Shared Memory Storage for Multi-Agent Systems

The memory layer for AI-native development — giving AI persistent understanding of your software projects.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain & CrewAI integrations.

Memory layer for AI agent orchestrators with adaptive forgetting, stronger retrieval.

SQL Native Memory Layer for LLMs, AI Agents & Multi-Agent Systems

🧠 Persistent memory for AI agents. SQLite for agent state. Zero cloud dependencies. Local embeddings. MCP-native integration with Claude Desktop/Code, Cursor, Windsurf & more.

Ultimate memory layer for local LLM's ~ mitigate limitations of Context Window.

Unified memory layer for AI coding agents: incremental transcript sync, ranked search, archive/restore.

Biologically Inspired Memory Management in AI: A Multi-Tiered Approach with Offline Consolidation

One memory layer for every AI chatbot. Save context once → use everywhere. Local-first, open source.

smrti (स्मृति) — non-dual memory for structured knowledge elicitation

Smart memory system for AI agents with vector search, automatic extraction, and cross-device sync