Persistent memory for AI agents. Semantic search, knowledge graph, automatic consolidation — now accessible from Claude.ai via Streamable HTTP.
Memory Evolution: non-destructive updates, lineage tracking, staleness scoring, and automatic conflict detection.
Update a memory without losing its history. update_memory_versioned() creates a child node atomically and marks the parent as superseded — full lineage preserved, active queries see only current versions.
Time-decayed confidence: memories grow stale automatically. Configure decay window via MEMORY_DECAY_WINDOW_DAYS. min_confidence filtering on all backends keeps retrieval results fresh.
Every store operation checks for contradictions (cosine > 0.95 + Levenshtein divergence > 20%). New memory_conflicts and memory_resolve MCP tools. REST: GET /api/conflicts, POST /api/conflicts/resolve.
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.