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aio-01d4-stu/Last3Mon/74/tools/flow.py
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# /// script
# requires-python = ">=3.10"
# dependencies = []
# ///
"""Course helper: check, push and test the n8n workflows that a CLI coding agent wrote.
uv run tools/flow.py doctor # is everything ready?
uv run tools/flow.py check my-work/helpdesk.json # find mistakes before n8n sees the file
uv run tools/flow.py push my-work/helpdesk.json # import + publish (one n8n restart)
uv run tools/flow.py off my-helpdesk # unpublish by file or webhook path
uv run tools/flow.py diff reference/helpdesk-v1.json reference/helpdesk-v2.json [--full] # what changed, node by node
uv run tools/flow.py call my-helpdesk requests/faq-vpn.json [-v]
uv run tools/flow.py test cases/lab02.json [-v] [--repeat 3] [--set release=1.1.0] # --set adds a field to every body
uv run tools/flow.py gate cases/golden.json --set release=1.1.0 --min-pass 1.0 --max-p95 3 # PASS/FAIL, recorded in /gates
uv run tools/flow.py bench my-helpdesk requests/faq-vpn.json -n 10 [--set release=2.0.0] # p50 · p95 · max · failures
uv run tools/flow.py release helpdesk [1.1.0] [--canary 1.2.0 --percent 50 | --no-canary] [--reset] [--require-gate on|off]
uv run tools/flow.py fault faq slow|error|ok # make the data API slow or failing (drills)
uv run tools/flow.py llm down|up # outage drill: a broken OpenAI key in n8n, then restore
Every command takes -v (--verbose) for details: the request and response JSON of each call (call, test, bench,
fault, doctor), the nodes and links of a workflow (check, push), and the docker / n8n CLI commands that ran.
Run it from the day folder (Last3Mon/74). n8n is the day 65 install (~/day65-n8n, Docker project
day65-n8n), started from Last3Mon/65/n8n. Environment overrides:
N8N_CONTAINER (default: the running n8n service of project day65-n8n, else day65-n8n-n8n-1)
N8N_HOME (default ~/day65-n8n), N8N_URL (default http://localhost:5678)
"""
from __future__ import annotations
import argparse
import datetime as dt
import hashlib
import json
import math
import os
import re
import shutil
import subprocess
import sys
import time
import urllib.error
import urllib.request
import uuid
from pathlib import Path
ROOT = Path(__file__).resolve().parent.parent
CACHE = Path(__file__).resolve().parent / ".cache"
def n8n_home() -> Path:
"""Where the official n8n install lives: N8N_HOME, else Last3Mon/65/n8n/.env, else ~/day65-n8n."""
if os.getenv("N8N_HOME"):
return Path(os.environ["N8N_HOME"]).expanduser()
env_file = ROOT.parent / "65" / "n8n" / ".env"
if env_file.exists():
for line in env_file.read_text(encoding="utf-8").splitlines():
if line.startswith("N8N_HOME="):
value = line.split("=", 1)[1].strip().strip("'\"")
if value:
return (env_file.parent / Path(value).expanduser()).resolve()
return Path.home() / "day65-n8n"
N8N_HOME = n8n_home()
START_HINT = "cd ~/aio-01d4-stu/Last3Mon/65/n8n && docker compose start (n8n install: ~/day65-n8n)"
def find_container() -> str:
"""The n8n container of the day 65 project, whichever folder it was started from."""
if os.getenv("N8N_CONTAINER"):
return os.environ["N8N_CONTAINER"]
if shutil.which("docker"):
result = subprocess.run(["docker", "ps", "-a", "--filter", "label=com.docker.compose.project=day65-n8n",
"--filter", "label=com.docker.compose.service=n8n", "--format", "{{.Names}}"],
capture_output=True, text=True)
names = result.stdout.split()
if names:
return names[0]
return "day65-n8n-n8n-1"
CONTAINER = find_container()
N8N_URL = os.getenv("N8N_URL", "http://localhost:5678").rstrip("/")
# Versions written in AGENTS.md. Other versions still work if n8n knows them (warning only).
RECOMMENDED = {
"n8n-nodes-base.webhook": 2,
"n8n-nodes-base.respondToWebhook": 1.1,
"n8n-nodes-base.if": 2.2,
"n8n-nodes-base.switch": 3.2,
"n8n-nodes-base.set": 3.4,
"n8n-nodes-base.code": 2,
"n8n-nodes-base.httpRequest": 4.2,
"n8n-nodes-base.httpRequestTool": 4.2,
"@n8n/n8n-nodes-langchain.agent": 3.1,
"@n8n/n8n-nodes-langchain.lmChatOpenAi": 1.2,
"@n8n/n8n-nodes-langchain.vectorStoreInMemory": 1.3,
"@n8n/n8n-nodes-langchain.embeddingsOpenAi": 1.2,
"@n8n/n8n-nodes-langchain.documentDefaultDataLoader": 1.1,
}
USES_DATA_API = True # day 74: FAQ, tickets, prompt registry, releases and gate records come from the data API
AGENT_HOOKS: tuple[str, ...] = () # no ready-made agents on day 74 (rel-v1 · rel-v2 are pushed by hand)
COURSE_CREDENTIALS = {"openAiCourse0001": "OpenAI (.env)"} # OpenAI only from day 66 (no Ollama)
CONNECTION_TYPES = {"main", "ai_tool", "ai_languageModel", "ai_memory", "ai_outputParser", "ai_embedding", "ai_document"}
SECRET = re.compile(r"\bsk-[A-Za-z0-9_-]{16,}")
OK, BAD, WARN = "✔", "✘", "!"
