Agent Memory From Your Task Manager: CLI + MCP, No Vector DB

Sat, 30 May 2026 09:00:00 +0200

Most “agent memory” projects ask you to build a new store: a vector database, a bespoke framework, a fresh pile of markdown. It drifts from reality the moment you stop feeding it. But you already maintain a curated knowledge base by hand, every day: your task manager. Years of prioritized, deduplicated context, pre-filtered by the most reliable ranker there is, which is you.

ats (Agentic Task System) makes that context agent-native without a migration. Keep the app you already live in, TickTick or an Obsidian vault today, and give your agent a fast, structured, two-way channel into it.

Ticktick on René Zander | AI Automation Consultant

Agent Memory From Your Task Manager: CLI + MCP, No Vector DB