Merge branch 'main' into feature/before-guardrail

Reviewed-on: #24

.github/workflows/ci.yml

@@ -0,0 +1,33 @@
+name: CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  ci:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --frozen
+
+      - name: Format check
+        run: uv run ruff format --check
+
+      - name: Lint
+        run: uv run ruff check
+
+      - name: Type check
+        run: uv run ty check
+
+      - name: Test
+        run: uv run pytest

AGENTS.md

@@ -1,3 +1,4 @@
 Use `uv` for project management.
-Use `uv run ruff check` for linting, and `uv run ty check` for type checking
+Use `uv run ruff check` for linting
+Use `uv run ty check` for type checking
 Use `uv run pytest` for testing.

config.yaml

@@ -3,6 +3,10 @@ google_cloud_location: us-central1
 
 firestore_db: bnt-orquestador-cognitivo-firestore-bdo-dev
 
+# Notifications configuration
+notifications_collection_path: "artifacts/bnt-orquestador-cognitivo-dev/notifications"
+notifications_max_to_notify: 5
+
 mcp_remote_url: "https://ap01194-orq-cog-rag-connector-1007577023101.us-central1.run.app/mcp"
 # audience sin la ruta, para emitir el ID Token:
 mcp_audience: "https://ap01194-orq-cog-rag-connector-1007577023101.us-central1.run.app"

pyproject.toml

@@ -14,6 +14,7 @@ dependencies = [
     "pydantic-settings[yaml]>=2.13.1",
     "google-auth>=2.34.0",
     "google-genai>=1.64.0",
+    "redis>=5.0",
 ]
 
 [build-system]

src/va_agent/agent.py

@@ -1,38 +1,63 @@
 """ADK agent with vector search RAG tool."""
 
+from functools import partial
+
 from google import genai
 from google.adk.agents.llm_agent import Agent
 from google.adk.runners import Runner
 from google.adk.tools.mcp_tool import McpToolset
 from google.adk.tools.mcp_tool.mcp_session_manager import StreamableHTTPConnectionParams
 from google.cloud.firestore_v1.async_client import AsyncClient
+from google.genai.types import Content, Part
 
 from va_agent.auth import auth_headers_provider
 from va_agent.config import settings
-from va_agent.session import FirestoreSessionService
+from va_agent.dynamic_instruction import provide_dynamic_instruction
 from va_agent.governance import GovernancePlugin
+from va_agent.notifications import FirestoreNotificationBackend
+from va_agent.session import FirestoreSessionService
 
+# MCP Toolset for RAG knowledge search
 toolset = McpToolset(
     connection_params=StreamableHTTPConnectionParams(url=settings.mcp_remote_url),
     header_provider=auth_headers_provider,
 )
 
+
+# Shared Firestore client for session service and notifications
+firestore_db = AsyncClient(database=settings.firestore_db)
+
+# Session service with compaction
+session_service = FirestoreSessionService(
+    db=firestore_db,
+    compaction_token_threshold=10_000,
+    genai_client=genai.Client(),
+)
+
+# Notification service
+notification_service = FirestoreNotificationBackend(
+    db=firestore_db,
+    collection_path=settings.notifications_collection_path,
+    max_to_notify=settings.notifications_max_to_notify,
+    window_hours=settings.notifications_window_hours,
+)
+
+# Agent with static and dynamic instructions
 governance = GovernancePlugin()
 agent = Agent(
     model=settings.agent_model,
     name=settings.agent_name,
-    instruction=settings.agent_instructions,
+    instruction=partial(provide_dynamic_instruction, notification_service),
+    static_instruction=Content(
+        role="user",
+        parts=[Part(text=settings.agent_instructions)],
+    ),
     tools=[toolset],
     before_model_callback=governance.before_model_callback,
     after_model_callback=governance.after_model_callback,
 )
 
-session_service = FirestoreSessionService(
-    db=AsyncClient(database=settings.firestore_db),
-    compaction_token_threshold=10_000,
-    genai_client=genai.Client(),
-)
-
+# Runner
 runner = Runner(
     app_name="va_agent",
     agent=agent,

src/va_agent/config.py

@@ -26,6 +26,13 @@ class AgentSettings(BaseSettings):
     # Firestore configuration
     firestore_db: str
 
+    # Notifications configuration
+    notifications_collection_path: str = (
+        "artifacts/bnt-orquestador-cognitivo-dev/notifications"
+    )
+    notifications_max_to_notify: int = 5
+    notifications_window_hours: float = 48
+
     # MCP configuration
     mcp_audience: str
     mcp_remote_url: str
@@ -33,7 +40,7 @@ class AgentSettings(BaseSettings):
     model_config = SettingsConfigDict(
         yaml_file=CONFIG_FILE_PATH,
         extra="ignore",  # Ignore extra fields from config.yaml
-        env_file=".env"
+        env_file=".env",
     )
 