VERBOSE = False # -v on any command (set in main)
# ---------------------------------------------------------------- helpers
def die(message: str) -> None:
print(f"{BAD} {message}", file=sys.stderr)
sys.exit(1)
def docker(*args: str, stdin: str | None = None, check: bool = True) -> subprocess.CompletedProcess:
if not shutil.which("docker"):
die("docker command not found. Start Docker first.")
result = subprocess.run(["docker", *args], input=stdin, capture_output=True, text=True)
if VERBOSE:
show_command(args, result)
if check and result.returncode != 0:
die(f"docker {' '.join(args[:2])} failed:\n{(result.stderr or result.stdout).strip()}")
return result
def show_json(label: str, value: object) -> None:
"""Print one JSON value under a label, indented below the result line (-v). API keys are masked."""
text = json.dumps(value, ensure_ascii=False, indent=2) if not isinstance(value, str) else value
print(f" {label}")
for row in SECRET.sub("sk-***", text).splitlines():
print(f" {row}")
def detail(label: str, value: object) -> None:
"""show_json, only with -v."""
if VERBOSE:
show_json(label, value)
def show_command(args: tuple[str, ...], result: subprocess.CompletedProcess) -> None:
"""-v: one docker command and the end of its output. Data dumps (cat of an export) are not printed."""
command = " ".join(arg if len(arg) <= 90 else arg[:87] + "..." for arg in args)
print(f" $ docker {command} → exit {result.returncode}")
if "cat /tmp" in " ".join(args):
return
rows = [row for row in (result.stdout + result.stderr).splitlines() if row.strip()]
for row in rows[-6:]:
print(f" {SECRET.sub('sk-***', row)[:160]}")
def n8n(*args: str, stdin: str | None = None, check: bool = True) -> subprocess.CompletedProcess:
return docker("exec", "-i", CONTAINER, "n8n", *args, stdin=stdin, check=check)
def container_running() -> bool:
if not shutil.which("docker"):
return False
result = subprocess.run(["docker", "inspect", "-f", "{{.State.Running}}", CONTAINER], capture_output=True, text=True)
return result.stdout.strip() == "true"
def http(method: str, url: str, body: object | None = None, timeout: float = 300) -> tuple[int, object, float]:
data = None if body is None else json.dumps(body, ensure_ascii=False).encode("utf-8")
request = urllib.request.Request(url, data=data, method=method, headers={"Content-Type": "application/json"})
start = time.monotonic()
try:
with urllib.request.urlopen(request, timeout=timeout) as response:
status, raw = response.status, response.read()
except urllib.error.HTTPError as error:
status, raw = error.code, error.read()
except (urllib.error.URLError, TimeoutError, ConnectionError) as error:
return 0, {"error": str(getattr(error, "reason", error))}, time.monotonic() - start
text = raw.decode("utf-8", errors="replace")
try:
payload: object = json.loads(text) if text.strip() else ""
except json.JSONDecodeError:
payload = text
return status, payload, time.monotonic() - start
def load_json(path: Path) -> object:
try:
return json.loads(path.read_text(encoding="utf-8"))
except FileNotFoundError:
die(f"file not found: {path}")
except json.JSONDecodeError as error:
die(f"{path} is not valid JSON (line {error.lineno}, column {error.colno}): {error.msg}")
def resolve(path: str) -> Path:
candidate = Path(path)
if candidate.exists() or candidate.is_absolute():
return candidate
return ROOT / path
def node_versions() -> dict[str, list[float]]:
"""Node types and versions that this n8n really has (exported once, then cached)."""
cache = CACHE / "node-versions.json"
if cache.exists():
return json.loads(cache.read_text())
if not container_running():
return {}
n8n("export:nodes", "--output=/tmp/course-nodes.json")
raw = docker("exec", CONTAINER, "sh", "-c", "cat /tmp/course-nodes.json && rm -f /tmp/course-nodes.json").stdout
versions: dict[str, set[float]] = {}
for node in json.loads(raw):
value = node.get("version")
versions.setdefault(node["name"], set()).update(value if isinstance(value, list) else [value])
result = {name: sorted(values) for name, values in versions.items()}
CACHE.mkdir(exist_ok=True)
cache.write_text(json.dumps(result))
return result
def walk_strings(value: object, where: str = ""):
if isinstance(value, str):
yield where, value
elif isinstance(value, dict):
for key, item in value.items():
yield from walk_strings(item, f"{where}.{key}" if where else key)
elif isinstance(value, list):
for index, item in enumerate(value):
yield from walk_strings(item, f"{where}[{index}]")
def webhooks(workflow: dict) -> list[tuple[str, str]]:
found = []
for node in workflow.get("nodes", []):
if node.get("type") == "n8n-nodes-base.webhook":
parameters = node.get("parameters", {})
found.append((str(parameters.get("httpMethod", "GET")).upper(), str(parameters.get("path", "")).strip("/")))
return found
# ---------------------------------------------------------------- check
def check_workflow(workflow: object) -> tuple[list[str], list[str]]:
errors: list[str] = []
warnings: list[str] = []
if not isinstance(workflow, dict):
return ["the file must be one workflow object { name, nodes, connections }"], warnings
if not str(workflow.get("name", "")).strip():
errors.append("missing workflow 'name'")
nodes = workflow.get("nodes")
connections = workflow.get("connections")
if not isinstance(nodes, list) or not nodes:
return errors + ["'nodes' must be a non-empty list"], warnings
if not isinstance(connections, dict):
errors.append("'connections' must be an object")
connections = {}
known = node_versions()
names: dict[str, dict] = {}
for index, node in enumerate(nodes):
label = f"node #{index + 1}"
if not isinstance(node, dict):
errors.append(f"{label} is not an object")
continue
name = node.get("name")
if not name:
errors.append(f"{label} has no 'name'")
continue
label = f"node '{name}'"
if name in names:
errors.append(f"{label} appears twice (node names must be unique)")
names[name] = node
node_type, version = node.get("type"), node.get("typeVersion")
if not node_type or version is None:
errors.append(f"{label} needs 'type' and 'typeVersion'")
elif known and node_type not in known:
errors.append(f"{label}: type '{node_type}' does not exist in this n8n")
elif known and version not in known[node_type]:
errors.append(f"{label}: {node_type} has no typeVersion {version} (available: {known[node_type]})")
elif node_type in RECOMMENDED and version != RECOMMENDED[node_type]:
warnings.append(f"{label}: typeVersion {version} (AGENTS.md uses {RECOMMENDED[node_type]})")
if not isinstance(node.get("parameters"), dict):
errors.append(f"{label} needs 'parameters' (use {{}} when empty)")
position = node.get("position")
if not (isinstance(position, list) and len(position) == 2):
errors.append(f"{label} needs 'position': [x, y]")
for kind, credential in (node.get("credentials") or {}).items():
credential_id = (credential or {}).get("id")
if credential_id not in COURSE_CREDENTIALS:
errors.append(f"{label}: credential '{kind}' must use a course id {list(COURSE_CREDENTIALS)}, got {credential_id!r}")
for where, text in walk_strings(node.get("parameters", {})):
if SECRET.search(text):
errors.append(f"{label}: parameters.{where} looks like an API key. Use a credential instead.")
