v10.36 — Now Available
MCP Memory Service
Persistent memory for AI agents. Semantic search, knowledge graph, automatic consolidation — now accessible from Claude.ai via Streamable HTTP.
v10.36 — Now Available
Persistent memory for AI agents. Semantic search, knowledge graph, automatic consolidation — now accessible from Claude.ai via Streamable HTTP.
Session-level memory ingestion: LongMemEval R@5 86.0% (+5.6% vs turn-level) — new memory_store_session MCP tool and POST /api/sessions HTTP endpoint.
New memory_store_session MCP tool stores a full conversation as one memory unit — all turns concatenated as [role] content lines, stored with memory_type=session and auto-tagged session:<id>.
LongMemEval R@5 improves from 80.4% to 86.0% with session-mode ingestion. Largest gains in multi-session (+15.2%) and temporal-reasoning (+10.6%) categories — zero LLM API calls.
New POST /api/sessions HTTP endpoint mirrors the MCP tool for HTTP API consumers. --ingestion-mode session|turn|both flag added to LongMemEval benchmark for direct strategy comparison.
Claude.ai connects to your memory server through Streamable HTTP with OAuth 2.1 authentication.
Battle-tested with comprehensive testing and optimized for performance.
Install from PyPI and connect your AI agents to persistent memory.