mcp-memory-service
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Learn how to implement custom memory types in MCP Memory Service by extending the ontology at runtime. Set the MCP_CUSTOM_MEMORY_TYPES variable with a JSON payload to add new types without code changes.
Security Implications of MCP_ALLOW_ANONYMOUS_ACCESS=true in MCP Memory ServiceDiscover the significant security implications of MCP_ALLOW_ANONYMOUS_ACCESS=true. Learn why this setting grants unauthenticated read-only access and should be avoided in production.
How the Sync Importer Handles Bulk Memory Imports in MCP Memory ServiceLearn how the sync importer handles bulk memory imports in MCP Memory Service. Discover efficient JSON import with deduplication and dry-run features.
How the MCP Memory Service Implements Tag Taxonomy with Soft ValidationDiscover how the MCP Memory Service uses a namespace-based tag taxonomy and soft validation to enforce standards and ensure backward compatibility. Learn about prefixes and legacy data handling.
How to Debug Memory Storage Issues Using Health Check Endpoints in MCP Memory ServiceDebug memory storage issues in MCP Memory Service using health check endpoints. Query /api/health/detailed and /api/health/sync-status to quickly pinpoint failures.
X-Agent-ID Scoping Strategy Performance Implications in MCP Memory ServiceUnderstand X-Agent-ID scoping strategy performance in MCP Memory Service. Discover how comma-separated tags impact retrieval speed and learn about its negligible write-time overhead.
How to Migrate from Mem0 or Zep to MCP Memory Service: A Complete 4-Phase GuideMigrate from Mem0 or Zep to MCP Memory Service with our 4 phase guide. Learn to provision, swap SDK calls, bulk import data, and validate integrity for a seamless transition.
MCP Memory Service Docker Deployment Modes: Slim, Glama, and Standalone ExplainedUnderstand MCP Memory Service Docker deployment modes: Slim, Glama, and Standalone. Learn which mode suits your needs for efficient cloud or server operation. Explore key differences and choose the best fit.
How Does the Quality Scoring System Evaluate Memory Relevance in MCP Memory Service?Discover how MCP Memory Service quality scoring evaluates memory relevance using a composite score combining heuristic analysis, AI signals, time decay, tag matching, and project filters. Learn more.
How to Configure MCP Memory Service Startup and HTTP Mode: Complete Environment Variable GuideConfigure MCP Memory Service startup and HTTP mode using environment variables. This guide details essential settings for server activation, port binding, and authentication.
How Hybrid Search in MCP Memory Service Combines BM25 and Vector Search for Better RecallDiscover how hybrid search in MCP Memory Service unites BM25 and vector search to boost recall. Learn how parallel searches, score normalization, and weighted fusion deliver superior results for term and semantic matches.
MCP Memory Service Backup Scheduler Architecture and Configuration GuideExplore the four-layer asyncio backup scheduler architecture for MCP Memory Service. Learn how to configure automated SQLite snapshots and manual controls.
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