unsloth/unsloth_cli/claude_subagent_mcp.py
Daniel Han 968e6230a0
Unsloth start: add local subagents for Claude Code, Codex, OpenCode and Pi (#7326)
Bring the local-subagent support onto main. The original change (#7316) merged
into the stacked pr/daniel-unsloth-start-audit branch rather than main, and #7313
reached main via squash, so these files never landed on main.

Adds --as-subagent for claude, codex, opencode and pi: the parent agent keeps its
own cloud model while a locally served GGUF is registered as a delegated subagent,
using ephemeral per-session config that never touches the user's real agent config.
2026-07-22 04:34:58 -07:00

366 lines
13 KiB
Python

# SPDX-License-Identifier: AGPL-3.0-only
# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
"""Small stdio MCP bridge from cloud Claude Code to a local Claude Code child."""
from __future__ import annotations
import json
import os
import signal
import shutil
import subprocess
import sys
import threading
import time
from typing import Any, Callable
from unsloth_cli.commands.start import (
_CLAUDE_ENV_UNSET,
_SUBAGENT_DESCRIPTION,
_SUBAGENT_INSTRUCTIONS,
_claude_flags,
_claude_local_env,
_wsl_shim_env,
)
_MAX_RESULT_CHARACTERS = 100_000
_CANCEL_POLL_SECONDS = 0.1
_CANCEL_GRACE_SECONDS = 2.0
def _required_env(name: str) -> str:
value = os.environ.get(name, "").strip()
if not value:
raise RuntimeError(f"Missing {name}.")
return value
def _bounded(text: str) -> str:
if len(text) <= _MAX_RESULT_CHARACTERS:
return text
return text[:_MAX_RESULT_CHARACTERS] + "\n\n[Local agent output truncated]"
def _result_text(stdout: str) -> str:
lines = [line for line in stdout.splitlines() if line.strip()]
candidates = [stdout.strip(), *reversed(lines)]
for candidate in candidates:
try:
payload = json.loads(candidate)
except ValueError:
continue
if not isinstance(payload, dict):
continue
result = payload.get("result")
if payload.get("is_error"):
raise RuntimeError(str(result or "The local Claude agent failed."))
if isinstance(result, str) and result.strip():
return _bounded(result.strip())
raise RuntimeError("The local Claude agent returned no readable result.")
def _stop_child(process: subprocess.Popen) -> None:
"""Stop the Claude child and any tool processes it started."""
if process.poll() is not None:
if os.name != "nt":
# Leader exited, but its tool processes may still be running.
try:
os.killpg(process.pid, signal.SIGTERM)
except OSError:
return
time.sleep(_CANCEL_GRACE_SECONDS)
try:
os.killpg(process.pid, signal.SIGKILL)
except OSError:
pass
return
if os.name == "nt":
try:
completed = subprocess.run(
["taskkill", "/PID", str(process.pid), "/T", "/F"],
capture_output = True,
timeout = 15,
check = False,
)
except Exception:
completed = None
# A failed taskkill must not leave the child running through the grace wait.
if (completed is None or completed.returncode != 0) and process.poll() is None:
process.terminate()
else:
try:
os.killpg(process.pid, signal.SIGTERM)
except OSError:
process.terminate()
try:
process.wait(timeout = _CANCEL_GRACE_SECONDS)
except subprocess.TimeoutExpired:
if os.name == "nt":
process.kill()
else:
try:
os.killpg(process.pid, signal.SIGKILL)
except OSError:
process.kill()
process.wait()
else:
if os.name != "nt":
# Leader is gone; kill any surviving group members.
try:
os.killpg(process.pid, signal.SIGKILL)
except OSError:
pass
def run_local_agent(task: str, cancel_event: threading.Event | None = None) -> str:
base = _required_env("UNSLOTH_CLAUDE_SUBAGENT_BASE_URL")
key = _required_env("UNSLOTH_CLAUDE_SUBAGENT_API_KEY")
model = _required_env("UNSLOTH_CLAUDE_SUBAGENT_MODEL")
window = int(os.environ.get("UNSLOTH_CLAUDE_SUBAGENT_CONTEXT_WINDOW", "0") or 0)
entry = {"id": model, "context_length": window}
local_env = _claude_local_env(base, key, entry)
child_env = dict(os.environ)
executable = shutil.which("claude")
if executable is None:
raise RuntimeError("`claude` is not installed or is not on PATH.")
cancel_event = cancel_event or threading.Event()
if cancel_event.is_set():
raise RuntimeError("The local Claude agent was cancelled.")
command = [
"claude",
"--model",
model,
*_claude_flags(model),
"--permission-mode",
(
"bypassPermissions"
if os.environ.get("UNSLOTH_CLAUDE_SUBAGENT_BYPASS_PERMISSIONS") == "1"
else "acceptEdits"
),
"--print",
"--output-format",
"json",
"--no-session-persistence",
"--append-system-prompt",
_SUBAGENT_INSTRUCTIONS,
f"Task: {task}",
]
bridged, wsl_names = _wsl_shim_env(command, local_env, _CLAUDE_ENV_UNSET)
if wsl_names:
from unsloth_cli.commands.start import _merge_wslenv
bridged = {**bridged, "PWD": os.getcwd()}
child_env["WSLENV"] = _merge_wslenv(child_env.get("WSLENV", ""), wsl_names)
for name in _CLAUDE_ENV_UNSET:
child_env[name] = ""
else:
for name in _CLAUDE_ENV_UNSET:
child_env.pop(name, None)
child_env.update(bridged)
popen_kwargs: dict[str, Any] = {
"cwd": os.environ.get("CLAUDE_PROJECT_DIR") or os.getcwd(),
"env": child_env,
"stdin": subprocess.DEVNULL,
"stdout": subprocess.PIPE,
"stderr": subprocess.PIPE,
"text": True,
}
if os.name == "nt":
