roboco/roboco/api/app.py

"""
FastAPI Application Factory

Creates and configures the FastAPI application with all routes,
middleware, and event handlers.
"""

import asyncio
from collections.abc import AsyncGenerator
from contextlib import asynccontextmanager

from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware

from roboco.api.auth.routes import mount_cloud_auth
from roboco.api.auth.seed import ensure_seed_user_startup
from roboco.api.deps import _auth_required, get_orchestrator_or_none
from roboco.api.middleware import setup_middleware
from roboco.api.routes.a2a import router as a2a_router
from roboco.api.routes.a2a import wellknown_router as a2a_wellknown_router
from roboco.api.routes.agents import router as agents_router
from roboco.api.routes.board_programs import router as board_programs_router
from roboco.api.routes.cockpit import router as cockpit_router
from roboco.api.routes.company_goals import router as company_goals_router
from roboco.api.routes.coroner import router as coroner_router
from roboco.api.routes.dashboard import router as dashboard_router
from roboco.api.routes.docs import router as docs_router
from roboco.api.routes.dogfood import router as dogfood_router
from roboco.api.routes.git import router as git_router
from roboco.api.routes.github_app import router as github_app_router
from roboco.api.routes.health import router as health_router
from roboco.api.routes.journals import router as journals_router
from roboco.api.routes.kanban import router as kanban_router
from roboco.api.routes.mirror import router as mirror_router
from roboco.api.routes.notifications import router as notifications_router
from roboco.api.routes.optimal import router as optimal_router
from roboco.api.routes.orchestrator import router as orchestrator_router
from roboco.api.routes.periscope import router as periscope_router
from roboco.api.routes.pest_control import router as pest_control_router
from roboco.api.routes.pitch import router as pitch_router
from roboco.api.routes.playbooks import router as playbooks_router
from roboco.api.routes.product import router as product_router
from roboco.api.routes.project import router as project_router
from roboco.api.routes.prompter_live import router as prompter_live_router
from roboco.api.routes.provider import router as provider_router
from roboco.api.routes.release import router as release_router
from roboco.api.routes.research import router as research_router
from roboco.api.routes.roadmap import router as roadmap_router
from roboco.api.routes.scales import router as scales_router
from roboco.api.routes.secretary import router as secretary_router
from roboco.api.routes.secretary_live import router as secretary_live_router
from roboco.api.routes.sentinel import router as sentinel_router
from roboco.api.routes.settings import router as settings_router
from roboco.api.routes.spackle import router as spackle_router
from roboco.api.routes.stream import router as stream_router
from roboco.api.routes.system import router as system_router
from roboco.api.routes.tasks import router as tasks_router
from roboco.api.routes.telegram import mount_telegram_miniapp_auth
from roboco.api.routes.telegram import router as telegram_router
from roboco.api.routes.usage import router as usage_router
from roboco.api.routes.v1 import do as do_module
from roboco.api.routes.v1 import flow_auditor as flow_auditor_module
from roboco.api.routes.v1 import flow_board as flow_board_module
from roboco.api.routes.v1 import flow_cell_pm as flow_cell_pm_module
from roboco.api.routes.v1 import flow_dev as flow_dev_module
from roboco.api.routes.v1 import flow_doc as flow_doc_module
from roboco.api.routes.v1 import flow_main_pm as flow_main_pm_module
from roboco.api.routes.v1 import flow_pr_reviewer as flow_pr_reviewer_module
from roboco.api.routes.v1 import flow_qa as flow_qa_module
from roboco.api.routes.video import router as video_router
from roboco.api.routes.video import tiktok_router
from roboco.api.routes.work_session import router as work_session_router
from roboco.api.routes.x import router as x_router
from roboco.api.websocket import router as ws_router
from roboco.config import settings
from roboco.db.base import close_db, get_session_factory, init_db
from roboco.logging import get_logger, setup_logging
from roboco.security import apply_guard, guarded_lifespan
from roboco.services.extraction import ExtractionPipeline, ExtractionService
from roboco.services.learning import get_learning_service
from roboco.services.optimal import close_optimal_service, get_optimal_service
from roboco.services.playbook import PlaybookService
from roboco.services.rag_index_failures import backfill_unindexed_journals, reclaim_due
from roboco.services.settings import apply_persisted_feature_flags
from roboco.services.transcription import TranscriptionService