if "{{" in text and "}}" in text and not text.startswith("="):
warnings.append(f"{label}: parameters.{where} has {{{{ }}}} but does not start with '=' (it stays plain text)")
targets_of: dict[str, set[str]] = {}
for source, outputs in connections.items():
if source not in names:
errors.append(f"connections: source '{source}' is not a node name")
continue
if not isinstance(outputs, dict):
errors.append(f"connections['{source}'] must be an object like {{\"main\": [[...]]}}")
continue
for kind, branches in outputs.items():
if kind not in CONNECTION_TYPES:
errors.append(f"connections['{source}']: unknown connection type '{kind}'")
for branch in branches or []:
for link in branch or []:
target = (link or {}).get("node")
if target not in names:
errors.append(f"connections['{source}'] points to '{target}', which is not a node name")
elif link.get("type") != kind:
errors.append(f"connections['{source}'] -> '{target}': link type must be '{kind}'")
else:
targets_of.setdefault(target, set()).add(kind)
if kind != "main":
targets_of.setdefault(f"{source}::from", set()).add(kind)
has_respond = any(node.get("type") == "n8n-nodes-base.respondToWebhook" for node in names.values())
for name, node in names.items():
node_type = node.get("type", "")
parameters = node.get("parameters", {}) if isinstance(node.get("parameters"), dict) else {}
if node_type == "n8n-nodes-base.webhook":
if not str(parameters.get("path", "")).strip("/"):
errors.append(f"node '{name}': webhook needs a 'path'")
if parameters.get("responseMode") == "responseNode" and not has_respond:
errors.append(f"node '{name}': responseMode is 'responseNode' but there is no Respond to Webhook node")
if node_type == "@n8n/n8n-nodes-langchain.agent" and "ai_languageModel" not in targets_of.get(name, set()):
errors.append(f"node '{name}': AI Agent needs a chat model connected with 'ai_languageModel'")
if node_type.endswith("Tool") or node_type.startswith("@n8n/n8n-nodes-langchain.tool"):
if "ai_tool" not in targets_of.get(f"{name}::from", set()):
errors.append(f"node '{name}': a tool must be connected to an AI Agent with 'ai_tool'")
if node_type.startswith("@n8n/n8n-nodes-langchain.lmChat"):
if "ai_languageModel" not in targets_of.get(f"{name}::from", set()):
errors.append(f"node '{name}': a chat model must be connected to an AI Agent with 'ai_languageModel'")
is_sub_node = bool(targets_of.get(f"{name}::from")) # model, tool, embeddings, loader: connected by ai_* links
if node_type != "n8n-nodes-base.webhook" and not node_type.startswith("@n8n/n8n-nodes-langchain.lm") and not is_sub_node \
and not (node_type.endswith("Tool") or node_type.startswith("@n8n/n8n-nodes-langchain.tool")) \
and "main" not in targets_of.get(name, set()) and "trigger" not in node_type.lower():
warnings.append(f"node '{name}': nothing is connected into it (it never runs)")
if not webhooks(workflow):
warnings.append("no Webhook node: 'push' works, but 'call' and 'test' need a webhook path")
return errors, warnings
def show_workflow(workflow: object) -> None:
"""-v: the nodes, links and webhooks of a workflow file."""
if not VERBOSE or not isinstance(workflow, dict):
return
print(f" workflow '{workflow.get('name')}' · {len(workflow.get('nodes') or [])} node(s)")
for node in workflow.get("nodes") or []:
if isinstance(node, dict):
extra = [key for key in ("onError", "retryOnFail") if key in node]
print(f" {node.get('name')} · {node.get('type')} v{node.get('typeVersion')}" + (f" · {', '.join(extra)}" if extra else ""))
print(" links")
for source, outputs in (workflow.get("connections") or {}).items():
for kind, branches in (outputs or {}).items():
for index, branch in enumerate(branches or []):
targets = ", ".join(str((link or {}).get("node")) for link in branch or [])
if targets:
print(f" {source} --{kind}[{index}]--> {targets}")
for method, hook in webhooks(workflow):
print(f" webhook {method} /webhook/{hook}")
def cmd_check(args: argparse.Namespace) -> int:
path = resolve(args.file)
workflow = load_json(path)
show_workflow(workflow)
errors, warnings = check_workflow(workflow)
for warning in warnings:
print(f"{WARN} {warning}")
for error in errors:
print(f"{BAD} {error}")
if errors:
print(f"{BAD} {path.name}: {len(errors)} error(s). Fix them and run check again.")
return 1
print(f"{OK} {path.name}: no errors" + (f" ({len(warnings)} warning(s))" if warnings else ""))
return 0
# ---------------------------------------------------------------- push
def stable_id(path: Path) -> str:
return "w" + hashlib.sha1(path.stem.encode("utf-8")).hexdigest()[:15]
def wait_until_ready(paths: list[tuple[str, str]], seconds: int = 90) -> bool:
deadline = time.monotonic() + seconds
while time.monotonic() < deadline:
status, _, _ = http("GET", f"{N8N_URL}/healthz", timeout=3)
if status == 200:
break
time.sleep(1)
else:
return False
for method, path in paths:
while time.monotonic() < deadline:
# A webhook that is registered for POST answers a GET with a hint, not "is not registered".
status, payload, _ = http("GET" if method != "GET" else "HEAD", f"{N8N_URL}/webhook/{path}", timeout=5)
text = json.dumps(payload, ensure_ascii=False)
if "not registered for" in text or status not in (0, 404, 500, 502, 503):
break
time.sleep(1)
time.sleep(2) # webhooks of the other published workflows finish registering right after
return time.monotonic() < deadline
def exported_workflows() -> list[dict]:
exported = docker("exec", CONTAINER, "sh", "-c",
"n8n export:workflow --all --output=/tmp/course-all.json >/dev/null 2>&1; "
"cat /tmp/course-all.json 2>/dev/null; rm -f /tmp/course-all.json", check=False).stdout
try:
return json.loads(exported) if exported.strip() else []
except json.JSONDecodeError:
return []
def prepare(path: Path) -> dict | None:
workflow = load_json(path)
show_workflow(workflow)
errors, warnings = check_workflow(workflow)
for warning in warnings:
print(f"{WARN} {path.name}: {warning}")
if errors:
for error in errors:
print(f"{BAD} {path.name}: {error}")
return None
workflow = dict(workflow)
if not re.fullmatch(r"[A-Za-z0-9]{10,}", str(workflow.get("id", ""))):
workflow["id"] = stable_id(path)
workflow["active"] = False
workflow.setdefault("settings", {}).setdefault("executionOrder", "v1")
for node in workflow["nodes"]:
node.setdefault("id", str(uuid.uuid5(uuid.NAMESPACE_URL, f"{workflow['id']}/{node['name']}")))
if node["type"] == "n8n-nodes-base.webhook":
node.setdefault("webhookId", str(uuid.uuid5(uuid.NAMESPACE_URL, f"{workflow['id']}/webhook/{node['name']}")))
return workflow
def cmd_push(args: argparse.Namespace) -> int:
paths = [resolve(file) for file in args.files]
workflows = [prepare(path) for path in paths]
if None in workflows:
print(f"{BAD} not pushed. Fix the errors first (uv run tools/flow.py check <file>).")
