Your coding agent is excellent for an hour and then the session ends. Next time
it re-proposes the pattern you rejected, re-introduces the bug you fixed in
March, and re-asks why the module is structured that way.The codebase is in its context. The reasoning about the codebase is not —
that lived in conversations, pull request threads and a decision nobody wrote
down.
MCP gives an agent the ability to remember. It will not reliably do so unless
told when. Our Agent Skill installs that habit — recall
before a task, record after it — without you writing prompt scaffolding.
Git already has your diffs. What it does not have is why.
client.record( space_id="platform", content="We rejected connection pooling in the worker: it pins a pgbouncer slot for the poll interval.", agent_id="claude-code", metadata={"repo": "platform", "kind": "decision"},)
Scoping by agent_id keeps one agent’s working notes separable while leaving
the decisions readable by everyone — the same shape as
Two agents, one space.
Never record secrets. Agents paste freely, and a key or connection string
written into memory is retrievable by everyone with access to the space and
will resurface in later prompts. Keep credentials out of the content you store.
A shared team space needs a convention for what is worth recording.
Without one it fills with restatements of the code, which crowds out the
decisions.
Record the rejected option and why. “We use X” is weak; “we rejected Y
because Z” stops the next agent proposing Y.
MCP tools only load at session start — adding the server mid-session
exposes nothing until you restart.
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