# Setup logging before anything else
setup_logging()
logger = get_logger(__name__)


class _AppServices:
    """Holder for application service instances (initialized in lifespan)."""

    transcription: TranscriptionService | None = None
    extraction: ExtractionPipeline | None = None


async def _reconcile_unindexed_playbooks(app: FastAPI) -> None:
    """Re-index APPROVED playbooks left ``indexed_ok=False`` by a failed
    post-commit embed (e.g. an Ollama restart mid-approval-burst). Best-effort:
    a failure here never blocks startup — rows stay unindexed and the next
    startup retries them. Skipped when RAG is disabled (no optimal) or the
    org-memory loop is off (the index is inert).
    """
    if app.state.optimal is None or not settings.org_memory_enabled:
        return
    try:
        async with get_session_factory()() as session:
            svc = PlaybookService(session)
            reconciled = await svc.reconcile_unindexed_approved()
        if reconciled:
            logger.info(
                "Playbook reconcile: re-indexed unindexed approved",
                count=reconciled,
            )
    except Exception as e:
        logger.warning("Playbook reconcile failed; continuing", error=str(e))


async def _reclaim_rag_index_failures(app: FastAPI) -> None:
    """Reclaim dead-lettered RAG index writes (embedder 429 after retries, etc.).

    Best-effort: a failure here never blocks startup — due rows stay in the
    dead-letter and the next startup retries them. Skipped when RAG is
    disabled (no optimal).
    """
    if app.state.optimal is None:
        return
    try:
        reclaimed = await reclaim_due(app.state.optimal)
        if reclaimed:
            logger.info(
                "RAG index dead-letter reclaim: re-indexed rows",
                count=reclaimed,
            )
    except Exception as e:
        logger.warning("RAG index dead-letter reclaim failed; continuing", error=str(e))


async def _backfill_unindexed_journals(app: FastAPI) -> None:
    """Re-index journal/learning entries silently zero-chunked before the
    per-index chunk-floor fix (see ``backfill_unindexed_journals``'s
    docstring). Best-effort: a failure here never blocks startup — the rows
    stay and the next startup retries them. Skipped when RAG is disabled.
    """
    if app.state.optimal is None:
        return
    try:
        await backfill_unindexed_journals(app.state.optimal)
    except Exception as e:
        logger.warning("Journal/learning RAG backfill failed; continuing", error=str(e))


async def _reconcile_rag_indexes(app: FastAPI) -> None:
    """Run all RAG index reconcile passes: playbooks, dead-letter reclaim,
    and the journals/learnings zero-chunk backfill."""
    await _reconcile_unindexed_playbooks(app)
    await _reclaim_rag_index_failures(app)
    await _backfill_unindexed_journals(app)
    logger.info("RAG index reconcile finished")


def _log_reconcile_outcome(task: asyncio.Task[None]) -> None:
    """Surface a background-reconcile crash; each pass already swallows its
    own errors, so anything landing here is an unexpected bug, not a retry."""
    if task.cancelled():
        return
    exc = task.exception()
    if exc is not None:
        logger.error("Background RAG reconcile crashed", error=repr(exc))


def _schedule_rag_reconcile(app: FastAPI) -> asyncio.Task[None]:
    """Schedule the reconcile without awaiting it (see lifespan comment)."""
    task = asyncio.create_task(_reconcile_rag_indexes(app))
    task.add_done_callback(_log_reconcile_outcome)
    app.state.rag_reconcile_task = task
    return task


def _cancel_rag_reconcile(app: FastAPI) -> None:
    """Stop a still-running background reconcile at shutdown."""
    task = getattr(app.state, "rag_reconcile_task", None)
    if task is not None and not task.done():
        task.cancel()


async def _apply_flag_overrides() -> None:
    """Overlay panel-persisted feature-flag overrides onto the live config so
    the rest of startup (and the dispatch loops) read the panel's choices;
    unset flags keep their env/config default. Best-effort — a failure here
    must not block startup, the env defaults still apply."""
    try:
        async with get_session_factory()() as flags_db:
            applied_flags = await apply_persisted_feature_flags(flags_db)
        if applied_flags:
            logger.info("Applied persisted feature-flag overrides", flags=applied_flags)
    except Exception as e:
        logger.warning("Feature-flag overlay failed; using env defaults", error=str(e))


@asynccontextmanager
async def lifespan(app: FastAPI) -> AsyncGenerator[None]:
    """
    Application lifespan manager.