     @classmethod

src/va_agent/dynamic_instruction.py

@@ -0,0 +1,134 @@
+"""Dynamic instruction provider for VAia agent."""
+
+from __future__ import annotations
+
+import logging
+import time
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from google.adk.agents.readonly_context import ReadonlyContext
+
+    from va_agent.notifications import NotificationBackend
+
+logger = logging.getLogger(__name__)
+
+
+_SECONDS_PER_MINUTE = 60
+_SECONDS_PER_HOUR = 3600
+_MINUTES_PER_HOUR = 60
+_HOURS_PER_DAY = 24
+
+
+def _format_time_ago(now: float, ts: float) -> str:
+    """Return a human-readable Spanish label like 'hace 3 horas'."""
+    diff = max(now - ts, 0)
+    minutes = int(diff // _SECONDS_PER_MINUTE)
+    hours = int(diff // _SECONDS_PER_HOUR)
+
+    if minutes < 1:
+        return "justo ahora"
+    if minutes < _MINUTES_PER_HOUR:
+        return f"hace {minutes} min"
+    if hours < _HOURS_PER_DAY:
+        return f"hace {hours}h"
+    days = hours // _HOURS_PER_DAY
+    return f"hace {days}d"
+
+
+async def provide_dynamic_instruction(
+    notification_service: NotificationBackend,
+    ctx: ReadonlyContext | None = None,
+) -> str:
+    """Provide dynamic instructions based on recent notifications.
+
+    This function is called by the ADK agent on each message. It:
+    1. Queries Firestore for recent notifications
+    2. Marks them as notified
+    3. Returns a dynamic instruction for the agent to mention them
+
+    Args:
+        notification_service: Service for fetching/marking notifications
+        ctx: Agent context containing session information
+
+    Returns:
+        Dynamic instruction string (empty if no notifications or not first message)
+
+    """
+    # Only check notifications on the first message
+    if not ctx:
+        logger.debug("No context available for dynamic instruction")
+        return ""
+
+    session = ctx.session
+    if not session:
+        logger.debug("No session available for dynamic instruction")
+        return ""
+
+    # Extract phone number from user_id (they are the same in this implementation)
+    phone_number = session.user_id
+
+    logger.info(
+        "Checking recent notifications for user %s",
+        phone_number,
+    )
+
+    try:
+        # Fetch recent notifications
+        recent_notifications = await notification_service.get_recent_notifications(
+            phone_number
+        )
+
+        if not recent_notifications:
+            logger.info("No recent notifications for user %s", phone_number)
+            return ""
+
+        # Build dynamic instruction with notification details
+        notification_ids = [
+            nid
+            for n in recent_notifications
+            if (nid := n.get("id_notificacion")) is not None
+        ]
+        count = len(recent_notifications)
+
+        # Format notification details for the agent (most recent first)
+        now = time.time()
+        notification_details = []
+        for i, notif in enumerate(recent_notifications, 1):
+            evento = notif.get("nombre_evento_dialogflow", "notificacion")
+            texto = notif.get("texto", "Sin texto")
+            ts = notif.get("timestamp_creacion", notif.get("timestampCreacion", 0))
+            ago = _format_time_ago(now, ts)
+            notification_details.append(
+                f"  {i}. [{ago}] Evento: {evento} | Texto: {texto}"
+            )
+
+        details_text = "\n".join(notification_details)
+
+        header = (
+            f"Estas son {count} notificación(es) reciente(s)"
+            " de las cuales el usuario podría preguntar más:"
+        )
+        instruction = f"""
+{header}
+
+{details_text}
+"""
+
+        # Mark notifications as notified in Firestore
+        await notification_service.mark_as_notified(phone_number, notification_ids)
+
+        logger.info(
+            "Returning dynamic instruction with %d notification(s) for user %s",
+            count,
+            phone_number,
+        )
+
+    except Exception:
+        logger.exception(
+            "Error building dynamic instruction for user %s",
+            phone_number,
+        )
+        return ""
+    else:
+        return instruction

src/va_agent/governance.py

@@ -106,6 +106,7 @@ Devuelve un JSON con la siguiente estructura:
             rf"|🖕{tone_pattern}"  # middle finger with all skin tone variations
         )
 
+
     def _remove_emojis(self, text: str) -> tuple[str, list[str]]:
         removed = self._combined_pattern.findall(text)
         text = self._combined_pattern.sub("", text)

