mcp-memory-service v10.57 — 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 v10.57 — 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.
Tag-match AND/OR filtering for memory_list and automatic session chunking. ~1,960 tests.
New tag_match parameter for the memory_list MCP tool and REST API: "any" (OR, default) returns memories matching at least one tag; "all" (AND) returns only memories matching every supplied tag. Implemented across sqlite_vec, cloudflare, and hybrid backends.
memory_store_session now auto-splits long sessions at turn boundaries (User:, Assistant:, Human:, etc.). Configure with SESSION_CHUNK_SIZE env var (default: 1500 chars, 0=disabled). Chunks tagged chunk:N/M for sequential retrieval. Fully backward compatible.
Extends the entity extraction, insight cards, and configurable maintain scan limit capabilities introduced in recent releases. Complete AND/OR tag filtering now unified across memory_search, memory_delete, and memory_list.
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.