feat: админ-панель, лицензия, тестовый стек на распределённой инфраструктуре

Админ-панель (доступ: is_admin + секретный код сессии в /admin/<code>): - разделы: дашборд (здоровье сервисов, статистика), клиенты, работы, база документов, хранилище MinIO, источники парсинга, отстойник работ - backend: модели ParseSource/StagedWork/AdminSession, миграция 003, core/admin (авторизация), роутер api/admin - frontend: AdminLayout + 7 вкладок, adminApi, вход из кабинета - Celery index.run_parser (фоновый парсинг), автосбор проверенных работ в отстойник с ручным одобрением → индексация в базу Исправления: - openalex parser: тип article (не journal-article), убран is_oa-фильтр - winnowing: приведение xxh64 к signed int64 (фикс bigint out of range) - bcrypt пин 4.0.1 (совместимость с passlib 1.7.4) - alembic: prepend_sys_path + asyncpg-драйвер - frontend: контракт Task (public_id вместо id), react-dropzone Инфраструктура: - docker-compose.test.yml: api+frontend+воркеры локально, БД/кэш/хранилище/ брокер/LLM — на удалённых серверах через .env - .gitignore: исправлено ошибочное игнорирование кода services/*/app/models/ - LICENSE: проприетарная Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-05-30 20:45:53 +05:00
parent 9ee5ccdc3f
commit 9894fa9320
50 changed files with 5680 additions and 58 deletions
--- a/services/api/alembic.ini
+++ b/services/api/alembic.ini
@@ -4,6 +4,9 @@
 # Путь к директории с миграциями
 script_location = alembic

+# Добавить корень проекта (.) в sys.path, чтобы импортировался пакет app
+prepend_sys_path = .
+
 # Формат имени файла миграции
 file_template = %%(rev)s_%%(slug)s

--- a/services/api/alembic/env.py
+++ b/services/api/alembic/env.py
@@ -30,7 +30,7 @@ def get_url() -> str:
    db = os.getenv("POSTGRES_DB", "antiplagiator")
    user = os.getenv("POSTGRES_USER", "antiplagiator")
    password = os.getenv("POSTGRES_PASSWORD", "changeme")
-    return f"postgresql+psycopg2://{user}:{password}@{host}:{port}/{db}"
+    return f"postgresql+asyncpg://{user}:{password}@{host}:{port}/{db}"