src/va_agent/notifications.py

@@ -0,0 +1,232 @@
+"""Notification management for VAia agent."""
+
+from __future__ import annotations
+
+import logging
+import time
+from typing import TYPE_CHECKING, Any, Protocol, runtime_checkable
+
+if TYPE_CHECKING:
+    from google.cloud.firestore_v1.async_client import AsyncClient
+
+logger = logging.getLogger(__name__)
+
+
+@runtime_checkable
+class NotificationBackend(Protocol):
+    """Backend-agnostic interface for notification storage."""
+
+    async def get_recent_notifications(self, phone_number: str) -> list[dict[str, Any]]:
+        """Return recent notifications for *phone_number*."""
+        ...
+
+    async def mark_as_notified(
+        self, phone_number: str, notification_ids: list[str]
+    ) -> bool:
+        """Mark the given notification IDs as notified. Return success."""
+        ...
+
+
+class FirestoreNotificationBackend:
+    """Firestore-backed notification backend (read-only).
+
+    Reads notifications from a Firestore document keyed by phone number.
+    Filters by a configurable time window instead of tracking read/unread
+    state — the agent is awareness-only; delivery happens in the app.
+    """
+
+    def __init__(
+        self,
+        *,
+        db: AsyncClient,
+        collection_path: str,
+        max_to_notify: int = 5,
+        window_hours: float = 48,
+    ) -> None:
+        """Initialize with Firestore client and collection path."""
+        self._db = db
+        self._collection_path = collection_path
+        self._max_to_notify = max_to_notify
+        self._window_hours = window_hours
+
+    async def get_recent_notifications(self, phone_number: str) -> list[dict[str, Any]]:
+        """Get recent notifications for a user.
+
+        Retrieves notifications created within the configured time window,
+        ordered by timestamp (most recent first), limited to max_to_notify.
+
+        Args:
+            phone_number: User's phone number (used as document ID)
+
+        Returns:
+            List of notification dictionaries with structure:
+            {
+                "id_notificacion": str,
+                "texto": str,
+                "status": str,
+                "timestamp_creacion": timestamp,
+                "parametros": {...}
+            }
+
+        """
+        try:
+            doc_ref = self._db.collection(self._collection_path).document(phone_number)
+            doc = await doc_ref.get()
+
+            if not doc.exists:
+                logger.info(
+                    "No notification document found for phone: %s", phone_number
+                )
+                return []
+
+            data = doc.to_dict() or {}
+            all_notifications = data.get("notificaciones", [])
+
+            if not all_notifications:
+                logger.info("No notifications in array for phone: %s", phone_number)
+                return []
+
+            cutoff = time.time() - (self._window_hours * 3600)
+
+            def _ts(n: dict[str, Any]) -> Any:
+                return n.get(
+                    "timestamp_creacion",
+                    n.get("timestampCreacion", 0),
+                )
+
+            recent = [n for n in all_notifications if _ts(n) >= cutoff]
+
+            if not recent:
+                logger.info(
+                    "No notifications within the last %.0fh for phone: %s",
+                    self._window_hours,
+                    phone_number,
+                )
+                return []
+
+            recent.sort(key=_ts, reverse=True)
+
+            result = recent[: self._max_to_notify]
+
+            logger.info(
+                "Found %d recent notifications for phone: %s (returning top %d)",
+                len(recent),
+                phone_number,
+                len(result),
+            )
+
+        except Exception:
+            logger.exception(
+                "Failed to fetch notifications for phone: %s", phone_number
+            )
+            return []
+        else:
+            return result
+
+    async def mark_as_notified(
+        self,
+        phone_number: str,  # noqa: ARG002
+        notification_ids: list[str],  # noqa: ARG002
+    ) -> bool:
+        """No-op — the agent is not the delivery mechanism."""
+        return True
+
+
+class RedisNotificationBackend:
+    """Redis-backed notification backend (read-only)."""
+
+    def __init__(
+        self,
+        *,
+        host: str = "127.0.0.1",
+        port: int = 6379,
+        max_to_notify: int = 5,
+        window_hours: float = 48,
+    ) -> None:
+        """Initialize with Redis connection parameters."""
+        import redis.asyncio as aioredis  # noqa: PLC0415
+
+        self._client = aioredis.Redis(
+            host=host,
+            port=port,
+            decode_responses=True,
+            socket_connect_timeout=5,
+        )
+        self._max_to_notify = max_to_notify
+        self._window_hours = window_hours
+
+    async def get_recent_notifications(self, phone_number: str) -> list[dict[str, Any]]:
+        """Get recent notifications for a user from Redis.
+
+        Reads from the ``notification:{phone}`` key, parses the JSON
+        payload, and returns notifications created within the configured
+        time window, sorted by creation timestamp (most recent first),
+        limited to *max_to_notify*.
+        """
+        import json  # noqa: PLC0415
+
+        try:
+            raw = await self._client.get(f"notification:{phone_number}")
+
+            if not raw:
+                logger.info(
+                    "No notification data in Redis for phone: %s",
+                    phone_number,
+                )
+                return []
+
+            data = json.loads(raw)
+            all_notifications: list[dict[str, Any]] = data.get("notificaciones", [])
+
+            if not all_notifications:
+                logger.info(
+                    "No notifications in array for phone: %s",
+                    phone_number,
+                )
+                return []
+
+            cutoff = time.time() - (self._window_hours * 3600)
+
+            def _ts(n: dict[str, Any]) -> Any:
+                return n.get(
+                    "timestamp_creacion",
+                    n.get("timestampCreacion", 0),
+                )
+
+            recent = [n for n in all_notifications if _ts(n) >= cutoff]
+
+            if not recent:
+                logger.info(
+                    "No notifications within the last %.0fh for phone: %s",
+                    self._window_hours,
+                    phone_number,
+                )
+                return []
+
+            recent.sort(key=_ts, reverse=True)
+
+            result = recent[: self._max_to_notify]
+
+            logger.info(
+                "Found %d recent notifications for phone: %s (returning top %d)",
+                len(recent),
+                phone_number,
+                len(result),
+            )
+
+        except Exception:
+            logger.exception(
+                "Failed to fetch notifications from Redis for phone: %s",
+                phone_number,
+            )
+            return []
+        else:
+            return result
+
+    async def mark_as_notified(
+        self,
+        phone_number: str,  # noqa: ARG002
+        notification_ids: list[str],  # noqa: ARG002
+    ) -> bool:
+        """No-op — the agent is not the delivery mechanism."""
+        return True

src/va_agent/server.py

@@ -22,20 +22,11 @@ app = FastAPI(title="Vaia Agent")
 # ---------------------------------------------------------------------------
 
 
-class NotificationPayload(BaseModel):
-    """Notification context sent alongside a user query."""
-
-    text: str | None = None
-    parameters: dict[str, Any] = Field(default_factory=dict)
-
-
 class QueryRequest(BaseModel):
     """Incoming query request from the integration layer."""
 
     phone_number: str
     text: str
-    type: str = "conversation"
-    notification: NotificationPayload | None = None
     language_code: str = "es"
 
 
@@ -56,26 +47,6 @@ class ErrorResponse(BaseModel):
     status: int
 
 
-# ---------------------------------------------------------------------------
-# Helpers
-# ---------------------------------------------------------------------------
-
-
-def _build_user_message(request: QueryRequest) -> str:
-    """Compose the text sent to the agent, including notification context."""
-    if request.type == "notification" and request.notification:
-        parts = [request.text]
-        if request.notification.text:
-            parts.append(f"\n[Notificación recibida]: {request.notification.text}")
-        if request.notification.parameters:
-            formatted = ", ".join(
-                f"{k}: {v}" for k, v in request.notification.parameters.items()
-            )
-            parts.append(f"[Parámetros de notificación]: {formatted}")
-        return "\n".join(parts)
-    return request.text
-
-
 # ---------------------------------------------------------------------------
 # Endpoints
 # ---------------------------------------------------------------------------
@@ -92,13 +63,12 @@ def _build_user_message(request: QueryRequest) -> str:
 )
 async def query(request: QueryRequest) -> QueryResponse:
     """Process a user message and return a generated response."""
-    user_message = _build_user_message(request)
     session_id = request.phone_number
     user_id = request.phone_number
 
     new_message = Content(
         role="user",
-        parts=[Part(text=user_message)],
+        parts=[Part(text=request.text)],
     )
 
     try:

tests/conftest.py

@@ -2,25 +2,23 @@
 
 from __future__ import annotations
 
-import os
 import uuid
 
 import pytest
 import pytest_asyncio
-from google.cloud.firestore_v1.async_client import AsyncClient
 
 from va_agent.session import FirestoreSessionService
 
-os.environ.setdefault("FIRESTORE_EMULATOR_HOST", "localhost:8602")
+from .fake_firestore import FakeAsyncClient
 
 
 @pytest_asyncio.fixture
 async def db():
-    return AsyncClient(project="test-project")
+    return FakeAsyncClient()
 
