Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.
The main features of kael-bit/engram-rs are: Knowledge and Memory.
Open-source alternatives to kael-bit/engram-rs include: memorilabs/memori — Memori is an AI agent memory middleware platform designed to provide persistent, context-aware recall for language… simular-ai/agent-s — Agent-S is a multimodal AI agent and LLM desktop automation framework designed to control operating systems through… alibaizhanov/mengram — Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from… basicmachines-co/basic-memory. chemiguel23/memorymesh — A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI… artkeyai/bhived-mcp — bhived is an MCP server that gives AI agents shared memory, skills, and tool discovery. install once, works in Claude…
Memori is an AI agent memory middleware platform designed to provide persistent, context-aware recall for language models. It functions as a non-intrusive layer that intercepts outbound model requests to automatically capture interaction history and execution traces, ensuring that agents maintain continuity across sessions without requiring modifications to existing application logic. The platform distinguishes itself through a dual-model storage architecture that maintains information as both structured relational primitives for precise fact retrieval and rolling narrative summaries for situ
Agent-S is a multimodal AI agent and LLM desktop automation framework designed to control operating systems through graphical user interface interactions. It functions as a computer use interface, utilizing vision-language grounding to translate natural language goals into precise screen coordinates and system actions. The project differentiates itself by combining structured accessibility tree inspection with vision-based element localization. It manages cross-application workflows by mapping conceptual descriptions to physical pixels and simulating low-level keyboard and mouse events to mov
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
bhived is an MCP server that gives AI agents shared memory, skills, and tool discovery. install once, works in Claude Code, Cursor, and 15+ other agents.