mcp-memory-service v10.55 — 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 v10.55 — 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.
Entity extraction, memory-entity linking, and Insight Cards. ~1,902 tests.
New EntityExtractor detects @mentions, #tags, URLs, and file paths inside memory content. memory_search gains an entity filter; memory_graph gains action="extract_entities". Runs as Step 5 in the maintain cycle. (PR #868, @filhocf)
InsightGenerator analyses the memory corpus and surfaces patterns, trends, and gaps automatically. Runs as Step 6 in maintain. Opt-in via MCP_INSIGHT_CARDS_ENABLED=true — default off, no impact on existing deployments. (PR #869, @filhocf)
urllib3 bumped from 2.6.3 to 2.7.0. Routine maintenance — no behaviour change. (PR #893)
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.