return 1
if not container_running():
die(f"n8n container '{CONTAINER}' is not running. {START_HINT}")
mine_ids = {workflow["id"] for workflow in workflows}
hooks = {hook for workflow in workflows for hook in webhooks(workflow)}
# Another published workflow with the same webhook path would block this one.
for other in exported_workflows():
if other.get("id") not in mine_ids and other.get("active") and hooks & set(webhooks(other)):
n8n("unpublish:workflow", f"--id={other['id']}")
print(f"{WARN} unpublished '{other.get('name')}' ({other['id']}): it used the same webhook path")
for workflow in workflows:
docker("exec", "-i", CONTAINER, "sh", "-c",
"cat > /tmp/course-workflow.json && n8n import:workflow --input=/tmp/course-workflow.json; "
"status=$?; rm -f /tmp/course-workflow.json; exit $status",
stdin=json.dumps(workflow, ensure_ascii=False))
n8n("publish:workflow", f"--id={workflow['id']}")
# The CLI changes the database only; one restart makes the running n8n load the new versions (about 5 s).
docker("restart", CONTAINER)
ready = wait_until_ready(sorted(hooks))
for workflow in workflows:
print(f"{OK} pushed '{workflow['name']}' (id {workflow['id']})")
for method, hook in sorted(webhooks(workflow)):
print(f" {method} {N8N_URL}/webhook/{hook}")
if not ready:
print(f"{WARN} n8n is still starting. Wait a few seconds before 'call' or 'test'.")
return 0
def cmd_off(args: argparse.Namespace) -> int:
"""Unpublish workflows, given as files or webhook paths, to see how the others behave when one role is down."""
if not container_running():
die(f"n8n container '{CONTAINER}' is not running. {START_HINT}")
exported = exported_workflows()
detail("published now", [f"{item.get('id')} · {item.get('name')} · " + ", ".join(f"/{hook}" for _, hook in webhooks(item))
for item in exported if item.get("active")])
wanted: dict[str, str] = {}
for item in args.files:
path = resolve(item) if (ROOT / item).exists() or Path(item).exists() else None
if path:
workflow = load_json(path)
workflow_id = workflow.get("id") if re.fullmatch(r"[A-Za-z0-9]{10,}", str(workflow.get("id", ""))) else stable_id(path)
wanted[workflow_id] = item
hooks = {hook for _, hook in webhooks(workflow)}
else:
hooks = {item.strip("/")}
for other in exported:
if other.get("active") and hooks & {hook for _, hook in webhooks(other)}:
wanted[other["id"]] = item
active = {item.get("id") for item in exported if item.get("active")}
for workflow_id, item in wanted.items():
if workflow_id in active:
n8n("unpublish:workflow", f"--id={workflow_id}")
print(f"{OK} unpublished {item} (id {workflow_id})")
docker("restart", CONTAINER)
wait_until_ready([])
print(f"{OK} n8n restarted. Turn it back on with: uv run tools/flow.py push <the workflow file>")
return 0
# ---------------------------------------------------------------- call / test
def request_body(spec: str | dict, base: Path = ROOT) -> object:
if isinstance(spec, dict):
return spec
text = spec.strip()
if text.startswith("{"):
try:
return json.loads(text)
except json.JSONDecodeError as error:
die(f"request is not valid JSON: {error.msg}")
path = Path(text)
if not path.exists():
path = base / text
return load_json(path)
def cmd_call(args: argparse.Namespace) -> int:
body = request_body(args.request) if args.request else {}
hook = args.path.strip('/')
status, payload, seconds = http("POST", f"{N8N_URL}/webhook/{hook}", body)
print(f"HTTP {status} · {seconds:.1f}s")
if args.verbose:
show_json(f"→ request POST /webhook/{hook}", body)
show_json(f"← response HTTP {status}", payload)
return 0 if 200 <= status < 300 else 1
print(json.dumps(payload, ensure_ascii=False, indent=2) if not isinstance(payload, str) else payload)
return 0 if 200 <= status < 300 else 1
def field(payload: object, dotted: str) -> object:
value = payload
for part in dotted.split("."):
if isinstance(value, dict):
value = value.get(part)
elif isinstance(value, list) and part.isdigit() and int(part) < len(value):
value = value[int(part)]
else:
return None
return value
def as_text(value: object) -> str:
return value if isinstance(value, str) else json.dumps(value, ensure_ascii=False)
def judge(expect: dict, status: int, payload: object, seconds: float = 0.0) -> list[str]:
problems = []
if "max_seconds" in expect and seconds > float(expect["max_seconds"]):
problems.append(f"took {seconds:.1f}s (expected at most {expect['max_seconds']}s)")
if status != expect.get("status", 200):
problems.append(f"status {status} (expected {expect.get('status', 200)})")
for name, wanted in (expect.get("equals") or {}).items():
actual = field(payload, name)
if actual != wanted:
problems.append(f"{name} = {as_text(actual)[:60]} (expected {as_text(wanted)})")
for name, words in (expect.get("contains") or {}).items():
words = [words] if isinstance(words, str) else words
text = as_text(field(payload, name) or "")
if not any(word in text for word in words):
problems.append(f"{name} has none of {words}")
for name, words in (expect.get("not_contains") or {}).items():
words = [words] if isinstance(words, str) else words
text = as_text(field(payload, name) or "")
leaked = [word for word in words if word in text]
if leaked:
problems.append(f"{name} must not have {leaked}")
return problems
def cmd_test(args: argparse.Namespace) -> int:
path = resolve(args.cases)
suite = load_json(path)
hook = (args.webhook or suite.get("webhook", "")).strip("/")
cases = suite.get("cases", [])
if not hook or not cases:
die(f"{path.name} needs \"webhook\" and a non-empty \"cases\" list")
# "before"/"after": calls made once around the cases, e.g. turn a fault on and off again.
if not args.no_before:
for step in suite.get("before", []):
run_step("before", step)
try:
return run_cases(args, path, suite, hook, cases)
finally:
for step in suite.get("after", []):
run_step("after", step)
def run_step(label: str, step: dict) -> None:
"""A step is {"webhook": path} (POST to n8n), {"url": ...} (POST to the data API, e.g. the fault switch)
or {"llm": "down"|"up"} (the outage drill). "status": 409 means that status is expected (e.g. a refused deploy)."""
