@@ -7,26 +7,29 @@ A Redis-powered memory server built for AI agents and applications. It manages b
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- ** Working Memory**
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- Session-scoped storage for messages, structured memories, context, and metadata
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- - Automatically summarizes conversations when they exceed the window size
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- - Token limit management (adapts to the context window of the client's LLM)
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+ - Automatically summarizes conversations when they exceed a client-configured window size
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- Supports all major OpenAI and Anthropic models
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- - Automatic promotion of structured memories to long-term storage
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+ - Automatic (background) promotion of structured memories to long-term storage
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- ** Long-Term Memory**
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- Persistent storage for memories across sessions
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- Semantic search to retrieve memories with advanced filtering system
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- - Filter by session, namespace, topics, entities, timestamps, and more
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+ - Filter by session, user ID, namespace, topics, entities, timestamps, and more
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- Supports both exact match and semantic similarity search
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- Automatic topic modeling for stored memories with BERTopic or configured LLM
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- - Automatic Entity Recognition using BERT
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+ - Automatic Entity Recognition using BERT or configured LLM
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- Memory deduplication and compaction
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+ - ** Production-Grade Memory Isolation**
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+ - OAuth2/JWT Bearer token authentication
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+ - Supports RBAC permissions
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+ - Top-level support for user ID and session ID isolation
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+
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- ** Other Features**
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- - Namespace support for session and working memory isolation
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+ - Dedicated SDK offering direct access to API calls _ and _ memory operations as tools to pass to your LLM
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- Both a REST interface and MCP server
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- - Background task processing for memory indexing and promotion
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- - Unified search across working memory and long-term memory
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+ - Heavy operations run as background tasks
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For detailed information about memory types, their differences, and when to use each, see the [ Memory Types Guide] ( docs/memory-types.md ) .
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