 def run_migrations_offline() -> None:
--- a/services/api/alembic/versions/003_admin.py
+++ b/services/api/alembic/versions/003_admin.py
@@ -0,0 +1,88 @@
+"""Админ-панель: is_admin, источники парсинга, отстойник, сессии админа.
+
+Revision ID: 003
+Revises: 002
+Create Date: 2026-05-30
+"""
+
+from alembic import op
+import sqlalchemy as sa
+
+revision = "003"
+down_revision = "002"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # users.is_admin
+    op.add_column(
+        "users",
+        sa.Column("is_admin", sa.Boolean(), nullable=False, server_default=sa.false()),
+    )
+
+    # parse_sources
+    op.create_table(
+        "parse_sources",
+        sa.Column("id", sa.Integer(), primary_key=True, autoincrement=True),
+        sa.Column("source_type", sa.String(50), nullable=False),
+        sa.Column("name", sa.String(255), nullable=False),
+        sa.Column("query", sa.Text(), nullable=True),
+        sa.Column("lang", sa.String(10), nullable=True),
+        sa.Column("year_from", sa.Integer(), nullable=True),
+        sa.Column("year_to", sa.Integer(), nullable=True),
+        sa.Column("limit", sa.Integer(), nullable=False, server_default="1000"),
+        sa.Column("enabled", sa.Boolean(), nullable=False, server_default=sa.true()),
+        sa.Column("last_status", sa.String(20), nullable=False, server_default="idle"),
+        sa.Column("last_error", sa.Text(), nullable=True),
+        sa.Column("last_run_at", sa.DateTime(), nullable=True),
+        sa.Column("docs_added", sa.Integer(), nullable=False, server_default="0"),
+        sa.Column("created_at", sa.DateTime(), server_default=sa.func.now()),
+    )
+    op.create_index("ix_parse_sources_source_type", "parse_sources", ["source_type"])
+
+    # staged_works
+    op.create_table(
+        "staged_works",
+        sa.Column("id", sa.Integer(), primary_key=True, autoincrement=True),
+        sa.Column("user_id", sa.Integer(), sa.ForeignKey("users.id"), nullable=True),
+        sa.Column("task_id", sa.String(36), nullable=True),
+        sa.Column("filename", sa.Text(), nullable=True),
+        sa.Column("minio_key", sa.Text(), nullable=True),
+        sa.Column("text_key", sa.Text(), nullable=True),
+        sa.Column("title", sa.Text(), nullable=True),
+        sa.Column("authors", sa.JSON(), nullable=True),
+        sa.Column("year", sa.Integer(), nullable=True),
+        sa.Column("lang", sa.String(10), nullable=True),
+        sa.Column("word_count", sa.Integer(), nullable=True),
+        sa.Column("status", sa.String(20), nullable=False, server_default="pending"),
+        sa.Column("document_id", sa.Integer(), nullable=True),
+        sa.Column("reviewed_by", sa.Integer(), nullable=True),
+        sa.Column("reviewed_at", sa.DateTime(), nullable=True),
+        sa.Column("created_at", sa.DateTime(), server_default=sa.func.now()),
+    )
+    op.create_index("ix_staged_works_user_id", "staged_works", ["user_id"])
+    op.create_index("ix_staged_works_task_id", "staged_works", ["task_id"])
+    op.create_index("ix_staged_works_status", "staged_works", ["status"])
+    op.create_index("ix_staged_works_created_at", "staged_works", ["created_at"])
+
+    # admin_sessions
+    op.create_table(
+        "admin_sessions",
+        sa.Column("id", sa.Integer(), primary_key=True, autoincrement=True),
+        sa.Column("user_id", sa.Integer(), sa.ForeignKey("users.id"), nullable=False),
+        sa.Column("code", sa.String(64), nullable=False),
+        sa.Column("created_at", sa.DateTime(), server_default=sa.func.now()),
+        sa.Column("expires_at", sa.DateTime(), nullable=False),
+        sa.Column("last_used_at", sa.DateTime(), nullable=True),
+    )
+    op.create_index("ix_admin_sessions_user_id", "admin_sessions", ["user_id"])
+    op.create_index("ix_admin_sessions_code", "admin_sessions", ["code"], unique=True)
+
+
+def downgrade() -> None:
+    op.drop_table("admin_sessions")
+    op.drop_table("staged_works")
+    op.drop_index("ix_parse_sources_source_type", table_name="parse_sources")
+    op.drop_table("parse_sources")
+    op.drop_column("users", "is_admin")
--- a/services/api/app/api/admin.py
+++ b/services/api/app/api/admin.py
@@ -0,0 +1,571 @@
+"""Админ-панель: дашборд, клиенты, работы, документы, хранилище, источники, отстойник.
+
+Все эндпоинты требуют is_admin (get_admin_user). Эндпоинты под /admin/panel/{code}/*
+дополнительно проверяют секретный код сессии (verify_admin_code).
+"""
+
+import logging
+from datetime import datetime, timezone
+
+import httpx
+from fastapi import APIRouter, Depends, HTTPException, Query, status
+from sqlalchemy import delete, func, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.config import settings
+from app.core.admin import create_admin_session, get_admin_user
+from app.core.celery_app import celery_app
+from app.core.minio_client import get_minio
+from app.core.redis_client import get_redis
+from app.database import get_db
+from app.models.admin import ParseSource, StagedWork
+from app.models.document import Document, Fingerprint
+from app.models.task import Task
+from app.models.user import User
+from app.schemas.admin import (
+    AdminDocumentResponse,
+    AdminSessionResponse,
+    AdminStats,
+    AdminTaskResponse,
+    AdminUserResponse,
+    AdminUserUpdate,
+    ParseSourceCreate,
+    ParseSourceResponse,
+    ParseSourceUpdate,
+    ServiceHealth,
+    StagedWorkDetail,
+    StagedWorkResponse,
+)
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/admin", tags=["admin"], dependencies=[Depends(get_admin_user)])
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# СЕССИЯ ДОСТУПА
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.post("/session", response_model=AdminSessionResponse)
+async def open_admin_session(
+    admin: User = Depends(get_admin_user),
+    db: AsyncSession = Depends(get_db),
+) -> AdminSessionResponse:
+    """Сгенерировать секретный код доступа и ссылку /admin/<code>."""
+    code = await create_admin_session(admin, db)
+    from app.models.admin import AdminSession
+
+    result = await db.execute(select(AdminSession).where(AdminSession.code == code))
+    sess = result.scalar_one()
+    return AdminSessionResponse(
+        code=code,
+        url=f"/admin/{code}",
+        expires_at=sess.expires_at,
+    )
+
+
+@router.get("/session/verify/{code}")
+async def verify_session(
+    code: str,
+    admin: User = Depends(get_admin_user),
+    db: AsyncSession = Depends(get_db),
+) -> dict:
+    """Проверить валидность кода (для фронта при загрузке /admin/<code>)."""
+    from app.models.admin import AdminSession
+
+    result = await db.execute(select(AdminSession).where(AdminSession.code == code))
+    sess = result.scalar_one_or_none()
+    if sess is None or sess.user_id != admin.id:
+        return {"valid": False}
+    expires = sess.expires_at
+    if expires.tzinfo is not None:
+        expires = expires.replace(tzinfo=None)
+    return {"valid": expires >= datetime.utcnow()}
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# ДАШБОРД / СЕРВИСЫ
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/health", response_model=list[ServiceHealth])
+async def health(db: AsyncSession = Depends(get_db)) -> list[ServiceHealth]:
+    """Статус всех сервисов инфраструктуры."""
+    checks: list[ServiceHealth] = []
+
+    # PostgreSQL
+    try:
+        await db.execute(select(func.now()))
+        checks.append(ServiceHealth(name="PostgreSQL", ok=True))
+    except Exception as e:
+        checks.append(ServiceHealth(name="PostgreSQL", ok=False, detail=str(e)[:200]))
+
+    # Redis
+    try:
+        r = get_redis()
+        await r.ping()
+        checks.append(ServiceHealth(name="Redis", ok=True))
+    except Exception as e:
+        checks.append(ServiceHealth(name="Redis", ok=False, detail=str(e)[:200]))
+
+    # MinIO
+    try:
+        get_minio().bucket_exists(settings.MINIO_BUCKET_DOCS)
+        checks.append(ServiceHealth(name="MinIO", ok=True))
+    except Exception as e:
+        checks.append(ServiceHealth(name="MinIO", ok=False, detail=str(e)[:200]))
+
+    # Elasticsearch
+    try:
+        async with httpx.AsyncClient(timeout=5) as c:
+            resp = await c.get(f"{settings.ELASTICSEARCH_URL}/_cluster/health")
+            ok = resp.status_code == 200 and resp.json().get("status") != "red"
+            checks.append(ServiceHealth(name="Elasticsearch", ok=ok,
+                                        detail=resp.json().get("status")))
+    except Exception as e:
+        checks.append(ServiceHealth(name="Elasticsearch", ok=False, detail=str(e)[:200]))
+
+    # Ollama
+    try:
+        async with httpx.AsyncClient(timeout=5) as c:
+            resp = await c.get(f"{settings.OLLAMA_URL}/api/version")
+            checks.append(ServiceHealth(name="Ollama", ok=resp.status_code == 200,
+                                        detail=resp.json().get("version")))
+    except Exception as e:
+        checks.append(ServiceHealth(name="Ollama", ok=False, detail=str(e)[:200]))
+
+    # RabbitMQ + воркеры через Celery ping
+    try:
+        insp = celery_app.control.inspect(timeout=3)
+        pong = insp.ping() or {}
+        workers = list(pong.keys())
+        checks.append(ServiceHealth(name="RabbitMQ/Celery", ok=bool(workers),
+                                    detail=f"воркеров онлайн: {len(workers)}"))
+    except Exception as e:
+        checks.append(ServiceHealth(name="RabbitMQ/Celery", ok=False, detail=str(e)[:200]))
+
+    return checks
+
+
+@router.get("/stats", response_model=AdminStats)
+async def stats(db: AsyncSession = Depends(get_db)) -> AdminStats:
+    """Сводные счётчики для дашборда."""