 
 @pytest_asyncio.fixture
-async def service(db: AsyncClient):
+async def service(db):
     prefix = f"test_{uuid.uuid4().hex[:8]}"
     return FirestoreSessionService(db=db, collection_prefix=prefix)
 

tests/fake_firestore.py

@@ -0,0 +1,284 @@
+"""In-memory fake of the Firestore async surface used by this project.
+
+Covers: AsyncClient, DocumentReference, CollectionReference, Query,
+DocumentSnapshot, WriteBatch, and basic transaction support (enough for
+``@async_transactional``).
+"""
+
+from __future__ import annotations
+
+import copy
+from typing import Any
+
+
+# ------------------------------------------------------------------ #
+# DocumentSnapshot
+# ------------------------------------------------------------------ #
+
+class FakeDocumentSnapshot:
+    def __init__(self, *, exists: bool, data: dict[str, Any] | None, reference: FakeDocumentReference) -> None:
+        self._exists = exists
+        self._data = data
+        self._reference = reference
+
+    @property
+    def exists(self) -> bool:
+        return self._exists
+
+    @property
+    def reference(self) -> FakeDocumentReference:
+        return self._reference
+
+    def to_dict(self) -> dict[str, Any] | None:
+        if not self._exists:
+            return None
+        return copy.deepcopy(self._data)
+
+
+# ------------------------------------------------------------------ #
+# DocumentReference
+# ------------------------------------------------------------------ #
+
+class FakeDocumentReference:
+    def __init__(self, store: FakeStore, path: str) -> None:
+        self._store = store
+        self._path = path
+
+    @property
+    def path(self) -> str:
+        return self._path
+
+    # --- read ---
+
+    async def get(self, *, transaction: FakeTransaction | None = None) -> FakeDocumentSnapshot:
+        data = self._store.get_doc(self._path)
+        if data is None:
+            return FakeDocumentSnapshot(exists=False, data=None, reference=self)
+        return FakeDocumentSnapshot(exists=True, data=copy.deepcopy(data), reference=self)
+
+    # --- write ---
+
+    async def set(self, document_data: dict[str, Any], merge: bool = False) -> None:
+        if merge:
+            existing = self._store.get_doc(self._path) or {}
+            existing.update(document_data)
+            self._store.set_doc(self._path, existing)
+        else:
+            self._store.set_doc(self._path, copy.deepcopy(document_data))
+
+    async def update(self, field_updates: dict[str, Any]) -> None:
+        data = self._store.get_doc(self._path)
+        if data is None:
+            msg = f"Document {self._path} does not exist"
+            raise ValueError(msg)
+        for key, value in field_updates.items():
+            _nested_set(data, key, value)
+        self._store.set_doc(self._path, data)
+
+    # --- subcollection ---
+
+    def collection(self, subcollection_name: str) -> FakeCollectionReference:
+        return FakeCollectionReference(self._store, f"{self._path}/{subcollection_name}")
+
+
+# ------------------------------------------------------------------ #
+# Helpers for nested field-path updates  ("state.counter" → data["state"]["counter"])
+# ------------------------------------------------------------------ #
+
+def _nested_set(data: dict[str, Any], dotted_key: str, value: Any) -> None:
+    parts = dotted_key.split(".")
+    for part in parts[:-1]:
+        # Backtick-quoted segments (Firestore FieldPath encoding)
+        part = part.strip("`")
+        data = data.setdefault(part, {})
+    final = parts[-1].strip("`")
+    data[final] = value
+
+
+# ------------------------------------------------------------------ #
+# Query
+# ------------------------------------------------------------------ #
+
+class FakeQuery:
+    """Supports chained .where() / .order_by() / .get()."""
+
+    def __init__(self, store: FakeStore, collection_path: str) -> None:
+        self._store = store
+        self._collection_path = collection_path
+        self._filters: list[tuple[str, str, Any]] = []
+        self._order_by_field: str | None = None
+
+    def where(self, *, filter: Any) -> FakeQuery:  # noqa: A002
+        clone = FakeQuery(self._store, self._collection_path)
+        clone._filters = [*self._filters, (filter.field_path, filter.op_string, filter.value)]
+        clone._order_by_field = self._order_by_field
+        return clone
+
+    def order_by(self, field_path: str) -> FakeQuery:
+        clone = FakeQuery(self._store, self._collection_path)
+        clone._filters = list(self._filters)
+        clone._order_by_field = field_path
+        return clone
+
+    async def get(self) -> list[FakeDocumentSnapshot]:
+        docs = self._store.list_collection(self._collection_path)
+        results: list[tuple[str, dict[str, Any]]] = []
+
+        for doc_path, data in docs:
+            if all(_match(data, field, op, val) for field, op, val in self._filters):
+                results.append((doc_path, data))
+
+        if self._order_by_field:
+            field = self._order_by_field
+            results.sort(key=lambda item: item[1].get(field, 0))
+
+        return [
+            FakeDocumentSnapshot(
+                exists=True,
+                data=copy.deepcopy(data),
+                reference=FakeDocumentReference(self._store, path),
+            )
+            for path, data in results
+        ]
+
+
+def _match(data: dict[str, Any], field: str, op: str, value: Any) -> bool:
+    doc_val = data.get(field)
+    if op == "==":
+        return doc_val == value
+    if op == ">=":
+        return doc_val is not None and doc_val >= value
+    return False
+
+
+# ------------------------------------------------------------------ #
+# CollectionReference  (extends Query behaviour)
+# ------------------------------------------------------------------ #
+
+class FakeCollectionReference(FakeQuery):
+    def document(self, document_id: str) -> FakeDocumentReference:
+        return FakeDocumentReference(self._store, f"{self._collection_path}/{document_id}")
+
+
+# ------------------------------------------------------------------ #
+# WriteBatch
+# ------------------------------------------------------------------ #
+
+class FakeWriteBatch:
+    def __init__(self, store: FakeStore) -> None:
+        self._store = store
+        self._deletes: list[str] = []
+
+    def delete(self, doc_ref: FakeDocumentReference) -> None:
+        self._deletes.append(doc_ref.path)
+
+    async def commit(self) -> None:
+        for path in self._deletes:
+            self._store.delete_doc(path)
+
+
+# ------------------------------------------------------------------ #
+# Transaction  (minimal, supports @async_transactional)
+# ------------------------------------------------------------------ #
+
+class FakeTransaction:
+    """Minimal transaction compatible with ``@async_transactional``.
+
+    The decorator calls ``_clean_up()``, ``_begin()``, the wrapped function,
+    then ``_commit()``.  On error it calls ``_rollback()``.
+    ``in_progress`` is a property that checks ``_id is not None``.
+    """
+
+    def __init__(self, store: FakeStore) -> None:
+        self._store = store
+        self._staged_updates: list[tuple[str, dict[str, Any]]] = []
+        self._id: bytes | None = None
+        self._max_attempts = 1
+        self._read_only = False
+
+    @property
+    def in_progress(self) -> bool:
+        return self._id is not None
+
+    def _clean_up(self) -> None:
+        self._id = None
+
+    async def _begin(self, retry_id: bytes | None = None) -> None:
+        self._id = b"fake-txn"
+
+    async def _commit(self) -> list:
+        for path, updates in self._staged_updates:
+            data = self._store.get_doc(path)
+            if data is not None:
+                for key, value in updates.items():
+                    _nested_set(data, key, value)
+                self._store.set_doc(path, data)
+        self._staged_updates.clear()
+        self._clean_up()
+        return []
+
+    async def _rollback(self) -> None:
+        self._staged_updates.clear()
+        self._clean_up()
+
+    def update(self, doc_ref: FakeDocumentReference, field_updates: dict[str, Any]) -> None:
+        self._staged_updates.append((doc_ref.path, field_updates))
+
+
+# ------------------------------------------------------------------ #
+# Document store  (flat dict keyed by path)
+# ------------------------------------------------------------------ #
+
+class FakeStore:
+    def __init__(self) -> None:
+        self._docs: dict[str, dict[str, Any]] = {}
+
+    def get_doc(self, path: str) -> dict[str, Any] | None:
+        data = self._docs.get(path)
+        return data  # returns reference, callers deepcopy where needed
+
+    def set_doc(self, path: str, data: dict[str, Any]) -> None:
+        self._docs[path] = data
+
+    def delete_doc(self, path: str) -> None:
+        self._docs.pop(path, None)
+
+    def list_collection(self, collection_path: str) -> list[tuple[str, dict[str, Any]]]:
+        """Return (path, data) for every direct child doc of *collection_path*."""
+        prefix = collection_path + "/"
+        results: list[tuple[str, dict[str, Any]]] = []
+        for doc_path, data in self._docs.items():
+            if not doc_path.startswith(prefix):
+                continue
+            # Must be a direct child (no further '/' after the prefix, except maybe subcollection paths)
+            remainder = doc_path[len(prefix):]
+            if "/" not in remainder:
+                results.append((doc_path, data))
+        return results
+
+    def recursive_delete(self, path: str) -> None:
+        """Delete a document and everything nested under it."""
+        to_delete = [p for p in self._docs if p == path or p.startswith(path + "/")]
+        for p in to_delete:
+            del self._docs[p]
+
+
+# ------------------------------------------------------------------ #
+# FakeAsyncClient  (drop-in for AsyncClient)
+# ------------------------------------------------------------------ #
+
+class FakeAsyncClient:
+    def __init__(self, **_kwargs: Any) -> None:
+        self._store = FakeStore()
+
+    def collection(self, collection_path: str) -> FakeCollectionReference:
+        return FakeCollectionReference(self._store, collection_path)
+
+    def batch(self) -> FakeWriteBatch:
+        return FakeWriteBatch(self._store)
+
+    def transaction(self, **kwargs: Any) -> FakeTransaction:
+        return FakeTransaction(self._store)
+
+    async def recursive_delete(self, doc_ref: FakeDocumentReference) -> None:
+        self._store.recursive_delete(doc_ref.path)

