Featured in Domain Arrivals · 2026-08-16

ContextCore Keeps AI Agent Memory on the Same Machine

A local-first toolkit combining persistent memory, MCP tool routing, and LLM prompt-cost controls for AI agents.

Why it surfaced

ContextCore presents three open-source components as a single local stack: MemOS stores graph-native memory in SQLite, UMT handles MCP transports and registries, and LLM Guardian compresses prompts and guards token budgets. The page makes a concrete architectural promise—no accounts, telemetry, or cloud calls—and gives the project enough documentation, benchmarks, and installation detail to be meaningfully explored.