+    users_total = (await db.execute(select(func.count()).select_from(User))).scalar_one()
+
+    rows = (await db.execute(select(Task.status, func.count()).group_by(Task.status))).all()
+    tasks_by_status = {s: c for s, c in rows}
+
+    docs_total = (await db.execute(select(func.count()).select_from(Document))).scalar_one()
+    rows = (await db.execute(select(Document.source, func.count()).group_by(Document.source))).all()
+    docs_by_source = {s: c for s, c in rows}
+
+    staging_pending = (
+        await db.execute(
+            select(func.count()).select_from(StagedWork).where(StagedWork.status == "pending")
+        )
+    ).scalar_one()
+
+    # Хранилище MinIO
+    storage: dict = {}
+    try:
+        client = get_minio()
+        for bucket in (settings.MINIO_BUCKET_DOCS, settings.MINIO_BUCKET_BACKUPS, "staging"):
+            try:
+                if not client.bucket_exists(bucket):
+                    continue
+                total = 0
+                count = 0
+                for obj in client.list_objects(bucket, recursive=True):
+                    total += obj.size or 0
+                    count += 1
+                storage[bucket] = {"objects": count, "bytes": total}
+            except Exception:
+                continue
+    except Exception as e:
+        storage = {"error": str(e)[:200]}
+
+    # Длины очередей через RabbitMQ management API (если доступно)
+    queues: dict = {}
+    try:
+        rmq_user = settings.RABBITMQ_URL.split("//")[1].split(":")[0]
+        rmq_pass = settings.RABBITMQ_URL.split(":")[2].split("@")[0]
+        rmq_host = settings.RABBITMQ_URL.split("@")[1].split(":")[0]
+        async with httpx.AsyncClient(timeout=5) as c:
+            resp = await c.get(
+                f"http://{rmq_host}:15672/api/queues",
+                auth=(rmq_user, rmq_pass),
+            )
+            if resp.status_code == 200:
+                for q in resp.json():
+                    name = q.get("name", "")
+                    if name.startswith("queue."):
+                        queues[name] = q.get("messages", 0)
+    except Exception as e:
+        queues = {"error": str(e)[:120]}
+
+    return AdminStats(
+        users_total=users_total,
+        tasks_by_status=tasks_by_status,
+        documents_total=docs_total,
+        documents_by_source=docs_by_source,
+        staging_pending=staging_pending,
+        storage=storage,
+        queues=queues,
+    )
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# КЛИЕНТЫ
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/users", response_model=list[AdminUserResponse])
+async def list_users(
+    q: str | None = None,
+    limit: int = Query(50, le=200),
+    offset: int = 0,
+    db: AsyncSession = Depends(get_db),
+) -> list[AdminUserResponse]:
+    stmt = select(User)
+    if q:
+        like = f"%{q.lower()}%"
+        stmt = stmt.where(func.lower(User.email).like(like) | func.lower(User.name).like(like))
+    stmt = stmt.order_by(User.created_at.desc()).limit(limit).offset(offset)
+    users = (await db.execute(stmt)).scalars().all()
+
+    result = []
+    for u in users:
+        cnt = (
+            await db.execute(select(func.count()).select_from(Task).where(Task.user_id == u.id))
+        ).scalar_one()
+        item = AdminUserResponse.model_validate(u)
+        item.tasks_count = cnt
+        result.append(item)
+    return result
+
+
+@router.patch("/users/{user_id}", response_model=AdminUserResponse)
+async def update_user(
+    user_id: int,
+    data: AdminUserUpdate,
+    db: AsyncSession = Depends(get_db),
+) -> AdminUserResponse:
+    user = (await db.execute(select(User).where(User.id == user_id))).scalar_one_or_none()
+    if user is None:
+        raise HTTPException(status_code=404, detail="Пользователь не найден")
+    if data.plan is not None:
+        user.plan = data.plan
+    if data.is_verified is not None:
+        user.is_verified = data.is_verified
+    if data.is_admin is not None:
+        user.is_admin = data.is_admin
+    await db.commit()
+    await db.refresh(user)
+    # Сбросить кэш пользователя
+    try:
+        await get_redis().delete(f"user:cache:{user_id}")
+    except Exception:
+        pass
+    return AdminUserResponse.model_validate(user)
+
+
+@router.delete("/users/{user_id}", status_code=status.HTTP_204_NO_CONTENT)
+async def delete_user(user_id: int, db: AsyncSession = Depends(get_db)) -> None:
+    user = (await db.execute(select(User).where(User.id == user_id))).scalar_one_or_none()
+    if user is None:
+        raise HTTPException(status_code=404, detail="Пользователь не найден")
+    await db.execute(delete(Task).where(Task.user_id == user_id))
+    await db.delete(user)
+    await db.commit()
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# РАБОТЫ (задачи)
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/tasks", response_model=list[AdminTaskResponse])
+async def list_tasks(
+    status_filter: str | None = Query(None, alias="status"),
+    type_filter: str | None = Query(None, alias="type"),
+    user_id: int | None = None,
+    limit: int = Query(50, le=200),
+    offset: int = 0,
+    db: AsyncSession = Depends(get_db),
+) -> list[AdminTaskResponse]:
+    stmt = select(Task)
+    if status_filter:
+        stmt = stmt.where(Task.status == status_filter)
+    if type_filter:
+        stmt = stmt.where(Task.type == type_filter)
+    if user_id:
+        stmt = stmt.where(Task.user_id == user_id)
+    stmt = stmt.order_by(Task.created_at.desc()).limit(limit).offset(offset)
+    tasks = (await db.execute(stmt)).scalars().all()
+    return [AdminTaskResponse.model_validate(t) for t in tasks]
+
+
+@router.get("/tasks/{public_id}")
+async def get_task(public_id: str, db: AsyncSession = Depends(get_db)) -> dict:
+    task = (
+        await db.execute(select(Task).where(Task.public_id == public_id))
+    ).scalar_one_or_none()
+    if task is None:
+        raise HTTPException(status_code=404, detail="Задача не найдена")
+    return {
+        "public_id": task.public_id,
+        "user_id": task.user_id,
+        "type": task.type,
+        "status": task.status,
+        "input_data": task.input_data,
+        "result": task.result,
+        "error": task.error,
+        "created_at": task.created_at,
+    }
+
+
+@router.post("/tasks/{public_id}/requeue")
+async def requeue_task(public_id: str, db: AsyncSession = Depends(get_db)) -> dict:
+    task = (
+        await db.execute(select(Task).where(Task.public_id == public_id))
+    ).scalar_one_or_none()
+    if task is None:
+        raise HTTPException(status_code=404, detail="Задача не найдена")
+    if task.type != "plagiarism":
+        raise HTTPException(status_code=400, detail="Перезапуск поддержан только для проверок плагиата")
+    minio_key = (task.input_data or {}).get("minio_key")
+    filename = (task.input_data or {}).get("filename")
+    if not minio_key:
+        raise HTTPException(status_code=400, detail="Нет minio_key для перезапуска")
+    task.status = "queued"
+    task.error = None
+    task.result = None
+    await db.commit()
+    celery_app.send_task(
+        "index.extract_and_check",
+        args=[task.id, minio_key, filename],
+        queue="queue.index",
+    )
+    return {"status": "requeued", "public_id": public_id}
+
+
+@router.delete("/tasks/{public_id}", status_code=status.HTTP_204_NO_CONTENT)
+async def delete_task(public_id: str, db: AsyncSession = Depends(get_db)) -> None:
+    task = (
+        await db.execute(select(Task).where(Task.public_id == public_id))
+    ).scalar_one_or_none()
+    if task is None:
+        raise HTTPException(status_code=404, detail="Задача не найдена")
+    await db.delete(task)
+    await db.commit()
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# БАЗА ДОКУМЕНТОВ
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/documents", response_model=list[AdminDocumentResponse])
+async def list_documents(
+    q: str | None = None,
+    source: str | None = None,
+    year: int | None = None,
+    limit: int = Query(50, le=200),
+    offset: int = 0,
+    db: AsyncSession = Depends(get_db),
+) -> list[AdminDocumentResponse]:
+    stmt = select(Document)
+    if q:
+        stmt = stmt.where(func.lower(Document.title).like(f"%{q.lower()}%"))
+    if source:
+        stmt = stmt.where(Document.source == source)
+    if year:
+        stmt = stmt.where(Document.year == year)
+    stmt = stmt.order_by(Document.indexed_at.desc()).limit(limit).offset(offset)
+    docs = (await db.execute(stmt)).scalars().all()
+    return [AdminDocumentResponse.model_validate(d) for d in docs]
+
+
+@router.delete("/documents/{doc_id}", status_code=status.HTTP_204_NO_CONTENT)
+async def delete_document(doc_id: int, db: AsyncSession = Depends(get_db)) -> None:
+    doc = (await db.execute(select(Document).where(Document.id == doc_id))).scalar_one_or_none()
+    if doc is None:
+        raise HTTPException(status_code=404, detail="Документ не найден")
+    await db.execute(delete(Fingerprint).where(Fingerprint.doc_id == doc_id))
+    await db.delete(doc)
+    await db.commit()
+    # Удалить из Elasticsearch (best-effort)
+    try:
+        async with httpx.AsyncClient(timeout=5) as c:
+            await c.delete(f"{settings.ELASTICSEARCH_URL}/documents/_doc/{doc_id}")
+    except Exception:
+        pass
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# ХРАНИЛИЩЕ
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/storage")
+async def storage_info() -> dict:
+    client = get_minio()
+    result: dict = {"buckets": []}
+    for bucket in (settings.MINIO_BUCKET_DOCS, settings.MINIO_BUCKET_BACKUPS, "staging"):
+        try:
+            if not client.bucket_exists(bucket):
+                continue
