Skip to content

Clients overview

Three surfaces, one store:

Surface Shape Start
CLI Direct commands over the store memcal brief
Web UI Loopback dashboard: queue, dream, runs, settings memcal ui
Any harness via MCP brief.md plus a stdio tool server python3 -m memcal.mcp_server

Native Hermes and OpenClaw integrations build on the same boundary: fresh snapshot every turn, user turns archived once, typed writes as code.