injection
• Selective recall
• Attribution tracking
• Async/sync support

Integrate Gemini models with Memori memory for multimodal, context-rich workflows.

• Memory-backed context
• Multimodal recall
• Context compression
• Fast inference

Native integration with LangChain to persist memory across chains and agents.

• Drop-in memory adapters
• Tool and agent support
• Async/streaming compatibility
• Memory-first prompts

Memory-first agents with type-safe workflows and structured recall.

• Typed memory models
• Validation and guardrails
• Structured retrieval
• Production-ready patterns

Background augmentation that enriches memory with facts, preferences, and relationships.

• Zero-latency augmentation
• Explainable memory lineage
• Entity relationship graphs
• Usage analytics

Secure memory for sensitive data with PCI and SOC2-ready controls.

• PII redaction
• Role-based access control
• Audit trails
• Retention policies