+            total = 0
+            objs = []
+            for obj in client.list_objects(bucket, recursive=True):
+                total += obj.size or 0
+                if len(objs) < 100:
+                    objs.append({"name": obj.object_name, "size": obj.size})
+            result["buckets"].append({
+                "name": bucket,
+                "objects_total": len(objs),
+                "bytes": total,
+                "sample": objs,
+            })
+        except Exception as e:
+            result["buckets"].append({"name": bucket, "error": str(e)[:120]})
+    return result
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# ИСТОЧНИКИ ПАРСИНГА
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/sources", response_model=list[ParseSourceResponse])
+async def list_sources(db: AsyncSession = Depends(get_db)) -> list[ParseSourceResponse]:
+    rows = (await db.execute(select(ParseSource).order_by(ParseSource.created_at.desc()))).scalars().all()
+    return [ParseSourceResponse.model_validate(s) for s in rows]
+
+
+@router.post("/sources", response_model=ParseSourceResponse, status_code=201)
+async def create_source(data: ParseSourceCreate, db: AsyncSession = Depends(get_db)) -> ParseSourceResponse:
+    if data.source_type not in ("openalex", "cyberleninka", "arxiv"):
+        raise HTTPException(status_code=400, detail="Недопустимый тип источника")
+    src = ParseSource(**data.model_dump())
+    db.add(src)
+    await db.commit()
+    await db.refresh(src)
+    return ParseSourceResponse.model_validate(src)
+
+
+@router.patch("/sources/{source_id}", response_model=ParseSourceResponse)
+async def update_source(
+    source_id: int, data: ParseSourceUpdate, db: AsyncSession = Depends(get_db)
+) -> ParseSourceResponse:
+    src = (await db.execute(select(ParseSource).where(ParseSource.id == source_id))).scalar_one_or_none()
+    if src is None:
+        raise HTTPException(status_code=404, detail="Источник не найден")
+    for k, v in data.model_dump(exclude_unset=True).items():
+        setattr(src, k, v)
+    await db.commit()
+    await db.refresh(src)
+    return ParseSourceResponse.model_validate(src)
+
+
+@router.delete("/sources/{source_id}", status_code=status.HTTP_204_NO_CONTENT)
+async def delete_source(source_id: int, db: AsyncSession = Depends(get_db)) -> None:
+    src = (await db.execute(select(ParseSource).where(ParseSource.id == source_id))).scalar_one_or_none()
+    if src is None:
+        raise HTTPException(status_code=404, detail="Источник не найден")
+    await db.delete(src)
+    await db.commit()
+
+
+@router.post("/sources/{source_id}/run")
+async def run_source(source_id: int, db: AsyncSession = Depends(get_db)) -> dict:
+    src = (await db.execute(select(ParseSource).where(ParseSource.id == source_id))).scalar_one_or_none()
+    if src is None:
+        raise HTTPException(status_code=404, detail="Источник не найден")
+    if src.last_status == "running":
+        raise HTTPException(status_code=409, detail="Источник уже парсится")
+    src.last_status = "running"
+    src.last_error = None
+    src.last_run_at = datetime.utcnow()
+    await db.commit()
+    celery_app.send_task("index.run_parser", args=[source_id], queue="queue.index")
+    return {"status": "started", "source_id": source_id}
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# ОТСТОЙНИК
+# ═══════════════════════════════════════════════════════════════════════════════
+@router.get("/staging", response_model=list[StagedWorkResponse])
+async def list_staging(
+    status_filter: str = Query("pending", alias="status"),
+    limit: int = Query(50, le=200),
+    offset: int = 0,
+    db: AsyncSession = Depends(get_db),
+) -> list[StagedWorkResponse]:
+    stmt = select(StagedWork)
+    if status_filter != "all":
+        stmt = stmt.where(StagedWork.status == status_filter)
+    stmt = stmt.order_by(StagedWork.created_at.desc()).limit(limit).offset(offset)
+    rows = (await db.execute(stmt)).scalars().all()
+    return [StagedWorkResponse.model_validate(s) for s in rows]
+
+
+@router.get("/staging/{staged_id}", response_model=StagedWorkDetail)
+async def get_staging(staged_id: int, db: AsyncSession = Depends(get_db)) -> StagedWorkDetail:
+    sw = (await db.execute(select(StagedWork).where(StagedWork.id == staged_id))).scalar_one_or_none()
+    if sw is None:
+        raise HTTPException(status_code=404, detail="Работа не найдена")
+    detail = StagedWorkDetail.model_validate(sw)
+    # Превью текста из MinIO
+    if sw.text_key:
+        try:
+            obj = get_minio().get_object("staging", sw.text_key)
+            text = obj.read().decode("utf-8", errors="replace")
+            detail.text_preview = text[:5000]
+        except Exception as e:
+            detail.text_preview = f"(не удалось прочитать текст: {e})"
+    return detail
+
+
+@router.post("/staging/{staged_id}/approve")
+async def approve_staging(
+    staged_id: int,
+    admin: User = Depends(get_admin_user),
+    db: AsyncSession = Depends(get_db),
+) -> dict:
+    sw = (await db.execute(select(StagedWork).where(StagedWork.id == staged_id))).scalar_one_or_none()
+    if sw is None:
+        raise HTTPException(status_code=404, detail="Работа не найдена")
+    if sw.status != "pending":
+        raise HTTPException(status_code=409, detail=f"Работа уже {sw.status}")
+
+    # Прочитать извлечённый текст
+    full_text = ""
+    if sw.text_key:
+        try:
+            obj = get_minio().get_object("staging", sw.text_key)
+            full_text = obj.read().decode("utf-8", errors="replace")
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=f"Не удалось прочитать текст: {e}")
+
+    # Добавить в базу документов через существующую задачу индексатора
+    doc_data = {
+        "source": "user_submission",
+        "ext_id": f"staged:{sw.id}",
+        "title": sw.title or sw.filename or f"Работа #{sw.id}",
+        "authors": sw.authors or [],
+        "year": sw.year,
+        "lang": sw.lang,
+        "abstract": full_text[:2000],
+        "full_text": full_text,
+    }
+    celery_app.send_task("index.add_document", args=[doc_data], queue="queue.index")
+
+    sw.status = "approved"
+    sw.reviewed_by = admin.id
+    sw.reviewed_at = datetime.utcnow()
+    await db.commit()
+    return {"status": "approved", "id": staged_id}
+
+
+@router.post("/staging/{staged_id}/reject")
+async def reject_staging(
+    staged_id: int,
+    admin: User = Depends(get_admin_user),
+    db: AsyncSession = Depends(get_db),
+) -> dict:
+    sw = (await db.execute(select(StagedWork).where(StagedWork.id == staged_id))).scalar_one_or_none()
+    if sw is None:
+        raise HTTPException(status_code=404, detail="Работа не найдена")
+    sw.status = "rejected"
+    sw.reviewed_by = admin.id
+    sw.reviewed_at = datetime.utcnow()
+    await db.commit()
+    return {"status": "rejected", "id": staged_id}
--- a/services/api/app/core/admin.py
+++ b/services/api/app/core/admin.py
@@ -0,0 +1,73 @@
+"""Авторизация админ-панели: проверка роли is_admin и секретного кода сессии."""
+
+import secrets
+from datetime import datetime, timedelta, timezone
+
+from fastapi import Depends, HTTPException, Path, status
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.security import get_current_user
+from app.database import get_db
+from app.models.admin import AdminSession
+from app.models.user import User
+
+# Срок жизни секретного кода доступа к админке
+ADMIN_SESSION_TTL_HOURS = 8
+
+
+async def get_admin_user(current_user: User = Depends(get_current_user)) -> User:
+    """Dependency: пользователь должен быть аутентифицирован И иметь is_admin."""
+    if not getattr(current_user, "is_admin", False):
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Доступ только для администраторов",
+        )
+    return current_user
+
+
+async def create_admin_session(user: User, db: AsyncSession) -> str:
+    """Создать новый секретный код доступа к админке, вернуть код."""
+    code = secrets.token_urlsafe(32)
+    # Колонки TIMESTAMP WITHOUT TIME ZONE — храним naive UTC
+    session = AdminSession(
+        user_id=user.id,
+        code=code,
+        expires_at=datetime.utcnow() + timedelta(hours=ADMIN_SESSION_TTL_HOURS),
+    )
+    db.add(session)
+    await db.commit()
+    return code
+
+
+async def verify_admin_code(
+    code: str = Path(..., description="Секретный код сессии из ссылки /admin/<code>"),
+    admin: User = Depends(get_admin_user),
+    db: AsyncSession = Depends(get_db),
+) -> User:
+    """Dependency: проверяет И роль администратора, И валидность кода из пути.
+
+    Двухфакторная защита: ссылка /admin/<code> бесполезна без JWT админа,
+    а JWT админа без верного кода — тоже.
+    """
+    result = await db.execute(select(AdminSession).where(AdminSession.code == code))
+    session = result.scalar_one_or_none()
+
+    if session is None or session.user_id != admin.id:
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Неверный код доступа к админке",
+        )
+
+    expires = session.expires_at
+    if expires.tzinfo is not None:
+        expires = expires.replace(tzinfo=None)
+    if expires < datetime.utcnow():
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Код доступа истёк, сгенерируйте новый",
+        )
+
+    session.last_used_at = datetime.utcnow()
+    await db.commit()
+    return admin
--- a/services/api/app/core/security.py
+++ b/services/api/app/core/security.py
@@ -92,6 +92,7 @@ async def _load_user(user_id: int, db: AsyncSession):
        "name": user.name,
        "plan": user.plan,
        "is_verified": user.is_verified,
+        "is_admin": user.is_admin,
    }
    await r.setex(cache_key, _USER_CACHE_TTL, json.dumps(safe))