    Handles startup and shutdown events.
    """
    logger.info(
        "Starting RoboCo API",
        version=settings.app_version,
        environment=settings.environment,
    )

    if not _auth_required():
        logger.warning(
            "Agent auth is in HEADER-TRUST mode (ROBOCO_AGENT_AUTH_REQUIRED is "
            "not set to true): the API accepts X-Agent-Id / X-Agent-Role without "
            "verifying a signed token, so any client that can reach it may act as "
            "any role, including 'ceo'. Acceptable only on a trusted private "
            "network. Set ROBOCO_AGENT_AUTH_REQUIRED=true and do NOT expose this "
            "API to untrusted networks.",
        )

    # Startup: apply Alembic migrations (+ create_all fallback for fresh DBs).
    # init_db runs on every environment now — migrations are idempotent via
    # alembic_version, and this is the only way new schema (e.g. enum value
    # additions like NotificationType.APPROVAL) reaches the running DB.
    await init_db()
    logger.info("Database initialized")

    # Cloud auth: idempotently upsert the single seeded CEO login user.
    # No-op unless ROBOCO_CLOUD_AUTH_ENABLED (see ensure_seed_user_startup).
    await ensure_seed_user_startup()

    await _apply_flag_overrides()

    # Initialize Phase 2 services
    _AppServices.transcription = TranscriptionService()
    await _AppServices.transcription.start()

    extraction_service = ExtractionService()
    _AppServices.extraction = ExtractionPipeline(extraction_service)

    # Store in app state for access in routes
    app.state.transcription = _AppServices.transcription
    app.state.extraction = _AppServices.extraction

    # Initialize OptimalService (RAG) - BLOCKS until fully ready
    # This ensures /health only returns 200 when RAG is operational
    # Typical initialization time: 30-90 seconds (embedding + indexing)
    try:
        logger.info("Initializing OptimalService (RAG)...")
        optimal_service = await get_optimal_service()
        app.state.optimal = optimal_service
        logger.info("OptimalService (RAG) initialized successfully")
    except Exception as e:
        logger.warning(
            "OptimalService (RAG) initialization failed - RAG features disabled",
            error=str(e),
        )
        app.state.optimal = None

    # Wire the learning-propagation singleton to OptimalService. Without this,
    # record_learning() raises "not initialized" and every task completion logs
    # "Failed to extract learnings". Skipped when RAG is disabled (no optimal).
    if app.state.optimal is not None:
        try:
            learning_service = await get_learning_service()
            await learning_service.initialize(app.state.optimal)
            logger.info("LearningPropagationService initialized")
        except Exception as e:
            logger.warning("LearningPropagationService init failed", error=str(e))

    # Reconcile RAG index state in the BACKGROUND: re-index APPROVED playbooks
    # left unindexed by a failed post-commit embed, reclaim dead-lettered
    # index writes, and backfill zero-chunk journals/learnings. Never awaited
    # here — uvicorn binds the socket only after this lifespan completes, and
    # a 200-entry backfill behind a busy Ollama held the API down for 30+
    # minutes when this was a blocking await (2026-07-09 deploy).
    _schedule_rag_reconcile(app)

    logger.info("All services initialized, API ready")

    yield

    # Shutdown
    logger.info("Shutting down RoboCo API")

    _cancel_rag_reconcile(app)

    if _AppServices.transcription:
        await _AppServices.transcription.stop()

    # Stop the orchestrator BEFORE closing the DB / OptimalService. stop()
    # cancels the background loops, stops the agents (finalizing work sessions
    # + agent state via DB writes), and drains fire-and-forget bg writes
    # (respawn_tracker upserts, audit-log rows) — all needing the DB still
    # open. Closing the DB first silently dropped those final writes (the old
    # order, where only bootstrap's finally block called stop() AFTER lifespan
    # had already closed the DB). Best-effort: a stop error must not block the
    # resource teardown below. No-op when no orchestrator is wired (tests,
    # skip_orchestrator). bootstrap's finally block re-calls stop() as a safety
    # net; stop() is idempotent (guarded by the _stopped flag) so the second
    # call is a no-op.
    orchestrator = get_orchestrator_or_none()
    if orchestrator is not None:
        try:
            await orchestrator.stop()
        except Exception as e:
            logger.warning("Orchestrator stop failed during shutdown", error=str(e))

