Memory Spine Documentation
Everything you need to add persistent memory to your AI agents. Guides, API reference, and integration examples.
Quickstart Guide
Get started in 5 minutes. Install the SDK, configure MCP, and store your first memory with working code examples in Python and TypeScript.
Start HereMCP Tools Reference
Complete reference for all 32 MCP tools: memory_store, memory_search, memory_pin, knowledge_graph_build, agent_handoff, and more.
32 ToolsIntegration Guide
Connect Memory Spine with Claude, GPT-4, Gemini, LangChain, and custom agent frameworks. Step-by-step integration patterns.
GuideSemantic Search
Learn how Memory Spine’s hybrid FTS5 + vector search achieves sub-25ms latency on 160K+ vectors. Tuning and optimization tips.
Deep DiveKnowledge Graphs
Build relationship graphs between memories. Query connections, detect clusters, and compute centrality for deeper AI understanding.
AdvancedDashboard & Monitoring
Monitor memory vectors, search performance, storage usage, and agent activity in real time from the Memory Spine dashboard.
Dashboard