utils/check_notifications.py

@@ -0,0 +1,108 @@
+# /// script
+# requires-python = ">=3.12"
+# dependencies = ["redis>=5.0", "pydantic>=2.0"]
+# ///
+"""Check pending notifications for a phone number.
+
+Usage:
+    REDIS_HOST=10.33.22.4 uv run utils/check_notifications.py <phone>
+    REDIS_HOST=10.33.22.4 uv run utils/check_notifications.py <phone> --since 2026-01-01
+"""
+
+import json
+import os
+import sys
+from datetime import UTC, datetime
+
+import redis
+from pydantic import AliasChoices, BaseModel, Field, ValidationError
+
+
+class Notification(BaseModel):
+    id_notificacion: str = Field(
+        validation_alias=AliasChoices("id_notificacion", "idNotificacion"),
+    )
+    telefono: str
+    timestamp_creacion: datetime = Field(
+        validation_alias=AliasChoices("timestamp_creacion", "timestampCreacion"),
+    )
+    texto: str
+    nombre_evento_dialogflow: str = Field(
+        validation_alias=AliasChoices(
+            "nombre_evento_dialogflow", "nombreEventoDialogflow"
+        ),
+    )
+    codigo_idioma_dialogflow: str = Field(
+        default="es",
+        validation_alias=AliasChoices(
+            "codigo_idioma_dialogflow", "codigoIdiomaDialogflow"
+        ),
+    )
+    parametros: dict = Field(default_factory=dict)
+    status: str
+
+
+class NotificationSession(BaseModel):
+    session_id: str = Field(
+        validation_alias=AliasChoices("session_id", "sessionId"),
+    )
+    telefono: str
+    fecha_creacion: datetime = Field(
+        validation_alias=AliasChoices("fecha_creacion", "fechaCreacion"),
+    )
+    ultima_actualizacion: datetime = Field(
+        validation_alias=AliasChoices("ultima_actualizacion", "ultimaActualizacion"),
+    )
+    notificaciones: list[Notification]
+
+
+HOST = os.environ.get("REDIS_HOST", "127.0.0.1")
+PORT = int(os.environ.get("REDIS_PORT", "6379"))
+
+
+def main() -> None:
+    if len(sys.argv) < 2:
+        print(f"Usage: {sys.argv[0]} <phone> [--since YYYY-MM-DD]")
+        sys.exit(1)
+
+    phone = sys.argv[1]
+    since = None
+    if "--since" in sys.argv:
+        idx = sys.argv.index("--since")
+        since = datetime.fromisoformat(sys.argv[idx + 1]).replace(tzinfo=UTC)
+
+    r = redis.Redis(host=HOST, port=PORT, decode_responses=True, socket_connect_timeout=5)
+    raw = r.get(f"notification:{phone}")
+
+    if not raw:
+        print(f"📭 No notifications found for {phone}")
+        sys.exit(0)
+
+    try:
+        session = NotificationSession.model_validate(json.loads(raw))
+    except ValidationError as e:
+        print(f"❌ Invalid notification data for {phone}:\n{e}")
+        sys.exit(1)
+
+    active = [n for n in session.notificaciones if n.status == "active"]
+
+    if since:
+        active = [n for n in active if n.timestamp_creacion >= since]
+
+    if not active:
+        print(f"📭 No {'new ' if since else ''}active notifications for {phone}")
+        sys.exit(0)
+
+    print(f"🔔 {len(active)} active notification(s) for {phone}\n")
+    for i, n in enumerate(active, 1):
+        categoria = n.parametros.get("notification_po_Categoria", "")
+        print(f"  [{i}] {n.timestamp_creacion.isoformat()}")
+        print(f"      ID: {n.id_notificacion}")
+        if categoria:
+            print(f"      Category: {categoria}")
+        print(f"      {n.texto[:120]}{'…' if len(n.texto) > 120 else ''}")
+        print()
+
+
+if __name__ == "__main__":
+    main()