    # Close Phase 3 services
    await close_optimal_service()

    await close_db()

    logger.info("Shutdown complete")


def _mount_v1_routers(app: FastAPI) -> None:
    """Mount every API v1 (intent-verb + content-tool) router."""
    app.include_router(flow_dev_module.router)
    app.include_router(flow_qa_module.router)
    app.include_router(flow_doc_module.router)
    app.include_router(flow_cell_pm_module.router)
    app.include_router(flow_main_pm_module.router)
    app.include_router(flow_board_module.router)
    app.include_router(flow_auditor_module.router)
    app.include_router(flow_pr_reviewer_module.router)
    app.include_router(do_module.router)


def _mount_board_program_routers(app: FastAPI, api_prefix: str) -> None:
    """Mount every Board Program route — the generic registry route plus each
    program's own per-item / read-only surface. Grouped into one helper
    (mirrors ``_mount_v1_routers``) to keep ``create_app``'s own statement
    count from growing unbounded as programs are added."""
    # Board roadmap engine — the CEO approves/rejects items within a held
    # roadmap cycle. Approving materializes a BACKLOG task; nothing auto-starts.
    app.include_router(roadmap_router, prefix=f"{api_prefix}/roadmap", tags=["Roadmap"])
    # Board Programs — the generic registry status + off-schedule "run now"
    # (roadmap + x_feature today; every later program rides the same route).
    app.include_router(
        board_programs_router,
        prefix=f"{api_prefix}/board-programs",
        tags=["Board Programs"],
    )
    # Pest Control (Board Program) — the CEO approves/rejects items within a
    # held bug-hunt cycle. Approving materializes a BACKLOG task; nothing
    # auto-starts.
    app.include_router(
        pest_control_router,
        prefix=f"{api_prefix}/pest-control",
        tags=["Pest Control"],
    )
    # Periscope (Board Program) — the CEO reads filed market-research briefs.
    # Read-only: a brief is a report, not a queue item; nothing to approve.
    app.include_router(
        periscope_router, prefix=f"{api_prefix}/periscope", tags=["Periscope"]
    )
    # Coroner (Board Program) — read-only Postmortems list. A postmortem
    # completes atomically at propose_postmortem time; there is nothing here
    # for the CEO to approve/reject.
    app.include_router(coroner_router, prefix=f"{api_prefix}/coroner", tags=["Coroner"])
    # Sentinel (Board Program) — the CEO reads filed org-wide quality-drift
    # reports. Read-only: a report is a report, not a queue item; nothing to
    # approve.
    app.include_router(
        sentinel_router, prefix=f"{api_prefix}/sentinel", tags=["Sentinel"]
    )
    # Spackle (Board Program) — the CEO approves/rejects items within a held
    # gap-fill cycle. Approving materializes a BACKLOG task; nothing
    # auto-starts.
    app.include_router(spackle_router, prefix=f"{api_prefix}/spackle", tags=["Spackle"])
    # Scales (Board Program) — the CEO approves/rejects items within a held
    # portfolio-rebalance cycle. Approving EXECUTES the item against the live
    # target task (reprioritize or cancel); nothing here creates a task.
    app.include_router(scales_router, prefix=f"{api_prefix}/scales", tags=["Scales"])
    # Mirror (Board Program) — the CEO approves/rejects items within a held
    # messaging-fixes cycle. Approving materializes a BACKLOG docs task;
    # nothing auto-starts.
    app.include_router(mirror_router, prefix=f"{api_prefix}/mirror", tags=["Mirror"])
    # Dogfood (Board Program) — the CEO approves/rejects items within a held
    # friction-fix cycle. Approving materializes a BACKLOG task; nothing
    # auto-starts.
    app.include_router(dogfood_router, prefix=f"{api_prefix}/dogfood", tags=["Dogfood"])


def create_app() -> FastAPI:
    """
    Create and configure the FastAPI application.

