The article is about what happens after the handshake. If you are still writing your first server, start with building an MCP server in Python or the FastMCP 3 guide and come back here when your process table starts to fill.

The four symptoms, one accounting frame

L1: the hang is a full pipe, not a missing exit

The mechanism is a Linux pipe: 64 KiB of buffered bytes, then write(2) blocks. The SDK’s server writer serialises each outgoing message and writes it with stdout.write plus stdout.flush inside a worker thread (to_thread). If the client stops draining stdout while a response larger than the buffer is still in flight, that thread is stuck in the kernel. When stdin EOF then ends the session, the task group cancels the writer — and cancellation has to wait for a thread that cannot finish until the client reads.

The probe drives the same sequence twice: one response of 262,144 payload bytes, stdin closed 2 s later, 10 s of /proc sampling, then SIGTERM.

The control arm is what makes this a finding rather than a fixture bug: identical fixture, identical message, only the read side differs. With the reader draining, the process exits 0 by itself. Without a reader, it is still alive after ten seconds and has to be signalled. This is the same sequence reported upstream in issue #3674, where the reporter’s thread dump shows a worker blocked behind await stdout.flush() in mcp/server/stdio.py.

Host-side consequence: closing stdin is not a shutdown. Any supervisor that only closes the pipe and waits will accumulate one sleeping child per session.

L2: one unencodable string takes the whole connection

A str containing a lone surrogate cannot be encoded as UTF-8 JSON. It is easy to obtain without any malicious input: os.fsdecode() on a filename that is not valid UTF-8 returns one, and so does open(..., errors="surrogateescape") or a decoded argv. Validation passes, model_dump(mode="json") passes, and the failure lands in model_dump_json() inside the writer task, where only anyio.ClosedResourceError is caught.

In the probe the server sent one response whose uri field was built from os.fsdecode(b"bad-\xff-name"), then tried to send a second, valid message:

• stdout bytes delivered to the client: 0 — not even the bad message, because serialisation fails before the write.
• stderr: pydantic_core._pydantic_core.PydanticSerializationError: Error serializing to JSON: UnicodeEncodeError: 'utf-8' codec can't encode character '\udcff' in position 4: surrogates not allowed.
• The writer task ended, the task group tore down the session, and the fixture exited with an ExceptionGroup — the caller learns nothing about which request failed.

That matches issue #3707, where the reporter describes the same class of failure for the server writer and for the client’s stdin_writer on every transport. The exception class depends on the resolved pydantic version; this run used pydantic 2.14.2, so treat PydanticSerializationError as the shape, not the contract.

Host-side consequence: a single path, filename, or environment value that survives surrogateescape can kill a session, and the failure surfaces as a closed connection rather than an error for that request. Sanitise outbound payloads at the boundary (json.dumps(..., ensure_ascii=True) or explicit re-encoding with errors=“replace”) if any of your tool inputs come from the filesystem.

L3: who owns a transport whose connect was rejected

ClientSessionGroup.connect_to_server starts the transport, initialises the session, and only then aggregates components. The duplicate-name check raises before the session is recorded:

matching_tools = tools_temp.keys() & self._tools.keys()
if matching_tools:
    raise MCPError(code=types.INVALID_PARAMS, message=f"{matching_tools} already exist in group tools.")

# Aggregate components.
self._sessions[session] = component_names

That ordering is visible in the v2.2.0 source of session_group.py, and the probe confirms the runtime effect: after the rejected second connect, len(group.sessions) is still 1 while the process table shows 2 children. The caller has no session object, so disconnect_from_server() cannot reach the transport; only closing the whole group reclaimed it (0 children after close).

This is issue #3490. The caveat matters for your fix: it is a lifetime-scope mismatch, not an unbounded orphan. The second child lives until the group closes. In a long-lived host that keeps one group open for hours and re-registers servers per reconnect, that is still one leaked process per rejection.

L4: ghost tools survive disconnect

The same aggregation path keeps an older catalogue. The probe registered one caller-owned session whose server advertised old, changed the server’s catalogue to new, registered the same session again, then disconnected:

Disconnect removes only the names in the current reverse index for that session, while the aggregate dictionaries were merged on both registrations. That is issue #3713, reported with exactly this shape. The model keeps a tool in its prompt that the host can no longer route.

A shutdown contract your host can enforce

None of these need a fork of the SDK. They need four rules in the code that owns the child process:

1. Close stdin, then drain stdout, then wait. Never expect EOF alone to end a server whose response is still in a pipe. Read until EOF before you join the process, and put a wall-clock bound on the join.
2. Escalate on a bound, and record which signal worked. A server that ignores EOF is normal in this class; a server that survives SIGTERM is a different bug. Log both transitions with the pid so the next leak is countable.
3. Close the transport on a failed connect, not just on a returned session. Wrap connect_to_server yourself: on exception, close the group (or the transport you opened) before retrying, because the handle you would need was never returned.
4. Verify the tool table after every disconnect. assert not group.tools (or compare against the set you expect) is a one-line test that catches the ghost-tool class before a model tries to call a tool that is gone.

If you want the accounting view alongside this, the OpenTelemetry trace setup in agent observability with OpenTelemetry shows the span side, and agent doctor covers local runtime health checks that can host the process-count assertion above.

The probe: what it counts and what it does not

probe_stdio_lifecycle.py spawns real stdio children against mcp==2.2.0, samples /proc/<pid>/stat for state, walks /proc for children of the test process, and records stdout byte counts plus stderr text per scenario. It is not a harness for your own servers; it is a small reproducible check of the SDK paths above.

Files from this run, published with the article (origin: first-party run on 2026-10-30, Linux, CPython 3.12.3, no personal data):

• probe_stdio_lifecycle.py
• fixture_server.py
• fixture_stdio_writer.py
• results.json (raw records)
• method.md

Limits, stated plainly: one Linux host, one run per arm, one pinned version (2.2.0), fixture servers written for this article rather than third-party servers. L3 and L4 were executed in a second invocation of the same probe (--only L3,L4) and merged into results.json; timestamps in the record show both windows. The 64 KiB pipe buffer is a Linux default — macOS and Windows pipe sizes differ, and none of the timing or signal behaviour here should be transferred to them without re-running. v2.3.0 ships different bytes for session_group.py and client/stdio.py, so “still broken in 2.3.0” is not established by this run; the server writer path was byte-identical between the two tags when the sources were fetched.

If you do not run the probe, the four rules above still hold: they are derived from the source paths quoted here, not from a benchmark score.

Sources

• modelcontextprotocol/python-sdk#3674 — stdio server never exits on stdin EOF while the client leaves stdout unread.
• modelcontextprotocol/python-sdk#3707 — a lone surrogate in an outgoing message kills the writer or the session.
• modelcontextprotocol/python-sdk#3490 — a rejected connect_to_server leaves its transport running.
• modelcontextprotocol/python-sdk#3713 — old tools survive after disconnecting a re-registered session.
• modelcontextprotocol/python-sdk#3714 — strict decoding withholds fatal read errors until peer stdout EOF.
• mcp/server/stdio.py at v2.2.0 — the writer task and its single except clause.
• mcp/client/stdio.py at v2.2.0 — the shielded _drain_stdout in finally, and the process-stop escalation order.
• mcp/client/session_group.py at v2.2.0 — the raise-before-record ordering and the disconnect loop over the current index.