Your task manager is the best agent memory you're not using.
ats is an MCP server and CLI that gives your AI agent memory from the task system you already use — TickTick, Taskmaster, Beads, Obsidian, Notion, GitHub, Airtable, Google, or all at once via the composite adapter. It fuses retrieval across adapters with Reciprocal Rank Fusion (RRF) and layers on portable intent, typed task links, lifecycle validity, scoped access, an action ledger, and bounded task events. Works with Claude Code, Claude Desktop, Cursor, and any MCP client.
Adapter, not migration. Most "agent memory" projects build a new store that drifts the moment you stop feeding it. But you already curate a knowledge base by hand every day — your task app. ATS makes that context agent-native without re-homing a single note. It's task-first: the task is the spine; supporting docs (GitHub issues, Notion specs) fuse in as context behind it — not a second-brain/PKM tool.
npm install -g @reneza/ats-cli @reneza/ats-adapter-ticktick
ats config use ticktick
ats auth login
ats find "deployment runbook"