if step.get("llm") in ("down", "up"):
code = cmd_llm(argparse.Namespace(state=step["llm"]))
if code and label == "before":
die("could not change the OpenAI credential (llm drill)")
if step["llm"] == "down":
time.sleep(1)
return
if step.get("url"):
target = str(step["url"])
else:
target = f"{N8N_URL}/webhook/{str(step.get('webhook', '')).strip('/')}"
body = request_body(step.get("body") or step.get("request", "{}"))
status, payload, seconds = http("POST", target, body)
shown = json.dumps(payload, ensure_ascii=False)[:120] if not isinstance(payload, str) else payload[:120]
good = status == step["status"] if "status" in step else 200 <= status < 300
print(f"{OK if good else BAD} {label}: POST {target.replace(N8N_URL, '')} · HTTP {status} · {seconds:.1f}s · {shown}")
detail(f"→ request POST {target.replace(N8N_URL, '')}", body)
detail(f"← response HTTP {status}", payload)
if not good and label == "before":
die(f"the 'before' step failed ({target}). Is it pushed / is the data API the day 74 version?")
def parse_sets(items: list[str] | None) -> dict:
"""--set release=1.1.0 --set no_cache=true → {"release": "1.1.0", "no_cache": true}"""
out: dict = {}
for item in items or []:
key, _, value = item.partition("=")
try:
out[key] = json.loads(value)
except json.JSONDecodeError:
out[key] = value
return out
def run_cases(args: argparse.Namespace, path: Path, suite: dict, hook: str, cases: list) -> int:
print(f"POST {N8N_URL}/webhook/{hook} · {len(cases)} case(s) × {args.repeat}")
results, passed = [], 0
for case in cases:
for step in case.get("before", []):
run_step("before", step)
try:
passed += run_case(args, case, hook, results)
finally:
for step in case.get("after", []):
run_step("after", step)
return finish(path, hook, results, passed)
def run_case(args: argparse.Namespace, case: dict, hook: str, results: list) -> int:
passed = 0
body = request_body(case.get("body") or case.get("request", "{}"))
if getattr(args, "set", None) and isinstance(body, dict):
body = {**body, **parse_sets(args.set)}
case_hook = (case.get("webhook") or hook).strip("/") if not args.webhook else hook
for run in range(1, args.repeat + 1):
status, payload, seconds = http("POST", f"{N8N_URL}/webhook/{case_hook}", body)
problems = judge(case.get("expect", {}), status, payload, seconds)
passed += not problems
mark = OK if not problems else BAD
suffix = f" #{run}" if args.repeat > 1 else ""
print(f"{mark} {case.get('name', '?')}{suffix} · {seconds:.1f}s" + ("" if not problems else " · " + "; ".join(problems)))
if args.verbose:
show_json(f"→ request POST /webhook/{case_hook}", body)
show_json(f"← response HTTP {status}", payload)
results.append({"case": case.get("name"), "webhook": case_hook, "run": run, "passed": not problems, "problems": problems,
"seconds": round(seconds, 1), "status": status, "request": body, "response": payload})
return passed
LAST_RESULTS: list = []
def finish(path: Path, hook: str, results: list, passed: int) -> int:
LAST_RESULTS[:] = results
total = len(results)
print(f"Passed {passed}/{total}")
runs = ROOT / "runs"
runs.mkdir(exist_ok=True)
stamp = dt.datetime.now().strftime("%Y%m%d-%H%M%S")
report = runs / f"{path.stem}-{stamp}.json"
report.write_text(json.dumps({"cases": str(path.name), "webhook": hook, "passed": passed, "total": total,
"results": results}, ensure_ascii=False, indent=2), encoding="utf-8")
print(f"report: {report.relative_to(ROOT)}")
return 0 if passed == total else 1
# ---------------------------------------------------------------- gate / diff / release
def cmd_gate(args: argparse.Namespace) -> int:
"""A release gate: run a test file and decide PASS/FAIL from the pass rate and p95 of the case times."""
cmd_test(args)
results = LAST_RESULTS
total = len(results)
passed = sum(1 for item in results if item["passed"])
times = [item["seconds"] for item in results if item.get("status") == 200]
p95 = percentile(times, 0.95) if times else 0.0
rate = passed / total if total else 0.0
reasons = []
if rate < args.min_pass:
reasons.append(f"pass rate {rate:.0%} < {args.min_pass:.0%}")
if args.max_p95 is not None and p95 > args.max_p95:
reasons.append(f"p95 {p95:.1f}s > {args.max_p95}s")
sets = parse_sets(args.set)
label = ", ".join(f"{k}={v}" for k, v in sets.items()) or "as is"
print(f"gate [{label}]: pass {passed}/{total} ({rate:.0%}) · p95 {p95:.1f}s → "
+ ("PASS" if not reasons else "FAIL · " + "; ".join(reasons)))
if sets.get("release") and not args.no_record:
record = {"release": str(sets["release"]), "verdict": "rollback" if reasons else "promote", "passed": passed,
"total": total, "p95": round(p95, 2), "cases": Path(args.cases).name, "source": "flow.py gate"}
status, payload, _ = http("POST", f"http://localhost:8800/gates/{args.name}", record, timeout=10)
print(f"{OK if status == 200 else WARN} gate record → /gates/{args.name}: {record['release']} {record['verdict']}"
+ ("" if status == 200 else f" (not stored: HTTP {status})"))
detail(f"← response HTTP {status}", payload)
return 0 if not reasons else 1
def flat(value: object, prefix: str = "") -> dict:
if isinstance(value, dict):
out: dict = {}
for key, item in value.items():
out.update(flat(item, f"{prefix}.{key}" if prefix else str(key)))
return out
if isinstance(value, list):
out = {}
for index, item in enumerate(value):
out.update(flat(item, f"{prefix}[{index}]"))
return out or {prefix: []}
return {prefix: value}
def cmd_diff(args: argparse.Namespace) -> int:
"""Node-by-node difference of two workflow files: added/removed nodes, changed settings, links."""