--- a/services/api/app/main.py
+++ b/services/api/app/main.py
@@ -8,7 +8,7 @@ from fastapi import FastAPI, WebSocket, WebSocketDisconnect, Depends
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse

-from app.api import auth, documents, reports, search, tasks
+from app.api import admin, auth, documents, reports, search, tasks
 from app.config import settings
 from app.core.minio_client import ensure_bucket
 from app.core.redis_client import close_pool
@@ -78,6 +78,7 @@ app.include_router(tasks.router,     prefix="/api")
 app.include_router(search.router,    prefix="/api")
 app.include_router(documents.router, prefix="/api")
 app.include_router(reports.router,   prefix="/api")
+app.include_router(admin.router,     prefix="/api")


 # ─── WebSocket ────────────────────────────────────────────────────────────────
--- a/services/api/app/models/init.py
+++ b/services/api/app/models/init.py
@@ -0,0 +1,19 @@
+"""Экспорт всех моделей для Alembic автоопределения."""
+
+from app.models.admin import AdminSession, ParseSource, StagedWork
+from app.models.document import Document, Fingerprint, UsageLog
+from app.models.task import Task, TaskStatus, TaskType
+from app.models.user import User
+
+__all__ = [
+    "User",
+    "Task",
+    "TaskType",
+    "TaskStatus",
+    "Document",
+    "Fingerprint",
+    "UsageLog",
+    "ParseSource",
+    "StagedWork",
+    "AdminSession",
+]
--- a/services/api/app/models/admin.py
+++ b/services/api/app/models/admin.py
@@ -0,0 +1,92 @@
+"""Модели для админ-панели: источники парсинга, отстойник работ, сессии админа."""
+
+from datetime import datetime
+
+from sqlalchemy import JSON, ForeignKey, String, func
+from sqlalchemy.orm import Mapped, mapped_column
+
+from app.database import Base
+
+
+class ParseSource(Base):
+    """Источник парсинга для наполнения базы документов.
+
+    Админ задаёт тип источника и параметры запроса; задача index.run_parser
+    запускает парсинг в фоне и наполняет базу.
+    """
+
+    __tablename__ = "parse_sources"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    # Тип парсера: openalex / cyberleninka / arxiv
+    source_type: Mapped[str] = mapped_column(String(50), nullable=False, index=True)
+    # Человекочитаемое имя
+    name: Mapped[str] = mapped_column(String(255), nullable=False)
+    query: Mapped[str | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    year_from: Mapped[int | None] = mapped_column(nullable=True)
+    year_to: Mapped[int | None] = mapped_column(nullable=True)
+    limit: Mapped[int] = mapped_column(default=1000)
+    enabled: Mapped[bool] = mapped_column(default=True)
+    # Статус последнего запуска: idle / running / done / error
+    last_status: Mapped[str] = mapped_column(String(20), default="idle")
+    last_error: Mapped[str | None] = mapped_column(nullable=True)
+    last_run_at: Mapped[datetime | None] = mapped_column(nullable=True)
+    docs_added: Mapped[int] = mapped_column(default=0)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+    def __repr__(self) -> str:
+        return f"<ParseSource id={self.id} type={self.source_type!r} name={self.name!r}>"
+
+
+class StagedWork(Base):
+    """Отстойник: проверенная пользовательская работа, ожидающая решения админа.
+
+    После одобрения работа добавляется в базу документов (index.add_document),
+    после отклонения — помечается rejected.
+    """
+
+    __tablename__ = "staged_works"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    user_id: Mapped[int | None] = mapped_column(ForeignKey("users.id"), nullable=True, index=True)
+    # Внутренний UUID задачи проверки (Task.id)
+    task_id: Mapped[str | None] = mapped_column(String(36), nullable=True, index=True)
+    filename: Mapped[str | None] = mapped_column(nullable=True)
+    # Ключ исходного файла и извлечённого текста в MinIO
+    minio_key: Mapped[str | None] = mapped_column(nullable=True)
+    text_key: Mapped[str | None] = mapped_column(nullable=True)
+    title: Mapped[str | None] = mapped_column(nullable=True)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    word_count: Mapped[int | None] = mapped_column(nullable=True)
+    # pending / approved / rejected
+    status: Mapped[str] = mapped_column(String(20), default="pending", index=True)
+    # ID документа в базе после одобрения
+    document_id: Mapped[int | None] = mapped_column(nullable=True)
+    reviewed_by: Mapped[int | None] = mapped_column(nullable=True)
+    reviewed_at: Mapped[datetime | None] = mapped_column(nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now(), index=True)
+
+    def __repr__(self) -> str:
+        return f"<StagedWork id={self.id} status={self.status!r} title={(self.title or '')[:30]!r}>"
+
+
+class AdminSession(Base):
+    """Секретный код доступа к админке (часть ссылки /admin/<code>).
+
+    Доступ проверяется по двум факторам: JWT админа (is_admin) И валидный код.
+    """
+
+    __tablename__ = "admin_sessions"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"), nullable=False, index=True)
+    code: Mapped[str] = mapped_column(String(64), unique=True, index=True, nullable=False)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+    expires_at: Mapped[datetime] = mapped_column(nullable=False)
+    last_used_at: Mapped[datetime | None] = mapped_column(nullable=True)
+
+    def __repr__(self) -> str:
+        return f"<AdminSession id={self.id} user_id={self.user_id}>"
--- a/services/api/app/models/document.py
+++ b/services/api/app/models/document.py
@@ -0,0 +1,82 @@
+"""Модели документов, fingerprints и логов использования."""
+
+from datetime import datetime
+from typing import TYPE_CHECKING
+
+from sqlalchemy import JSON, BigInteger, ForeignKey, String, func
+from sqlalchemy.orm import Mapped, mapped_column, relationship
+
+from app.database import Base
+
+if TYPE_CHECKING:
+    from app.models.user import User
+
+
+class Document(Base):
+    """Документ в базе знаний системы (статья, книга, веб-страница)."""
+
+    __tablename__ = "documents"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    # Источник: openalex, cyberleninka, arxiv, wikipedia_ru, wikipedia_en
+    source: Mapped[str] = mapped_column(String(50), nullable=False, index=True)
+    # Внешний ID (OpenAlex ID, arXiv ID и т.д.) — уникален в рамках источника
+    ext_id: Mapped[str] = mapped_column(String(255), unique=True, index=True, nullable=False)
+    doi: Mapped[str | None] = mapped_column(String(255), nullable=True, index=True)
+    title: Mapped[str] = mapped_column(nullable=False)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True, index=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True, index=True)
+    journal: Mapped[str | None] = mapped_column(nullable=True)
+    volume: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    issue: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    pages: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    abstract: Mapped[str | None] = mapped_column(nullable=True)
+    url: Mapped[str | None] = mapped_column(nullable=True)
+    # Ключ объекта в MinIO (полный текст)
+    minio_key: Mapped[str | None] = mapped_column(nullable=True)
+    # ID вектора в FAISS индексе
+    faiss_id: Mapped[int | None] = mapped_column(nullable=True, index=True)
+    indexed_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+    # Отпечатки (Winnowing хэши)
+    fingerprints: Mapped[list["Fingerprint"]] = relationship(
+        back_populates="document",
+        lazy="select",
+    )
+
+    def __repr__(self) -> str:
+        return f"<Document id={self.id} source={self.source!r} title={self.title[:40]!r}>"
+
+
+class Fingerprint(Base):
+    """Winnowing fingerprint (хэш n-граммы) для быстрого поиска плагиата."""
+
+    __tablename__ = "fingerprints"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    doc_id: Mapped[int] = mapped_column(ForeignKey("documents.id"), index=True)
+    hash_value: Mapped[int] = mapped_column(BigInteger, index=True)
+    position: Mapped[int] = mapped_column()  # Позиция в документе
+
+    document: Mapped["Document"] = relationship(back_populates="fingerprints")
+
+    def __repr__(self) -> str:
+        return f"<Fingerprint doc_id={self.doc_id} hash={self.hash_value}>"
+
+
+class UsageLog(Base):
+    """Лог использования для подсчёта лимитов по тарифу."""
+
+    __tablename__ = "usage_logs"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"), index=True)
+    # Действие: search, plagiarism, summarize, gost
+    action: Mapped[str] = mapped_column(String(50), nullable=False)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now(), index=True)
+
+    user: Mapped["User"] = relationship(back_populates="usage")
+
+    def __repr__(self) -> str:
+        return f"<UsageLog user_id={self.user_id} action={self.action!r}>"
--- a/services/api/app/models/task.py
+++ b/services/api/app/models/task.py
@@ -0,0 +1,75 @@
+"""Модель задачи (асинхронная единица работы)."""
+
+import secrets
+from datetime import datetime
+from enum import Enum
+from typing import TYPE_CHECKING
+from uuid import uuid4
+
+from sqlalchemy import JSON, ForeignKey, String, func
+from sqlalchemy.orm import Mapped, mapped_column, relationship
+
+from app.database import Base
+
+if TYPE_CHECKING:
+    from app.models.user import User
+
+
+class TaskType(str, Enum):
+    """Тип задачи."""
+
+    SEARCH = "search"
+    PLAGIARISM = "plagiarism"
+    SUMMARIZE = "summarize"
+    GOST = "gost"
+
+
+class TaskStatus(str, Enum):
+    """Статус задачи."""
+
+    QUEUED = "queued"
+    PROCESSING = "processing"
+    DONE = "done"
+    FAILED = "failed"
+
+
+class Task(Base):
+    """Задача пользователя, обрабатываемая воркерами Celery."""
+
+    __tablename__ = "tasks"
+
+    # Внутренний UUID — не светится в API/URL
+    id: Mapped[str] = mapped_column(
+        String(36),
+        primary_key=True,
+        default=lambda: str(uuid4()),
+    )
+    # Публичный ID для URL: /tasks/{public_id}
+    # token_urlsafe(16) → 22 символа base64url, не угадываем, не связан с internal UUID
+    public_id: Mapped[str] = mapped_column(
+        String(32),
+        unique=True,
+        index=True,
+        default=lambda: secrets.token_urlsafe(16),
+    )
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"), index=True)
+    type: Mapped[str] = mapped_column(String(20), nullable=False)
+    status: Mapped[str] = mapped_column(String(20), default=TaskStatus.QUEUED)
+    celery_task_id: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    # Входные данные: query, filename, doc_ids и т.д.
+    input_data: Mapped[dict] = mapped_column(JSON, default=dict)
+    # Результат работы воркера
+    result: Mapped[dict | None] = mapped_column(JSON, nullable=True)
+    error: Mapped[str | None] = mapped_column(nullable=True)
+    queue_position: Mapped[int | None] = mapped_column(nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+    updated_at: Mapped[datetime | None] = mapped_column(
+        nullable=True,
+        onupdate=func.now(),
+    )
+
+    # Связи
+    user: Mapped["User"] = relationship(back_populates="tasks")
+
+    def __repr__(self) -> str:
+        return f"<Task id={self.id!r} type={self.type!r} status={self.status!r}>"
--- a/services/api/app/models/user.py
+++ b/services/api/app/models/user.py
@@ -0,0 +1,42 @@
+"""Модель пользователя."""
+
+from datetime import datetime
+from typing import TYPE_CHECKING
+
+from sqlalchemy import func, String
+from sqlalchemy.orm import Mapped, mapped_column, relationship
+
+from app.database import Base
+
+if TYPE_CHECKING:
+    from app.models.task import Task
+    from app.models.document import UsageLog
+
+
+class User(Base):
+    """Пользователь системы."""
+
+    __tablename__ = "users"
+
+    id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True)
+    email: Mapped[str] = mapped_column(String(255), unique=True, index=True, nullable=False)
+    hashed_password: Mapped[str] = mapped_column(String(255), nullable=False)
+    name: Mapped[str] = mapped_column(String(255), nullable=False)
+    is_verified: Mapped[bool] = mapped_column(default=False)
+    # Администратор системы (доступ к админ-панели)
+    is_admin: Mapped[bool] = mapped_column(default=False)
+    # Тарифный план: free / student / premium / science
+    plan: Mapped[str] = mapped_column(String(20), default="free")
+    verification_token: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+    updated_at: Mapped[datetime] = mapped_column(
+        server_default=func.now(),
+        onupdate=func.now(),
+    )
+
+    # Связи
+    tasks: Mapped[list["Task"]] = relationship(back_populates="user", lazy="select")
+    usage: Mapped[list["UsageLog"]] = relationship(back_populates="user", lazy="select")
+
+    def __repr__(self) -> str:
+        return f"<User id={self.id} email={self.email!r} plan={self.plan!r}>"
--- a/services/api/app/schemas/admin.py
+++ b/services/api/app/schemas/admin.py
@@ -0,0 +1,141 @@
+"""Pydantic-схемы для админ-панели."""
+
+from datetime import datetime
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+
+# ─── Сессия доступа ───────────────────────────────────────────────────────────
+class AdminSessionResponse(BaseModel):
+    code: str
+    url: str
+    expires_at: datetime
+
+
+# ─── Клиенты ──────────────────────────────────────────────────────────────────
+class AdminUserResponse(BaseModel):
+    id: int
+    email: str
+    name: str
+    plan: str
+    is_verified: bool
+    is_admin: bool
+    created_at: datetime
+    tasks_count: int = 0
+
+    model_config = {"from_attributes": True}
+
+
+class AdminUserUpdate(BaseModel):
+    plan: str | None = None
+    is_verified: bool | None = None
+    is_admin: bool | None = None
+
+
+# ─── Работы ─────────────────────────────────────────────────────────────────
+class AdminTaskResponse(BaseModel):
+    public_id: str
+    user_id: int
+    type: str
+    status: str
+    error: str | None = None
+    created_at: datetime
+
+    model_config = {"from_attributes": True}
+
+
+# ─── Документы базы ───────────────────────────────────────────────────────────
+class AdminDocumentResponse(BaseModel):
+    id: int
+    source: str
+    ext_id: str
+    title: str
+    authors: list = Field(default_factory=list)
+    year: int | None = None
+    lang: str | None = None
+    doi: str | None = None
+    url: str | None = None
+    indexed_at: datetime
+
+    model_config = {"from_attributes": True}
+
+
+# ─── Источники парсинга ───────────────────────────────────────────────────────
+class ParseSourceCreate(BaseModel):
+    source_type: str = Field(description="openalex / cyberleninka / arxiv")
+    name: str = Field(min_length=1, max_length=255)
+    query: str | None = None
+    lang: str | None = None
+    year_from: int | None = None
+    year_to: int | None = None
+    limit: int = Field(default=1000, ge=1, le=100000)
+    enabled: bool = True
+
+
+class ParseSourceUpdate(BaseModel):
+    name: str | None = None
+    query: str | None = None
+    lang: str | None = None
+    year_from: int | None = None
+    year_to: int | None = None
+    limit: int | None = Field(default=None, ge=1, le=100000)
+    enabled: bool | None = None
+
+
+class ParseSourceResponse(BaseModel):
+    id: int
+    source_type: str
+    name: str
+    query: str | None = None
+    lang: str | None = None
+    year_from: int | None = None
+    year_to: int | None = None
+    limit: int
+    enabled: bool
+    last_status: str
+    last_error: str | None = None
+    last_run_at: datetime | None = None
+    docs_added: int
+    created_at: datetime
+
+    model_config = {"from_attributes": True}
+
+
+# ─── Отстойник ────────────────────────────────────────────────────────────────
+class StagedWorkResponse(BaseModel):
+    id: int
+    user_id: int | None = None
+    task_id: str | None = None
+    filename: str | None = None
+    title: str | None = None
+    authors: list = Field(default_factory=list)
+    year: int | None = None
+    lang: str | None = None
+    word_count: int | None = None
+    status: str
+    document_id: int | None = None
+    created_at: datetime
+
+    model_config = {"from_attributes": True}
+
+
+class StagedWorkDetail(StagedWorkResponse):
+    text_preview: str | None = None
+
+
+# ─── Дашборд ──────────────────────────────────────────────────────────────────
+class ServiceHealth(BaseModel):
+    name: str
+    ok: bool
+    detail: str | None = None
+
+
+class AdminStats(BaseModel):
+    users_total: int
+    tasks_by_status: dict[str, int]
+    documents_total: int
+    documents_by_source: dict[str, int]
+    staging_pending: int
+    storage: dict[str, Any]
+    queues: dict[str, Any]
--- a/services/api/app/schemas/auth.py
+++ b/services/api/app/schemas/auth.py
@@ -26,6 +26,7 @@ class UserInToken(BaseModel):
    name: str
    plan: str
    is_verified: bool
+    is_admin: bool = False

