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.