    Returns:
        Configured FastAPI application instance.
    """
    app = FastAPI(
        title="RoboCo API",
        description="AI Agents Company - Messaging and Task Management API",
        version=settings.app_version,
        docs_url="/docs",  # if settings.debug else None,
        redoc_url="/redoc",  # if settings.debug else None,
        # Wraps the existing lifespan with fastapi-guard's when armed (drives the
        # middleware's redis/geo/agent init); returns it unchanged when off.
        lifespan=guarded_lifespan(lifespan),
    )

    # ==========================================================================
    # Middleware
    # ==========================================================================

    app.add_middleware(
        CORSMiddleware,
        allow_origins=settings.cors_origins,
        allow_credentials=settings.cors_allow_credentials,
        allow_methods=["*"],
        allow_headers=["*"],
    )

    # Setup custom middleware (error handling, logging, correlation IDs)
    setup_middleware(app)

    # fastapi-guard HTTP security layer — no-op unless ROBOCO_GUARD_ENABLED.
    # Mounted last so SecurityMiddleware is outermost and blocks hostile traffic
    # before it reaches the app (guard does its own request logging); order can
    # be tuned during passive-mode calibration.
    apply_guard(app)

    # ==========================================================================
    # Routes
    # ==========================================================================

    # Health check
    app.include_router(health_router, tags=["Health"])

    # A2A Protocol: Well-known endpoints at root level
    # (/.well-known/agent.json, /agents/{id}/.well-known/agent.json)
    app.include_router(a2a_wellknown_router, tags=["A2A Protocol"])

    # API v1
    api_prefix = "/api"

    app.include_router(
        agents_router,
        prefix=f"{api_prefix}/agents",
        tags=["Agents"],
    )

    app.include_router(
        settings_router,
        prefix=f"{api_prefix}/settings",
        tags=["Settings"],
    )

    app.include_router(
        company_goals_router,
        prefix=f"{api_prefix}/company-goals",
        tags=["Company"],
    )

    app.include_router(
        notifications_router,
        prefix=f"{api_prefix}/notifications",
        tags=["Notifications"],
    )

    # Phase 2: Stream processing and permissions
    app.include_router(
        stream_router,
        prefix=f"{api_prefix}/stream",
        tags=["Stream Processing"],
    )

    # Phase 3: Intelligence - Optimal API and Journal API
    app.include_router(
        optimal_router,
        prefix=f"{api_prefix}/optimal",
        tags=["Optimal API"],
    )

    app.include_router(
        journals_router,
        prefix=f"{api_prefix}/journals",
        tags=["Journals"],
    )

    # Web research — pluggable external search/fetch for Board + PM agents.
    app.include_router(
        research_router,
        prefix=f"{api_prefix}/research",
        tags=["Research"],
    )

    # Cockpit — the CEO's read-only "is the business winning?" summary.
    app.include_router(
        cockpit_router,
        prefix=f"{api_prefix}/cockpit",
        tags=["Cockpit"],
    )

    # Release manager — the CEO approves/rejects a held release proposal.
    app.include_router(
        release_router,
        prefix=f"{api_prefix}/release",
        tags=["Release"],
    )

    # Playbooks — the Auditor (or CEO) curates the drafted playbook library.
    app.include_router(
        playbooks_router,
        prefix=f"{api_prefix}/playbooks",
        tags=["Playbooks"],
    )

    # X (Twitter) engine — the CEO approves/rejects held posts/replies and
    # manages credentials. Nothing here posts except an explicit approve.
    app.include_router(
        x_router,
        prefix=f"{api_prefix}/x",
        tags=["X"],
    )

    # Board Programs — the generic registry route + each program's own
    # per-item / read-only surface (roadmap, board-programs, pest control,
    # periscope, coroner, sentinel, spackle, scales). Grouped into one helper
    # to keep this function's own statement count from growing unbounded as
    # programs are added (mirrors ``_mount_v1_routers`` below).
    _mount_board_program_routers(app, api_prefix)

    # Video engine — the CEO requests an on-demand marketing video; the
    # release/spotlight triggers open the same UX/UI authoring task via their
    # own hooks. Nothing renders or posts from this route alone.
    app.include_router(
        video_router,
        prefix=f"{api_prefix}/video",
        tags=["Video"],
    )

    # TikTok credentials — write-only OAuth2 secrets for the video engine's
    # inbox-upload poster (mirrors /x/credentials).
    app.include_router(
        tiktok_router,
        prefix=f"{api_prefix}/tiktok",
        tags=["TikTok"],
    )

