mcp-memory-service v10.48 — Now Available
Memory for AI Agents
Persistent memory for AI agents — REST API, MCP, OAuth, CLI, dashboard. Semantic search, knowledge graph, automatic consolidation. One self-hosted service, every transport.
mcp-memory-service v10.48 — Now Available
Persistent memory for AI agents — REST API, MCP, OAuth, CLI, dashboard. Semantic search, knowledge graph, automatic consolidation. One self-hosted service, every transport.
Contradiction chain retrieval + auto-supersession on high-confidence conflicts. ~1,785 tests.
All retrieval paths (memory_search, retrieve, retrieve_with_quality_boost, retrieve_hybrid) and all backends now accept include_superseded=True to surface the full contradiction chain. Default behavior unchanged. (PR #814, @filhocf)
The consolidator automatically marks the older memory as superseded_by the newer one when a contradicts relationship is detected with confidence ≥ 0.75. Single batched transaction, thread-safe. No DB migration needed. (PR #814, @filhocf)
Contradiction chains are now first-class: store, auto-link, and retrieve conflicting memories across all storage backends. Partial implementation of RFC #732 — write-side counterpart coming in a follow-up PR.
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.