utils/check_notifications_firestore.py

@@ -0,0 +1,107 @@
+# /// script
+# requires-python = ">=3.12"
+# dependencies = ["google-cloud-firestore>=2.0", "pyyaml>=6.0"]
+# ///
+"""Check recent notifications in Firestore for a phone number.
+
+Usage:
+    uv run utils/check_notifications_firestore.py <phone>
+    uv run utils/check_notifications_firestore.py <phone> --hours 24
+"""
+
+import sys
+import time
+
+import yaml
+from google.cloud.firestore import Client
+
+_SECONDS_PER_HOUR = 3600
+_DEFAULT_WINDOW_HOURS = 48
+
+
+def main() -> None:
+    if len(sys.argv) < 2:
+        print(f"Usage: {sys.argv[0]} <phone> [--hours N]")
+        sys.exit(1)
+
+    phone = sys.argv[1]
+    window_hours = _DEFAULT_WINDOW_HOURS
+    if "--hours" in sys.argv:
+        idx = sys.argv.index("--hours")
+        window_hours = float(sys.argv[idx + 1])
+
+    with open("config.yaml") as f:
+        cfg = yaml.safe_load(f)
+
+    db = Client(
+        project=cfg["google_cloud_project"],
+        database=cfg["firestore_db"],
+    )
+
+    collection_path = cfg["notifications_collection_path"]
+    doc_ref = db.collection(collection_path).document(phone)
+    doc = doc_ref.get()
+
+    if not doc.exists:
+        print(f"📭 No notifications found for {phone}")
+        sys.exit(0)
+
+    data = doc.to_dict() or {}
+    all_notifications = data.get("notificaciones", [])
+
+    if not all_notifications:
+        print(f"📭 No notifications found for {phone}")
+        sys.exit(0)
+
+    cutoff = time.time() - (window_hours * _SECONDS_PER_HOUR)
+
+    def _ts(n: dict) -> float:
+        return n.get("timestamp_creacion", n.get("timestampCreacion", 0))
+
+    recent = [n for n in all_notifications if _ts(n) >= cutoff]
+    recent.sort(key=_ts, reverse=True)
+
+    if not recent:
+        print(
+            f"📭 No notifications within the last"
+            f" {window_hours:.0f}h for {phone}"
+        )
+        sys.exit(0)
+
+    print(
+        f"🔔 {len(recent)} notification(s) for {phone}"
+        f" (last {window_hours:.0f}h)\n"
+    )
+    now = time.time()
+    for i, n in enumerate(recent, 1):
+        ts = _ts(n)
+        ago = _format_time_ago(now, ts)
+        categoria = n.get("parametros", {}).get(
+            "notification_po_Categoria", ""
+        )
+        texto = n.get("texto", "")
+        print(f"  [{i}] {ago}")
+        print(f"      ID: {n.get('id_notificacion', '?')}")
+        if categoria:
+            print(f"      Category: {categoria}")
+        print(f"      {texto[:120]}{'…' if len(texto) > 120 else ''}")
+        print()
+
+
+def _format_time_ago(now: float, ts: float) -> str:
+    diff = max(now - ts, 0)
+    minutes = int(diff // 60)
+    hours = int(diff // _SECONDS_PER_HOUR)
+
+    if minutes < 1:
+        return "justo ahora"
+    if minutes < 60:
+        return f"hace {minutes} min"
+    if hours < 24:
+        return f"hace {hours}h"
+    days = hours // 24
+    return f"hace {days}d"
+
+
+if __name__ == "__main__":
+    main()