old, new = load_json(resolve(args.old)), load_json(resolve(args.new))
old_nodes = {node["name"]: node for node in old.get("nodes", [])}
new_nodes = {node["name"]: node for node in new.get("nodes", [])}
print(f"{old.get('name', args.old)} → {new.get('name', args.new)}")
changed = 0
for name in sorted(set(new_nodes) - set(old_nodes)):
changed += 1
print(f"+ node '{name}' ({new_nodes[name].get('type', '?').split('.')[-1]})")
for name in sorted(set(old_nodes) - set(new_nodes)):
changed += 1
print(f"- node '{name}' ({old_nodes[name].get('type', '?').split('.')[-1]})")
skip = ("position", "id", "webhookId")
for name in sorted(set(old_nodes) & set(new_nodes)):
a = flat({k: v for k, v in old_nodes[name].items() if k not in skip})
b = flat({k: v for k, v in new_nodes[name].items() if k not in skip})
for key in sorted(set(a) | set(b)):
if a.get(key) == b.get(key):
continue
changed += 1
before, after = as_text(a.get(key, "(none)")), as_text(b.get(key, "(none)"))
if len(before) > 70 or len(after) > 70:
print(f"~ '{name}' {key}: changed ({len(before)} → {len(after)} chars)")
if args.full or args.verbose:
print(f" before: {before}\n after: {after}")
else:
print(f"~ '{name}' {key}: {before} → {after}")
def links(workflow: dict) -> set:
return {(src, kind, dst["node"]) for src, kinds in workflow.get("connections", {}).items()
for kind, outs in kinds.items() for out in outs for dst in out}
for src, kind, dst in sorted(links(new) - links(old)):
changed += 1
print(f"+ link {src} → {dst} ({kind})")
for src, kind, dst in sorted(links(old) - links(new)):
changed += 1
print(f"- link {src} → {dst} ({kind})")
print(f"{changed} change(s)")
return 0
def bucket(user: str) -> int:
"""Same rule as AGENTS.md: sum of the character codes of the user name, modulo 100."""
return sum(ord(ch) for ch in user) % 100
def cmd_release(args: argparse.Namespace) -> int:
url = f"http://localhost:8800/releases/{args.name}"
if args.reset:
status, payload, _ = http("POST", url + "/reset", {}, timeout=10)
elif args.require_gate:
status, payload, _ = http("POST", url + "/policy", {"require_gate": args.require_gate == "on"}, timeout=10)
elif args.version or args.canary or args.no_canary:
body: dict = {}
if args.version:
body["active"] = args.version
if args.canary:
body["canary"] = {"release": args.canary, "percent": args.percent}
if args.no_canary:
body["canary"] = None
status, payload, _ = http("POST", url, body, timeout=10)
else:
status, payload, _ = http("GET", url, timeout=10)
detail(f"← response HTTP {status}", payload)
if status == 409 and isinstance(payload, dict):
gate = payload.get("last_gate")
print(f"{BAD} refused: {payload.get('release')} has no passing gate record"
+ (f" (last gate: {gate.get('verdict')} {gate.get('passed')}/{gate.get('total')} · {gate.get('source')})" if gate else " (never gated)")
+ "\n → run the gate (flow.py gate ... --set release=<version>) or my-release-check first")
return 1
if status != 200 or not isinstance(payload, dict):
print(f"{BAD} {as_text(payload)}")
return 1
_, gates, _ = http("GET", f"http://localhost:8800/gates/{args.name}", timeout=10)
latest = {}
for record in (gates.get("gates", []) if isinstance(gates, dict) else []):
latest[record.get("release")] = record
canary = payload.get("canary")
print(f"{OK} {args.name}: active {payload['active']}"
+ (f" · canary {canary['release']} {canary['percent']}%" if canary else " · no canary")
+ (" · deploy needs a passing gate" if payload.get("require_gate") else ""))
for version, info in sorted(payload.get("releases", {}).items()):
mark = "*" if version == payload["active"] else ("c" if canary and version == canary["release"] else " ")
gate = latest.get(version)
seen = f" gate {gate['verdict']} {gate.get('passed')}/{gate.get('total')}" if gate else ""
print(f" {mark} {version} prompt {info.get('prompt_version')} model {info.get('model')} {info.get('note', '')}{seen}")
if canary:
names = ["이준호", "박서연", "최유진", "한지훈", "김민지", "정우성"]
print(" canary users: " + (", ".join(f"{n}({bucket(n)})" for n in names if bucket(n) < canary["percent"]) or "none"))
return 0
# ---------------------------------------------------------------- bench / fault / llm
def percentile(values: list[float], share: float) -> float:
ordered = sorted(values)
if not ordered:
return 0.0
# nearest rank, as in the lecture: position = ceil(share × n), counted from 1 (10 runs: p50 = 5th, p95 = 10th)
index = min(len(ordered) - 1, max(0, math.ceil(share * len(ordered) - 1e-9) - 1))
return ordered[index]
# ---------------------------------------------------------------- bench / fault / llm
def percentile(values: list[float], share: float) -> float:
ordered = sorted(values)
if not ordered:
return 0.0
# nearest rank, as in the lecture: position = ceil(share × n), counted from 1 (10 runs: p50 = 5th, p95 = 10th)
index = min(len(ordered) - 1, max(0, math.ceil(share * len(ordered) - 1e-9) - 1))
return ordered[index]
def cmd_bench(args: argparse.Namespace) -> int:
body = request_body(args.request) if args.request else {}
if args.set and isinstance(body, dict):
body = {**body, **parse_sets(args.set)}
hook = args.path.strip("/")
print(f"POST {N8N_URL}/webhook/{hook} × {args.n}")
detail(f"→ request POST /webhook/{hook} (the same body every time)", body)
seconds_list, failures, rows = [], 0, []
for run in range(1, args.n + 1):
status, payload, seconds = http("POST", f"{N8N_URL}/webhook/{hook}", body)
good = 200 <= status < 300
failures += not good
seconds_list.append(seconds)
extra = ""
if isinstance(payload, dict):
extra = " · " + ", ".join(f"{key}={as_text(payload[key])[:40]}" for key in ("route", "llm_calls", "cached") if key in payload)
if isinstance(payload.get("version"), dict):
extra += f", release={payload['version'].get('release')}"
print(f"{OK if good else BAD} #{run} · HTTP {status} · {seconds:.2f}s{extra}")
detail(f"← response HTTP {status}", payload)
rows.append({"run": run, "status": status, "seconds": round(seconds, 3), "response": payload})