popen_kwargs["creationflags"] = subprocess.CREATE_NEW_PROCESS_GROUP
else:
popen_kwargs["start_new_session"] = True
process = subprocess.Popen(
[executable, *command[1:]],
**popen_kwargs,
)
try:
while True:
try:
stdout, stderr = process.communicate(timeout = _CANCEL_POLL_SECONDS)
break
except subprocess.TimeoutExpired:
if cancel_event.is_set():
_stop_child(process)
raise RuntimeError("The local Claude agent was cancelled.")
except BaseException:
if process.poll() is None:
_stop_child(process)
raise
if process.returncode != 0:
detail = stderr.strip() or stdout.strip()
raise RuntimeError(
_bounded(detail) or f"Local Claude exited with code {process.returncode}."
)
return _result_text(stdout)
def _response(request: dict, run_agent: Callable[[str], str] = run_local_agent) -> dict | None:
request_id = request.get("id")
method = request.get("method")
if request_id is None:
return None
if method == "initialize":
protocol = (request.get("params") or {}).get("protocolVersion") or "2025-06-18"
result = {
"protocolVersion": protocol,
"capabilities": {"tools": {"listChanged": False}},
"serverInfo": {"name": "unsloth-local-agent", "version": "1.0.0"},
}
elif method == "ping":
result = {}
elif method == "tools/list":
result = {
"tools": [
{
"name": "unsloth_agent",
"title": "Unsloth local agent",
"description": _SUBAGENT_DESCRIPTION,
"inputSchema": {
"type": "object",
"properties": {
"task": {
"type": "string",
"description": "The complete task for the local Unsloth agent.",
}
},
"required": ["task"],
"additionalProperties": False,
},
"annotations": {
"readOnlyHint": False,
"destructiveHint": True,
"idempotentHint": False,
"openWorldHint": True,
},
"_meta": {"anthropic/maxResultSizeChars": _MAX_RESULT_CHARACTERS},
}
]
}
elif method == "tools/call":
params = request.get("params") or {}
arguments = params.get("arguments") or {}
task = arguments.get("task") if params.get("name") == "unsloth_agent" else None
if not isinstance(task, str) or not task.strip():
result = {
"content": [{"type": "text", "text": "A non-empty task is required."}],
"isError": True,
}
else:
try:
text = run_agent(task.strip())
result = {"content": [{"type": "text", "text": text}], "isError": False}
except Exception as exc:
result = {
"content": [{"type": "text", "text": str(exc)}],
"isError": True,
}
else:
return {
"jsonrpc": "2.0",
"id": request_id,
"error": {"code": -32601, "message": f"Method not found: {method}"},
}
return {"jsonrpc": "2.0", "id": request_id, "result": result}
def serve(
stdin: Any = sys.stdin,
stdout: Any = sys.stdout,
run_agent: Callable[[str, threading.Event], str] = run_local_agent,
) -> None:
active: dict[object, threading.Event] = {}
workers: list[threading.Thread] = []
state_lock = threading.RLock()
output_lock = threading.Lock()
shutdown_started = threading.Event()
def cancel_active() -> None:
with state_lock:
pending = list(active.values())
for cancel_event in pending:
cancel_event.set()
def handle_shutdown(_signum: int, _frame: Any) -> None:
# Claude Code sends SIGINT (possibly repeatedly) to cancel a tool call. Only
# the first unwinds stdin; later ones must not interrupt process-tree cleanup.
first_signal = not shutdown_started.is_set()
shutdown_started.set()
cancel_active()
if first_signal:
raise KeyboardInterrupt
previous_handlers: dict[int, Any] = {}
if threading.current_thread() is threading.main_thread():
for signum in (signal.SIGINT, signal.SIGTERM):
previous_handlers[signum] = signal.signal(signum, handle_shutdown)
def send(response: dict | None) -> None:
if response is None:
return
with output_lock:
stdout.write(json.dumps(response, separators = (",", ":")) + "\n")
stdout.flush()
def call_tool(request: dict, request_id: object, cancel_event: threading.Event) -> None:
try:
response = _response(
request,
run_agent = lambda task: run_agent(task, cancel_event),
)
if not cancel_event.is_set():
send(response)
finally:
with state_lock:
if active.get(request_id) is cancel_event:
active.pop(request_id, None)
try:
for line in stdin:
try:
request = json.loads(line)
if not isinstance(request, dict):
response = None
elif request.get("method") == "notifications/cancelled":
request_id = (request.get("params") or {}).get("requestId")
with state_lock:
cancel_event = active.get(request_id)
if cancel_event is not None:
cancel_event.set()
response = None
elif request.get("method") == "tools/call" and request.get("id") is not None:
request_id = request["id"]
cancel_event = threading.Event()
with state_lock:
active[request_id] = cancel_event
worker = threading.Thread(
target = call_tool,
args = (request, request_id, cancel_event),
name = f"unsloth-agent-{request_id}",
)
workers.append(worker)
worker.start()
response = None
else:
response = _response(request)
except Exception as exc:
response = {
"jsonrpc": "2.0",
"id": None,
"error": {"code": -32603, "message": str(exc)},
}
send(response)
except KeyboardInterrupt:
pass
finally:
cancel_active()
for worker in workers:
if worker.ident is not None:
worker.join()
for signum, handler in previous_handlers.items():
signal.signal(signum, handler)
if __name__ == "__main__":
serve()