    model_config = {"from_attributes": True}

--- a/services/api/requirements.txt
+++ b/services/api/requirements.txt
@@ -10,6 +10,7 @@ pydantic==2.7.1
 pydantic-settings==2.2.1
 python-jose[cryptography]==3.3.0
 passlib[bcrypt]==1.7.4
+bcrypt==4.0.1  # passlib 1.7.4 несовместим с bcrypt>=4.1 (ошибка __about__ / 72-byte limit)
 python-multipart==0.0.9
 minio==7.2.7
 httpx==0.27.0
--- a/services/frontend/Dockerfile.dev
+++ b/services/frontend/Dockerfile.dev
@@ -0,0 +1,13 @@
+# Dev-образ фронтенда: Vite dev-server с hot reload
+FROM node:20-slim
+
+WORKDIR /app
+
+# Сначала зависимости (кэш слоёв)
+COPY package.json package-lock.json* ./
+RUN npm install
+
+COPY . .
+
+EXPOSE 5173
+CMD ["npm", "run", "dev", "--", "--host", "0.0.0.0", "--port", "5173"]
--- a/services/frontend/package-lock.json
+++ b/services/frontend/package-lock.json
--- a/services/frontend/package.json
+++ b/services/frontend/package.json
@@ -9,28 +9,28 @@
    "preview": "vite preview"
  },
  "dependencies": {
+    "@tanstack/react-query": "^5.40.0",
+    "axios": "^1.7.2",
+    "clsx": "^2.1.1",
+    "date-fns": "^3.6.0",
+    "lucide-react": "^0.390.0",
    "react": "^18.3.0",
    "react-dom": "^18.3.0",
-    "react-router-dom": "^6.23.0",
-    "@tanstack/react-query": "^5.40.0",
-    "zustand": "^4.5.2",
-    "axios": "^1.7.2",
-    "react-dropzone": "^14.2.3",
+    "react-dropzone": "^14.4.1",
    "react-hot-toast": "^2.4.1",
-    "lucide-react": "^0.390.0",
-    "clsx": "^2.1.1",
+    "react-router-dom": "^6.23.0",
    "tailwind-merge": "^2.3.0",
-    "date-fns": "^3.6.0"
+    "zustand": "^4.5.2"
  },
  "devDependencies": {
    "@types/react": "^18.3.3",
    "@types/react-dom": "^18.3.0",
    "@vitejs/plugin-react": "^4.3.0",
-    "typescript": "^5.4.5",
-    "vite": "^5.2.12",
-    "tailwindcss": "^3.4.4",
-    "postcss": "^8.4.38",
    "autoprefixer": "^10.4.19",
-    "eslint": "^9.4.0"
+    "eslint": "^9.4.0",
+    "postcss": "^8.4.38",
+    "tailwindcss": "^3.4.4",
+    "typescript": "^5.4.5",
+    "vite": "^5.2.12"
  }
 }
--- a/services/frontend/src/api/client.ts
+++ b/services/frontend/src/api/client.ts
@@ -78,3 +78,42 @@ export const reportsApi = {
  get: (taskId: string) =>
    api.get(`/reports/${taskId}`),
 };
+
+// ─── Админка ────────────────────────────────────────────────────────────────
+export const adminApi = {
+  openSession: () => api.post('/admin/session'),
+  verifySession: (code: string) => api.get(`/admin/session/verify/${code}`),
+
+  health: () => api.get('/admin/health'),
+  stats: () => api.get('/admin/stats'),
+
+  users: (params?: { q?: string; limit?: number; offset?: number }) =>
+    api.get('/admin/users', { params }),
+  updateUser: (id: number, data: { plan?: string; is_verified?: boolean; is_admin?: boolean }) =>
+    api.patch(`/admin/users/${id}`, data),
+  deleteUser: (id: number) => api.delete(`/admin/users/${id}`),
+
+  tasks: (params?: { status?: string; type?: string; user_id?: number; limit?: number; offset?: number }) =>
+    api.get('/admin/tasks', { params }),
+  task: (publicId: string) => api.get(`/admin/tasks/${publicId}`),
+  requeueTask: (publicId: string) => api.post(`/admin/tasks/${publicId}/requeue`),
+  deleteTask: (publicId: string) => api.delete(`/admin/tasks/${publicId}`),
+
+  documents: (params?: { q?: string; source?: string; year?: number; limit?: number; offset?: number }) =>
+    api.get('/admin/documents', { params }),
+  deleteDocument: (id: number) => api.delete(`/admin/documents/${id}`),
+
+  storage: () => api.get('/admin/storage'),
+
+  sources: () => api.get('/admin/sources'),
+  createSource: (data: Record<string, unknown>) => api.post('/admin/sources', data),
+  updateSource: (id: number, data: Record<string, unknown>) => api.patch(`/admin/sources/${id}`, data),
+  deleteSource: (id: number) => api.delete(`/admin/sources/${id}`),
+  runSource: (id: number) => api.post(`/admin/sources/${id}/run`),
+
+  staging: (params?: { status?: string; limit?: number; offset?: number }) =>
+    api.get('/admin/staging', { params }),
+  stagingDetail: (id: number) => api.get(`/admin/staging/${id}`),
+  approveStaging: (id: number) => api.post(`/admin/staging/${id}/approve`),
+  rejectStaging: (id: number) => api.post(`/admin/staging/${id}/reject`),
+};
--- a/services/frontend/src/components/TaskCard.tsx
+++ b/services/frontend/src/components/TaskCard.tsx
@@ -71,7 +71,7 @@ export function TaskCard({ task }: TaskCardProps) {

  return (
    <Link
-      to={`/tasks/${task.id}`}
+      to={`/tasks/${task.public_id}`}
      className="block group"
    >
      <div className="flex items-center gap-4 p-4 bg-white rounded-xl border border-gray-100 hover:border-brand-200 hover:shadow-sm transition-all duration-200">
--- a/services/frontend/src/main.tsx
+++ b/services/frontend/src/main.tsx
@@ -14,6 +14,14 @@ import { Task } from './pages/Task';
 import { Pricing } from './pages/Pricing';
 import { Login } from './pages/Login';
 import { Register } from './pages/Register';
+import { AdminLayout } from './pages/admin/AdminLayout';
+import { Dashboard } from './pages/admin/Dashboard';
+import { Users as AdminUsers } from './pages/admin/Users';
+import { Works as AdminWorks } from './pages/admin/Works';
+import { Documents as AdminDocuments } from './pages/admin/Documents';
+import { Storage as AdminStorage } from './pages/admin/Storage';
+import { Sources as AdminSources } from './pages/admin/Sources';
+import { Staging as AdminStaging } from './pages/admin/Staging';

 import './index.css';