p50, p95 = percentile(seconds_list, 0.50), percentile(seconds_list, 0.95)
print(f"p50 {p50:.2f}s · p95 {p95:.2f}s · max {max(seconds_list):.2f}s · failures {failures}/{args.n}")
if VERBOSE:
print(" sorted " + " ".join(f"{value:.2f}" for value in sorted(seconds_list)))
steps: dict[str, list[float]] = {}
for row in rows:
timings = row["response"].get("timings") if isinstance(row["response"], dict) else None
for key, value in (timings or {}).items():
if isinstance(value, (int, float)):
steps.setdefault(key, []).append(value)
if steps:
print(" timings (average ms, runs) " + " · ".join(f"{key} {sum(values) / len(values):.0f} ({len(values)})"
for key, values in steps.items()))
runs = ROOT / "runs"
runs.mkdir(exist_ok=True)
report = runs / f"bench-{hook}-{dt.datetime.now().strftime('%Y%m%d-%H%M%S')}.json"
report.write_text(json.dumps({"webhook": hook, "request": body, "n": args.n, "p50": round(p50, 3), "p95": round(p95, 3),
"max": round(max(seconds_list), 3), "failures": failures, "runs": rows},
ensure_ascii=False, indent=2), encoding="utf-8")
print(f"report: {report.relative_to(ROOT)}")
return 0 if not failures else 1
def cmd_fault(args: argparse.Namespace) -> int:
targets = ["faq", "tickets", "prompts"] if args.target == "all" else [args.target]
body: dict = {target: args.mode for target in targets}
if args.seconds is not None:
body["slow_seconds"] = args.seconds
status, payload, seconds = http("POST", "http://localhost:8800/admin/fault", body, timeout=10)
print(f"{OK if status == 200 else BAD} fault switch: {as_text(payload)}")
detail("→ request POST http://localhost:8800/admin/fault", body)
detail(f"← response HTTP {status} · {seconds:.2f}s", payload)
return 0 if status == 200 else 1
def cmd_llm(args: argparse.Namespace) -> int:
"""Outage drill: register the course OpenAI credential with a broken key (down) or the real key from .env (up)."""
script = ROOT.parent / "65" / "n8n" / "register-credentials.sh"
if not script.exists():
die(f"{script} not found")
env = dict(os.environ, N8N_CONTAINER=CONTAINER)
if args.state == "down":
env["OPENAI_API_KEY"] = "sk-invalid-key-for-drill-000000"
else:
env.pop("OPENAI_API_KEY", None)
result = subprocess.run(["bash", str(script)], env=env, capture_output=True, text=True)
detail(f"$ bash {script.relative_to(ROOT.parent)} → exit {result.returncode}", (result.stdout + result.stderr).strip())
if result.returncode != 0:
print(result.stderr.strip() or result.stdout.strip())
return 1
print(f"{OK} OpenAI credential: " + ("broken key (drill). Restore with: uv run tools/flow.py llm up" if args.state == "down"
else "real key from .env restored"))
return 0
# ---------------------------------------------------------------- doctor
def cmd_doctor(args: argparse.Namespace) -> int:
failures = 0
def line(good: bool, text: str, hint: str = "", seen: object = None) -> None:
nonlocal failures
failures += not good
print(f"{OK if good else BAD} {text}" + ("" if good or not hint else f"\n → {hint}"))
if seen is not None:
detail("seen", seen)
installed = (N8N_HOME / "compose.yml").exists()
print(f"{OK if installed else WARN} n8n install folder {N8N_HOME}" + ("" if installed else
"\n → day 65 SETUP-N8N 5단계 (get.n8n.io 설치). 다른 곳에 설치했다면 Last3Mon/65/n8n/.env 에 N8N_HOME=<폴더>"))
running = container_running()
line(running, f"n8n container {CONTAINER}", START_HINT)
status, payload, _ = http("GET", f"{N8N_URL}/healthz", timeout=5)
line(status == 200, f"n8n {N8N_URL}", "wait 10 seconds after starting n8n, then run doctor again",
{"GET": "/healthz", "status": status, "response": payload})
status, payload, _ = http("GET", "http://localhost:8800/health", timeout=5)
if USES_DATA_API:
line(status == 200, "data API http://localhost:8800", "cd ~/aio-01d4-stu/Last3Mon/74/data-api && docker compose up -d --force-recreate (start n8n first)",
{"GET": "/health", "status": status, "response": payload})
fault_status, fault, _ = http("GET", "http://localhost:8800/admin/fault", timeout=5)
rel_status, rel, _ = http("GET", "http://localhost:8800/releases/helpdesk", timeout=5)
gate_status, gates, _ = http("GET", "http://localhost:8800/gates/helpdesk", timeout=5)
line(rel_status == 200 and gate_status == 200 and isinstance(rel, dict) and "2.1.0" in rel.get("releases", {}),
"releases /releases/helpdesk · gates /gates/helpdesk (day 74 data API)",
"the data API is an older day's version: cd ~/aio-01d4-stu/Last3Mon/74/data-api && docker compose up -d --force-recreate",
{"GET": "/releases/helpdesk", "status": rel_status, "response": rel, "gates": gates})
if isinstance(rel, dict) and (rel.get("active") != "1.0.0" or rel.get("canary") or rel.get("require_gate")):
print(f"{WARN} release state is not the start state: active {rel.get('active')} · canary {rel.get('canary')}"
f" · require_gate {rel.get('require_gate')}\n → uv run tools/flow.py release helpdesk --reset")
stats_status, stats, _ = http("GET", "http://localhost:8800/cache-stats", timeout=5)
detail("cache GET /cache-stats", {"status": stats_status, "response": stats})
if fault_status == 200 and isinstance(fault, dict) and any(fault.get(key, "ok") != "ok" for key in ("faq", "tickets", "prompts")):
print(f"{WARN} fault switch is on: {fault}\n → uv run tools/flow.py fault all ok")
else:
print(f"{OK if status == 200 else WARN} data API http://localhost:8800 (not used today)")
if running:
probe = docker("exec", CONTAINER, "node", "-e",
"fetch('http://data-api:8800/health').then(r=>console.log(r.status)).catch(()=>console.log(0))",
check=False).stdout.strip()
if USES_DATA_API:
line(probe == "200", "n8n → http://data-api:8800", "data API must join the day65-n8n_default network (compose.yml)",
{"from n8n": "GET http://data-api:8800/health", "status": probe})
exported = docker("exec", CONTAINER, "sh", "-c",
"n8n export:credentials --all --output=/tmp/course-cred.json >/dev/null 2>&1; "
"cat /tmp/course-cred.json 2>/dev/null; rm -f /tmp/course-cred.json", check=False).stdout
try:
found = json.loads(exported) if exported.strip() else []
except json.JSONDecodeError:
found = []
ids = {item.get("id") for item in found}
detail("credentials in n8n (id · name · type, no secrets)",
[f"{item.get('id')} · {item.get('name')} · {item.get('type')}" for item in found])
for credential_id, name in COURSE_CREDENTIALS.items():
line(credential_id in ids, f"credential '{name}' ({credential_id})",
"cd ~/aio-01d4-stu/Last3Mon/65/n8n && bash register-credentials.sh")
catalog = node_versions()
line(bool(catalog), "node catalog (for check)", seen={"node types": len(catalog), "cache": str(CACHE.relative_to(ROOT))})
for hook in AGENT_HOOKS:
_, payload, _ = http("GET", f"{N8N_URL}/webhook/{hook}", timeout=5)
line("not registered for" in json.dumps(payload, ensure_ascii=False), f"agent webhook /{hook}",
"uv run tools/flow.py push <agent workflow file>", {"GET": f"/webhook/{hook}", "response": payload})
agents = [name for name in ("codex", "claude", "agy") if shutil.which(name)]
line(bool(agents), "CLI coding agent: " + (", ".join(agents) if agents else "none"),
"install one of codex / claude / agy (see Lecture/74/00-DAY74-PREP.md)", {name: shutil.which(name) for name in agents})
print("ready" if not failures else f"{failures} item(s) to fix")
return 0 if not failures else 1
def main() -> int:
global VERBOSE
common = argparse.ArgumentParser(add_help=False)
common.add_argument("-v", "--verbose", action="store_true",
help="details: request and response JSON, workflow nodes and links, docker commands")
parser = argparse.ArgumentParser(description="Check, push and test course n8n workflows.")
commands = parser.add_subparsers(dest="command", required=True)
commands.add_parser("doctor", parents=[common], help="check n8n, data API, credentials and CLI agents").set_defaults(run=cmd_doctor)
item = commands.add_parser("check", parents=[common], help="find mistakes in a workflow file")
item.add_argument("file")
item.set_defaults(run=cmd_check)
item = commands.add_parser("push", parents=[common], help="import and publish workflow files (one n8n restart)")
item.add_argument("files", nargs="+")
item.set_defaults(run=cmd_push)
item = commands.add_parser("off", parents=[common], help="unpublish workflow files or webhook paths (a role that is down)")
item.add_argument("files", nargs="+")
item.set_defaults(run=cmd_off)
item = commands.add_parser("call", parents=[common], help="POST one request to a webhook path")
item.add_argument("path", help="webhook path, e.g. my-notice")
item.add_argument("request", nargs="?", help="request file or inline JSON")
item.set_defaults(run=cmd_call)
item = commands.add_parser("test", parents=[common], help="run a test case file")
item.add_argument("cases")
item.add_argument("--repeat", type=int, default=1, help="run every case N times")
item.add_argument("--webhook", help="override the webhook path in the case file")
item.add_argument("--no-before", action="store_true", help="skip the 'before' steps")
item.add_argument("--set", action="append", help="add key=value to every request body (value is JSON when it parses)")
item.set_defaults(run=cmd_test)
item = commands.add_parser("gate", parents=[common], help="release gate: run a test file, PASS/FAIL from pass rate and p95")
item.add_argument("cases")
item.add_argument("--repeat", type=int, default=1)
item.add_argument("--webhook")
item.add_argument("--no-before", action="store_true")
item.add_argument("--set", action="append", help="add key=value to every request body, e.g. release=1.1.0")
item.add_argument("--min-pass", type=float, default=1.0, help="share of cases that must pass (default 1.0)")
item.add_argument("--max-p95", type=float, help="seconds")
item.add_argument("--name", default="helpdesk", help="release name for the gate record (default helpdesk)")
item.add_argument("--no-record", action="store_true", help="do not store the verdict in /gates")
item.set_defaults(run=cmd_gate)
item = commands.add_parser("diff", parents=[common], help="compare two workflow files node by node")
item.add_argument("old")
item.add_argument("new")
item.add_argument("--full", action="store_true", help="print long values (prompts) before and after (-v does too)")
item.set_defaults(run=cmd_diff)
item = commands.add_parser("release", parents=[common], help="show or change the active release / canary in the data API")
item.add_argument("name")
item.add_argument("version", nargs="?")
item.add_argument("--canary")
item.add_argument("--percent", type=int, default=30)
item.add_argument("--no-canary", action="store_true")
item.add_argument("--reset", action="store_true", help="active 1.0.0, no canary, deploy policy off")
item.add_argument("--require-gate", choices=["on", "off"], help="deploy only releases whose last gate record is promote")
item.set_defaults(run=cmd_release)
item = commands.add_parser("bench", parents=[common], help="POST the same request N times: p50, p95, max, failures")
item.add_argument("path", help="webhook path, e.g. my-helpdesk")
item.add_argument("request", nargs="?", help="request file or inline JSON")
item.add_argument("-n", type=int, default=10, help="how many calls (default 10)")
item.add_argument("--set", action="append", help="add key=value to the request body, e.g. release=2.0.0")
item.set_defaults(run=cmd_bench)
item = commands.add_parser("fault", parents=[common], help="data API fault switch for drills")
item.add_argument("target", choices=["faq", "tickets", "prompts", "all"])
item.add_argument("mode", choices=["ok", "slow", "error"])
item.add_argument("--seconds", type=float, help="how long 'slow' waits (default 8)")
item.set_defaults(run=cmd_fault)
item = commands.add_parser("llm", parents=[common], help="outage drill: break (down) or restore (up) the OpenAI credential in n8n")
item.add_argument("state", choices=["down", "up"])
item.set_defaults(run=cmd_llm)
args = parser.parse_args()
VERBOSE = args.verbose
return args.run(args)
if __name__ == "__main__":
sys.exit(main())