utils/register_notification.py

@@ -0,0 +1,159 @@
+# /// script
+# requires-python = ">=3.12"
+# dependencies = ["redis>=5.0"]
+# ///
+"""Register a new notification in Redis for a given phone number.
+
+Usage:
+    REDIS_HOST=10.33.22.4 uv run utils/register_notification.py <phone>
+
+The notification content is randomly picked from a predefined set based on
+existing entries in Memorystore.
+"""
+
+import json
+import os
+import random
+import sys
+import uuid
+from datetime import UTC, datetime
+
+import redis
+
+HOST = os.environ.get("REDIS_HOST", "127.0.0.1")
+PORT = int(os.environ.get("REDIS_PORT", "6379"))
+TTL_SECONDS = 18 * 24 * 3600  # ~18 days, matching existing keys
+
+NOTIFICATION_TEMPLATES = [
+    {
+        "texto": (
+            "Se detectó un cargo de $1,500 en tu cuenta"
+        ),
+        "parametros": {
+            "notification_po_transaction_id": "TXN15367",
+            "notification_po_amount": 5814,
+        },
+    },
+    {
+        "texto": (
+            "💡 Recuerda que puedes obtener tu Adelanto de Nómina en cualquier"
+            " momento, sólo tienes que seleccionar Solicitud adelanto de Nómina"
+            " en tu app."
+        ),
+        "parametros": {
+            "notification_po_Categoria": "Adelanto de Nómina solicitud",
+            "notification_po_caption": "Adelanto de Nómina",
+            "notification_po_CTA": "Realiza la solicitud desde tu app",
+            "notification_po_Descripcion": (
+                "Notificación para incentivar la solicitud de Adelanto de"
+                " Nómina desde la APP"
+            ),
+            "notification_po_link": (
+                "https://public-media.yalochat.com/banorte/"
+                "1764025754-10e06fb8-b4e6-484c-ad0b-7f677429380e-03-ADN-Toque-1.jpg"
+            ),
+            "notification_po_Beneficios": (
+                "Tasa de interés de 0%: Solicita tu Adelanto sin preocuparte"
+                " por los intereses, así de fácil. No requiere garantías o aval."
+            ),
+            "notification_po_Requisitos": (
+                "Tener Cuenta Digital o Cuenta Digital Ilimitada con dispersión"
+                " de Nómina No tener otro Adelanto vigente Ingreso neto mensual"
+                " mayor a $2,000"
+            ),
+        },
+    },
+    {
+        "texto": (
+            "Estás a un clic de Programa de Lealtad, entra a tu app y finaliza"
+            " Tu contratación en instantes. ⏱ 🤳"
+        ),
+        "parametros": {
+            "notification_po_Categoria": "Tarjeta de Crédito Contratación",
+            "notification_po_caption": "Tarjeta de Crédito",
+            "notification_po_CTA": "Entra a tu app y contrata en instantes",
+            "notification_po_Descripcion": (
+                "Notificación para terminar el proceso de contratación de la"
+                " Tarjeta de Crédito, desde la app"
+            ),
+            "notification_po_link": (
+                "https://public-media.yalochat.com/banorte/"
+                "1764363798-05dadc23-6e47-447c-8e38-0346f25e31c0-15-TDC-Toque-1.jpg"
+            ),
+            "notification_po_Beneficios": (
+                "Acceso al Programa de Lealtad: Cada compra suma, gana"
+                " experiencias exclusivas"
+            ),
+            "notification_po_Requisitos": (
+                "Ser persona física o física con actividad empresarial."
+                " Ingresos mínimos de $2,000 pesos mensuales. Sin historial de"
+                " crédito o con buró positivo"
+            ),
+        },
+    },
+    {
+        "texto": (
+            "🚀 ¿Listo para obtener tu Cápsula Plus? Continúa en tu app y"
+            " termina al instante. Conoce más en: va.app"
+        ),
+        "parametros": {},
+    },
+    {
+        "texto": (
+            "🚀 ¿Listo para obtener tu Cuenta Digital ilimitada? Continúa en"
+            " tu app y termina al instante. Conoce más en: va.app"
+        ),
+        "parametros": {},
+    },
+]
+
+
+def main() -> None:
+    if len(sys.argv) < 2:
+        print(f"Usage: {sys.argv[0]} <phone>")
+        sys.exit(1)
+
+    phone = sys.argv[1]
+    r = redis.Redis(host=HOST, port=PORT, decode_responses=True, socket_connect_timeout=5)
+
+    now = datetime.now(UTC).isoformat()
+    template = random.choice(NOTIFICATION_TEMPLATES)
+    notification = {
+        "id_notificacion": str(uuid.uuid4()),
+        "telefono": phone,
+        "timestamp_creacion": now,
+        "texto": template["texto"],
+        "nombre_evento_dialogflow": "notificacion",
+        "codigo_idioma_dialogflow": "es",
+        "parametros": template["parametros"],
+        "status": "active",
+    }
+
+    session_key = f"notification:{phone}"
+    existing = r.get(session_key)
+
+    if existing:
+        session = json.loads(existing)
+        session["ultima_actualizacion"] = now
+        session["notificaciones"].append(notification)
+    else:
+        session = {
+            "session_id": phone,
+            "telefono": phone,
+            "fecha_creacion": now,
+            "ultima_actualizacion": now,
+            "notificaciones": [notification],
+        }
+
+    r.set(session_key, json.dumps(session, ensure_ascii=False), ex=TTL_SECONDS)
+    r.set(f"notification:phone_to_notification:{phone}", phone, ex=TTL_SECONDS)
+
+    total = len(session["notificaciones"])
+    print(f"✅ Registered notification for {phone}")
+    print(f"   ID: {notification['id_notificacion']}")
+    print(f"   Text: {template['texto'][:80]}...")
+    print(f"   Total notifications for this phone: {total}")
+
+
+if __name__ == "__main__":
+    main()

