100% local · zero cloud dependencies

The Local-First
AI Trio

Memory, tools, and cost control for AI agents — built for production, powered entirely by your own machine.

Explore the TrioView on GitHub
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BEAM-1M recall (vs Mem0: 64.1%)
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Token savings (compact TOON)
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Local-first, zero cloud

Meet the Trio

Three open-source tools that work independently — or better, together.

🧠
Persistent Memory

MemOS

Universal, local-first, persistent memory layer for AI agents. Graph-native SQLite storage with temporal validity, trust scoring, and compact TOON format.

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🔌
MCP Toolkit

Universal MCP Toolkit

MCP transport, server registry, and tool routing. Works with Ollama, LangChain, CrewAI, and any MCP-compatible client.

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🛡️
Token Optimization

LLM Guardian

Token-cost guardian for LLM inference. Compresses prompts, injects MemOS context packs, and optimizes token budgets.

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