    # Telegram notifications bridge — CEO-managed bot-token + chat-id credentials
    # (write-only); the fan-out itself runs server-side from the CEO producers.
    app.include_router(
        telegram_router,
        prefix=f"{api_prefix}/telegram",
        tags=["Telegram"],
    )
    # Telegram Mini App sign-in — public, pre-auth; mounted only when both
    # telegram_miniapp_enabled and cloud_auth_enabled are armed.
    mount_telegram_miniapp_auth(app, f"{api_prefix}/telegram")

    # Pitches — Board proposals + CEO approve -> auto-provision origination path.
    app.include_router(
        pitch_router,
        prefix=f"{api_prefix}/pitches",
        tags=["Pitches"],
    )

    # Secretary — the CEO's chief-of-staff: company-state reads + gated directives.
    app.include_router(
        secretary_router,
        prefix=f"{api_prefix}/secretary",
        tags=["Secretary"],
    )
    # Secretary live chat — panel <-> Secretary container bridge.
    app.include_router(
        secretary_live_router,
        prefix=f"{api_prefix}/secretary",
        tags=["Secretary"],
    )

    # Phase 5: Management - Tasks, Kanban, Dashboards
    app.include_router(
        tasks_router,
        prefix=f"{api_prefix}/tasks",
        tags=["Tasks"],
    )

    app.include_router(
        kanban_router,
        prefix=f"{api_prefix}/kanban",
        tags=["Kanban"],
    )

    app.include_router(
        dashboard_router,
        prefix=f"{api_prefix}/dashboard",
        tags=["Dashboard"],
    )

    # Phase 7: Agent Runtime
    app.include_router(
        orchestrator_router,
        prefix=f"{api_prefix}/orchestrator",
        tags=["Orchestrator"],
    )

    # A2A Protocol: API endpoints
    app.include_router(
        a2a_router,
        prefix=f"{api_prefix}/a2a",
        tags=["A2A Protocol"],
    )

    # Git Integration
    app.include_router(
        git_router,
        prefix=f"{api_prefix}/git",
        tags=["Git Operations"],
    )

    # GitHub App integration — CEO-managed credentials + the "Select repo"
    # picker's installation/repository listing (see roboco/services/github_app_auth.py).
    app.include_router(
        github_app_router,
        prefix=f"{api_prefix}/github-app",
        tags=["GitHub App"],
    )

    # Project Management
    app.include_router(
        project_router,
        prefix=f"{api_prefix}/projects",
        tags=["Projects"],
    )

    # Product Management
    app.include_router(
        product_router,
        prefix=f"{api_prefix}/products",
        tags=["Products"],
    )

    # AI Providers (model routing + Ollama-cloud fallback)
    app.include_router(
        provider_router,
        prefix=f"{api_prefix}/providers",
        tags=["Providers"],
    )

    # Prompter live chat — panel <-> spawned intake agent (SSE + relay)
    app.include_router(
        prompter_live_router,
        prefix=f"{api_prefix}/prompter",
        tags=["Prompter"],
    )

    # Work Sessions
    app.include_router(
        work_session_router,
        prefix=f"{api_prefix}/work-sessions",
        tags=["Work Sessions"],
    )

    # Documentation
    app.include_router(
        docs_router,
        prefix=f"{api_prefix}/docs",
        tags=["Documentation"],
    )

    # Token Usage Analytics
    app.include_router(
        usage_router,
        prefix=f"{api_prefix}/usage",
        tags=["Usage Analytics"],
    )

    # System monitoring (rate-limits, etc.)
    app.include_router(
        system_router,
        prefix=f"{api_prefix}/system",
        tags=["System"],
    )

    # Cloud auth — /auth/status is always public; login/logout mount only
    # when ROBOCO_CLOUD_AUTH_ENABLED (mirrors apply_guard's conditional mount).
    mount_cloud_auth(app, f"{api_prefix}/auth")

    # API v1 — intent-verb flow + content-tool endpoints (each module owns
    # its own prefix); grouped into one helper to keep create_app's own
    # statement count from growing unbounded as roles are added.
    _mount_v1_routers(app)

    # ==========================================================================
    # WebSocket
    # ==========================================================================
    app.include_router(ws_router, prefix="/ws", tags=["WebSocket"])

    return app


# Create the default application instance
app = create_app()