mcp-memory-service v10.63 — 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 v10.63 — 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.
Milvus Issue #888 fully complete + Kiro CLI harvest fix with 36x parse yield improvement. ~1,985 tests.
The final 4 low-priority Milvus overrides are now native: search_by_tag_chronological (tag filter + server-side sort + pagination), count_memories_by_tag (Milvus count(*)), is_deleted (metadata check), and purge_deleted (hard-delete tombstones). All 9 optional BaseStorage methods now have native implementations, eliminating all base-class fallbacks.
Kiro CLI uses AssistantMessage as the message kind (not Response). The harvest parser now maps this correctly and removes a redundant 2000-char filter. Parse yield for Kiro sessions improves 36x: 1 candidate per 71 messages to 36 candidates per 373 messages.
Both improvements in this release come from community contributors: @henry201605 (Milvus overrides, PR #978) and @filhocf (Kiro CLI harvest fix, PR #979). Together they complete a major milestone for Milvus users and significantly improve Kiro IDE integration.
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.