utils/register_notification_firestore.py

@@ -0,0 +1,108 @@
+# /// script
+# requires-python = ">=3.12"
+# dependencies = ["google-cloud-firestore>=2.0", "pyyaml>=6.0"]
+# ///
+"""Register a new notification in Firestore for a given phone number.
+
+Usage:
+    uv run utils/register_notification_firestore.py <phone>
+
+Reads project/database/collection settings from config.yaml.
+"""
+
+import random
+import sys
+import time
+import uuid
+
+import yaml
+from google.cloud.firestore import Client
+
+NOTIFICATION_TEMPLATES = [
+    {
+        "texto": "Se detectó un cargo de $1,500 en tu cuenta",
+        "parametros": {
+            "notification_po_transaction_id": "TXN15367",
+            "notification_po_amount": 5814,
+        },
+    },
+    {
+        "texto": (
+            "💡 Recuerda que puedes obtener tu Adelanto de Nómina en"
+            " cualquier momento, sólo tienes que seleccionar Solicitud"
+            " adelanto de Nómina en tu app."
+        ),
+        "parametros": {
+            "notification_po_Categoria": "Adelanto de Nómina solicitud",
+            "notification_po_caption": "Adelanto de Nómina",
+        },
+    },
+    {
+        "texto": (
+            "Estás a un clic de Programa de Lealtad, entra a tu app y"
+            " finaliza Tu contratación en instantes. ⏱ 🤳"
+        ),
+        "parametros": {
+            "notification_po_Categoria": "Tarjeta de Crédito Contratación",
+            "notification_po_caption": "Tarjeta de Crédito",
+        },
+    },
+    {
+        "texto": (
+            "🚀 ¿Listo para obtener tu Cápsula Plus? Continúa en tu app"
+            " y termina al instante. Conoce más en: va.app"
+        ),
+        "parametros": {},
+    },
+]
+
+
+def main() -> None:
+    if len(sys.argv) < 2:
+        print(f"Usage: {sys.argv[0]} <phone>")
+        sys.exit(1)
+
+    phone = sys.argv[1]
+
+    with open("config.yaml") as f:
+        cfg = yaml.safe_load(f)
+
+    db = Client(
+        project=cfg["google_cloud_project"],
+        database=cfg["firestore_db"],
+    )
+
+    collection_path = cfg["notifications_collection_path"]
+    doc_ref = db.collection(collection_path).document(phone)
+
+    template = random.choice(NOTIFICATION_TEMPLATES)
+    notification = {
+        "id_notificacion": str(uuid.uuid4()),
+        "telefono": phone,
+        "timestamp_creacion": time.time(),
+        "texto": template["texto"],
+        "nombre_evento_dialogflow": "notificacion",
+        "codigo_idioma_dialogflow": "es",
+        "parametros": template["parametros"],
+        "status": "active",
+    }
+
+    doc = doc_ref.get()
+    if doc.exists:
+        data = doc.to_dict() or {}
+        notifications = data.get("notificaciones", [])
+        notifications.append(notification)
+        doc_ref.update({"notificaciones": notifications})
+    else:
+        doc_ref.set({"notificaciones": [notification]})
+
+    total = len(doc_ref.get().to_dict().get("notificaciones", []))
+    print(f"✅ Registered notification for {phone}")
+    print(f"   ID: {notification['id_notificacion']}")
+    print(f"   Text: {template['texto'][:80]}...")
+    print(f"   Collection: {collection_path}")
+    print(f"   Total notifications for this phone: {total}")
+
+
+if __name__ == "__main__":
+    main()

uv.lock

@@ -871,6 +871,7 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ea/ab/1608e5a7578e62113506740b88066bf09888322a311cff602105e619bd87/greenlet-3.3.2-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd", size = 280358, upload-time = "2026-02-20T20:17:43.971Z" },
     { url = "https://files.pythonhosted.org/packages/a5/23/0eae412a4ade4e6623ff7626e38998cb9b11e9ff1ebacaa021e4e108ec15/greenlet-3.3.2-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd", size = 601217, upload-time = "2026-02-20T20:47:31.462Z" },
     { url = "https://files.pythonhosted.org/packages/f8/16/5b1678a9c07098ecb9ab2dd159fafaf12e963293e61ee8d10ecb55273e5e/greenlet-3.3.2-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac", size = 611792, upload-time = "2026-02-20T20:55:58.423Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/c5/cc09412a29e43406eba18d61c70baa936e299bc27e074e2be3806ed29098/greenlet-3.3.2-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb", size = 626250, upload-time = "2026-02-20T21:02:46.596Z" },
     { url = "https://files.pythonhosted.org/packages/50/1f/5155f55bd71cabd03765a4aac9ac446be129895271f73872c36ebd4b04b6/greenlet-3.3.2-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070", size = 613875, upload-time = "2026-02-20T20:21:01.102Z" },
     { url = "https://files.pythonhosted.org/packages/fc/dd/845f249c3fcd69e32df80cdab059b4be8b766ef5830a3d0aa9d6cad55beb/greenlet-3.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79", size = 1571467, upload-time = "2026-02-20T20:49:33.495Z" },
     { url = "https://files.pythonhosted.org/packages/2a/50/2649fe21fcc2b56659a452868e695634722a6655ba245d9f77f5656010bf/greenlet-3.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395", size = 1640001, upload-time = "2026-02-20T20:21:09.154Z" },
@@ -1625,6 +1626,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1a/08/67bd04656199bbb51dbed1439b7f27601dfb576fb864099c7ef0c3e55531/pyyaml-6.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd", size = 140344, upload-time = "2025-09-25T21:32:22.617Z" },
 ]
 
+[[package]]
+name = "redis"
+version = "7.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e9/31/1476f206482dd9bc53fdbbe9f6fbd5e05d153f18e54667ce839df331f2e6/redis-7.2.1.tar.gz", hash = "sha256:6163c1a47ee2d9d01221d8456bc1c75ab953cbda18cfbc15e7140e9ba16ca3a5", size = 4906735, upload-time = "2026-02-25T20:05:18.171Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ca/98/1dd1a5c060916cf21d15e67b7d6a7078e26e2605d5c37cbc9f4f5454c478/redis-7.2.1-py3-none-any.whl", hash = "sha256:49e231fbc8df2001436ae5252b3f0f3dc930430239bfeb6da4c7ee92b16e5d33", size = 396057, upload-time = "2026-02-25T20:05:16.533Z" },
+]
+
 [[package]]
 name = "referencing"
 version = "0.37.0"
@@ -1926,6 +1936,7 @@ dependencies = [
     { name = "google-cloud-firestore" },
     { name = "google-genai" },
     { name = "pydantic-settings", extra = ["yaml"] },
+    { name = "redis" },
 ]
 
 [package.dev-dependencies]
@@ -1944,6 +1955,7 @@ requires-dist = [
     { name = "google-cloud-firestore", specifier = ">=2.23.0" },
     { name = "google-genai", specifier = ">=1.64.0" },
     { name = "pydantic-settings", extras = ["yaml"], specifier = ">=2.13.1" },
+    { name = "redis", specifier = ">=5.0" },
 ]
 
 [package.metadata.requires-dev]