@@ -26,23 +34,51 @@ const queryClient = new QueryClient({
  },
 });

+// Маршруты пользовательской части (обёрнуты в общий Layout)
+function PublicApp() {
+  return (
+    <Layout>
+      <Routes>
+        <Route path="/" element={<Home />} />
+        <Route path="/search" element={<Search />} />
+        <Route path="/check" element={<Check />} />
+        <Route path="/bibliography" element={<Bibliography />} />
+        <Route path="/cabinet" element={<Cabinet />} />
+        <Route path="/tasks/:taskId" element={<Task />} />
+        <Route path="/pricing" element={<Pricing />} />
+        <Route path="/login" element={<Login />} />
+        <Route path="/register" element={<Register />} />
+      </Routes>
+    </Layout>
+  );
+}
+
 ReactDOM.createRoot(document.getElementById('root')!).render(
  <React.StrictMode>
    <QueryClientProvider client={queryClient}>
      <BrowserRouter>
-        <Layout>
-          <Routes>
-            <Route path="/" element={<Home />} />
-            <Route path="/search" element={<Search />} />
-            <Route path="/check" element={<Check />} />
-            <Route path="/bibliography" element={<Bibliography />} />
-            <Route path="/cabinet" element={<Cabinet />} />
-            <Route path="/tasks/:taskId" element={<Task />} />
-            <Route path="/pricing" element={<Pricing />} />
-            <Route path="/login" element={<Login />} />
-            <Route path="/register" element={<Register />} />
-          </Routes>
-        </Layout>
+        <Routes>
+          {/* Админка — собственный layout, защита по is_admin + коду сессии */}
+          <Route
+            path="/admin/:code/*"
+            element={
+              <AdminLayout>
+                <Routes>
+                  <Route path="dashboard" element={<Dashboard />} />
+                  <Route path="users" element={<AdminUsers />} />
+                  <Route path="works" element={<AdminWorks />} />
+                  <Route path="documents" element={<AdminDocuments />} />
+                  <Route path="storage" element={<AdminStorage />} />
+                  <Route path="sources" element={<AdminSources />} />
+                  <Route path="staging" element={<AdminStaging />} />
+                  <Route path="*" element={<Dashboard />} />
+                </Routes>
+              </AdminLayout>
+            }
+          />
+          {/* Всё остальное — пользовательская часть */}
+          <Route path="/*" element={<PublicApp />} />
+        </Routes>
      </BrowserRouter>
      <Toaster
        position="top-right"
--- a/services/frontend/src/pages/Cabinet.tsx
+++ b/services/frontend/src/pages/Cabinet.tsx
@@ -1,9 +1,10 @@
 import React from 'react';
-import { Navigate } from 'react-router-dom';
+import { Navigate, useNavigate } from 'react-router-dom';
 import { useQuery } from '@tanstack/react-query';
-import { Crown, Search, Shield, BookOpen } from 'lucide-react';
+import { Crown, Search, Shield, BookOpen, ShieldAlert } from 'lucide-react';
+import toast from 'react-hot-toast';
 import { TaskCard } from '../components/TaskCard';
-import { tasksApi } from '../api/client';
+import { tasksApi, adminApi } from '../api/client';
 import { useAuthStore } from '../store/auth';
 import { PLAN_LIMITS, type Task } from '../types';

@@ -16,6 +17,16 @@ const PLAN_BADGE_STYLES = {

 export function Cabinet() {
  const { isAuthenticated, user } = useAuthStore();
+  const navigate = useNavigate();
+
+  const openAdmin = async () => {
+    try {
+      const { data } = await adminApi.openSession();
+      navigate(`${data.url}/dashboard`);
+    } catch {
+      toast.error('Не удалось открыть админ-панель');
+    }
+  };

  if (!isAuthenticated) {
    return <Navigate to="/login" replace />;
@@ -49,9 +60,20 @@ export function Cabinet() {
            </div>
            <p className="text-gray-500 text-sm">{user?.email}</p>
          </div>
-          <button className="px-4 py-2 text-sm font-medium bg-brand-600 text-white rounded-lg hover:bg-brand-700 transition-colors">
-            Обновить план
-          </button>
+          <div className="flex items-center gap-2">
+            {user?.is_admin && (
+              <button
+                onClick={openAdmin}
+                className="flex items-center gap-1.5 px-4 py-2 text-sm font-medium bg-gray-900 text-white rounded-lg hover:bg-gray-800 transition-colors"
+              >
+                <ShieldAlert className="w-4 h-4" />
+                Админ-панель
+              </button>
+            )}
+            <button className="px-4 py-2 text-sm font-medium bg-brand-600 text-white rounded-lg hover:bg-brand-700 transition-colors">
+              Обновить план
+            </button>
+          </div>
        </div>
      </div>

