Generic agent

Any coding agent that can run shell commands or speak MCP can use Memory Layer.

CLI pattern

memory status --project <project-slug>
memory query --project <project-slug> --question "What context matters for this task?"
memory resume --project <project-slug>

MCP pattern

Use the stdio MCP server for local clients. Use Streamable HTTP only for local, token-bearing clients.

Verify

Ask the agent to cite the memory evidence it used and to inspect code before making implementation claims.

Next

Read MCP and Permissions and safety.