@@ -116,7 +138,7 @@ export function Cabinet() {
        {tasks && tasks.length > 0 && (
          <div className="space-y-2">
            {tasks.map((task) => (
-              <TaskCard key={task.id} task={task} />
+              <TaskCard key={task.public_id} task={task} />
            ))}
          </div>
        )}
--- a/services/frontend/src/pages/Check.tsx
+++ b/services/frontend/src/pages/Check.tsx
@@ -53,14 +53,14 @@ export function Check() {
          </div>
          <h2 className="text-xl font-semibold text-gray-900 mb-2">Проверка запущена</h2>
          <p className="text-gray-500 mb-2">
-            Файл <strong>{(submittedTask.input_data as any).filename}</strong> передан на проверку.
+            Файл <strong>{file?.name ?? 'документ'}</strong> передан на проверку.
          </p>
          <p className="text-sm text-gray-400 mb-6">
            Вы получите email когда проверка завершится. Обычно это занимает 1-3 минуты.
          </p>
          <div className="flex flex-col sm:flex-row gap-3 justify-center">
            <Link
-              to={`/tasks/${submittedTask.id}`}
+              to={`/tasks/${submittedTask.public_id}`}
              className="flex items-center justify-center gap-2 px-5 py-2.5 bg-brand-600 text-white rounded-lg text-sm font-medium hover:bg-brand-700 transition-colors"
            >
              Следить за прогрессом
--- a/services/frontend/src/pages/Search.tsx
+++ b/services/frontend/src/pages/Search.tsx
@@ -27,7 +27,7 @@ export function Search() {
    mutationFn: searchApi.create,
    onSuccess: (response) => {
      const task: Task = response.data;
-      setTaskId(task.id);
+      setTaskId(task.public_id);
    },
    onError: (error: any) => {
      const msg = error.response?.data?.detail || 'Ошибка поиска';
--- a/services/frontend/src/pages/Task.tsx
+++ b/services/frontend/src/pages/Task.tsx
@@ -60,7 +60,7 @@ export function Task() {
          </h1>
          <div className="flex items-center gap-2 mt-0.5">
            <StatusBadge status={task.status} />
-            <span className="text-xs text-gray-400">{task.id}</span>
+            <span className="text-xs text-gray-400">{task.public_id}</span>
          </div>
        </div>
      </div>
@@ -91,8 +91,7 @@ export function Task() {
      {task.status === 'done' && task.type === 'search' && task.result && (
        <div className="space-y-4">
          <p className="text-sm text-gray-500">
-            Запрос: <strong>«{(task.input_data as any).query}»</strong>
-            {' · '}{(task.result as SearchResultData).total} источников
+            Найдено {(task.result as SearchResultData).total} источников
          </p>
          {(task.result as SearchResultData).sources.map((source) => (
            <SourceCard key={source.id} source={source} />
@@ -104,7 +103,7 @@ export function Task() {
      {task.status === 'done' && task.type === 'plagiarism' && task.result && (
        <div className="bg-white rounded-xl border border-gray-100 p-6">
          <h2 className="text-base font-semibold text-gray-900 mb-4">
-            Файл: {(task.input_data as any).filename}
+            Результат проверки плагиата
          </h2>
          <PlagiarismReport data={task.result as PlagiarismResultData} />
        </div>
--- a/services/frontend/src/pages/admin/AdminLayout.tsx
+++ b/services/frontend/src/pages/admin/AdminLayout.tsx
@@ -0,0 +1,102 @@
+import React from 'react';
+import { NavLink, useParams, useNavigate, Navigate } from 'react-router-dom';
+import { useQuery } from '@tanstack/react-query';
+import {
+  LayoutDashboard, Users, FileText, Database, HardDrive, Download, Inbox, LogOut, ShieldAlert,
+} from 'lucide-react';
+import { clsx } from 'clsx';
+import { adminApi } from '../../api/client';
+import { useAuthStore } from '../../store/auth';
+
+const NAV = [
+  { to: 'dashboard', label: 'Дашборд', icon: LayoutDashboard },
+  { to: 'users', label: 'Клиенты', icon: Users },
+  { to: 'works', label: 'Работы', icon: FileText },
+  { to: 'documents', label: 'База', icon: Database },
+  { to: 'storage', label: 'Хранилище', icon: HardDrive },
+  { to: 'sources', label: 'Источники', icon: Download },
+  { to: 'staging', label: 'Отстойник', icon: Inbox },
+];
+
+interface AdminLayoutProps {
+  children: React.ReactNode;
+}
+
+export function AdminLayout({ children }: AdminLayoutProps) {
+  const { code } = useParams<{ code: string }>();
+  const { isAuthenticated, user, logout } = useAuthStore();
+  const navigate = useNavigate();
+
+  // Доступ: только аутентифицированный админ
+  const { data: verify, isLoading } = useQuery({
+    queryKey: ['admin-verify', code],
+    queryFn: () => adminApi.verifySession(code!).then((r) => r.data),
+    enabled: !!code && isAuthenticated && !!user?.is_admin,
+    retry: false,
+  });
+
+  if (!isAuthenticated || !user?.is_admin) {
+    return <Navigate to="/login" replace />;
+  }
+
+  if (isLoading) {
+    return <div className="min-h-screen flex items-center justify-center text-gray-400">Проверка доступа…</div>;
+  }
+
+  if (!verify?.valid) {
+    return (
+      <div className="min-h-screen flex flex-col items-center justify-center gap-4 bg-gray-50">
+        <ShieldAlert className="w-12 h-12 text-red-400" />
+        <p className="text-gray-600">Код доступа недействителен или истёк.</p>
+        <button
+          onClick={() => navigate('/cabinet')}
+          className="px-4 py-2 bg-brand-600 text-white rounded-lg text-sm"
+        >
+          В кабинет
+        </button>
+      </div>
+    );
+  }
+
+  return (
+    <div className="min-h-screen flex bg-gray-50">
+      {/* Сайдбар */}
+      <aside className="w-56 bg-gray-900 text-gray-300 flex flex-col fixed inset-y-0 left-0">
+        <div className="px-5 py-5 border-b border-gray-800 flex items-center gap-2">
+          <ShieldAlert className="w-5 h-5 text-amber-400" />
+          <span className="font-semibold text-white">Админ-панель</span>
+        </div>
+        <nav className="flex-1 px-3 py-4 space-y-1">
+          {NAV.map(({ to, label, icon: Icon }) => (
+            <NavLink
+              key={to}
+              to={`/admin/${code}/${to}`}
+              className={({ isActive }) =>
+                clsx(
+                  'flex items-center gap-3 px-3 py-2.5 rounded-lg text-sm font-medium transition-colors',
+                  isActive ? 'bg-brand-600 text-white' : 'hover:bg-gray-800 hover:text-white'
+                )
+              }
+            >
+              <Icon className="w-4 h-4" />
+              {label}
+            </NavLink>
+          ))}
+        </nav>
+        <div className="px-3 py-4 border-t border-gray-800">
+          <div className="px-3 mb-2 text-xs text-gray-500">{user?.email}</div>
+          <button
+            onClick={() => { logout(); navigate('/'); }}
+            className="w-full flex items-center gap-3 px-3 py-2.5 rounded-lg text-sm hover:bg-gray-800 hover:text-white transition-colors"
+          >
+            <LogOut className="w-4 h-4" />
+            Выйти
+          </button>
+        </div>
+      </aside>
+
+      {/* Контент */}
+      <main className="flex-1 ml-56 p-8">{children}</main>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Dashboard.tsx
+++ b/services/frontend/src/pages/admin/Dashboard.tsx
@@ -0,0 +1,119 @@
+import React from 'react';
+import { useQuery } from '@tanstack/react-query';
+import { CheckCircle2, XCircle, Users, FileText, Database, Inbox } from 'lucide-react';
+import { adminApi } from '../../api/client';
+
+interface Health { name: string; ok: boolean; detail?: string }
+interface Stats {
+  users_total: number;
+  tasks_by_status: Record<string, number>;
+  documents_total: number;
+  documents_by_source: Record<string, number>;
+  staging_pending: number;
+  storage: Record<string, { objects: number; bytes: number } | unknown>;
+  queues: Record<string, number | string>;
+}
+
+function fmtBytes(b: number): string {
+  if (b < 1024) return `${b} Б`;
+  if (b < 1024 ** 2) return `${(b / 1024).toFixed(1)} КБ`;
+  if (b < 1024 ** 3) return `${(b / 1024 ** 2).toFixed(1)} МБ`;
+  return `${(b / 1024 ** 3).toFixed(2)} ГБ`;
+}
+
+export function Dashboard() {
+  const { data: health } = useQuery({
+    queryKey: ['admin-health'],
+    queryFn: () => adminApi.health().then((r) => r.data as Health[]),
+    refetchInterval: 10000,
+  });
+  const { data: stats } = useQuery({
+    queryKey: ['admin-stats'],
+    queryFn: () => adminApi.stats().then((r) => r.data as Stats),
+    refetchInterval: 10000,
+  });
+
+  const totalStorage = Object.values(stats?.storage || {}).reduce(
+    (acc: number, v) => acc + (typeof v === 'object' && v && 'bytes' in v ? (v as { bytes: number }).bytes : 0),
+    0
+  );
+
+  return (
+    <div className="space-y-6">
+      <h1 className="text-2xl font-bold text-gray-900">Дашборд</h1>
+
+      {/* Счётчики */}
+      <div className="grid grid-cols-2 lg:grid-cols-4 gap-4">
+        <StatCard icon={Users} label="Клиентов" value={stats?.users_total ?? '—'} color="text-blue-600" />
+        <StatCard icon={FileText} label="Работ всего" value={Object.values(stats?.tasks_by_status || {}).reduce((a, b) => a + b, 0)} color="text-purple-600" />
+        <StatCard icon={Database} label="Документов в базе" value={stats?.documents_total ?? '—'} color="text-emerald-600" />
+        <StatCard icon={Inbox} label="В отстойнике" value={stats?.staging_pending ?? '—'} color="text-amber-600" />
+      </div>
+
+      <div className="grid lg:grid-cols-2 gap-6">
+        {/* Здоровье сервисов */}
+        <div className="bg-white rounded-xl border border-gray-100 p-5">
+          <h2 className="font-semibold text-gray-800 mb-4">Сервисы</h2>
+          <div className="space-y-2">
+            {health?.map((h) => (
+              <div key={h.name} className="flex items-center justify-between py-1.5">
+                <div className="flex items-center gap-2">
+                  {h.ok ? <CheckCircle2 className="w-4 h-4 text-emerald-500" /> : <XCircle className="w-4 h-4 text-red-500" />}
+                  <span className="text-sm text-gray-700">{h.name}</span>
+                </div>
+                <span className={`text-xs ${h.ok ? 'text-gray-400' : 'text-red-500'}`}>{h.detail || (h.ok ? 'OK' : 'недоступен')}</span>
+              </div>
+            ))}
+            {!health && <div className="text-sm text-gray-400">Загрузка…</div>}
+          </div>
+        </div>
+
+        {/* Работы по статусам + очереди */}
+        <div className="bg-white rounded-xl border border-gray-100 p-5 space-y-4">
+          <div>
+            <h2 className="font-semibold text-gray-800 mb-3">Работы по статусам</h2>
+            <div className="flex flex-wrap gap-2">
+              {Object.entries(stats?.tasks_by_status || {}).map(([s, c]) => (
+                <span key={s} className="px-3 py-1 bg-gray-100 rounded-lg text-sm text-gray-700">{s}: <b>{c}</b></span>
+              ))}
+              {!Object.keys(stats?.tasks_by_status || {}).length && <span className="text-sm text-gray-400">нет данных</span>}
+            </div>
+          </div>
+          <div>
+            <h2 className="font-semibold text-gray-800 mb-3">Очереди</h2>
+            <div className="flex flex-wrap gap-2">
+              {Object.entries(stats?.queues || {}).map(([q, n]) => (
+                <span key={q} className="px-3 py-1 bg-gray-100 rounded-lg text-sm text-gray-700">{q}: <b>{String(n)}</b></span>
+              ))}
+            </div>
+          </div>
+          <div>
+            <h2 className="font-semibold text-gray-800 mb-2">Хранилище</h2>
+            <p className="text-sm text-gray-600">Всего: <b>{fmtBytes(totalStorage)}</b></p>
+          </div>
+        </div>
+      </div>
+
+      {/* База по источникам */}
+      <div className="bg-white rounded-xl border border-gray-100 p-5">
+        <h2 className="font-semibold text-gray-800 mb-3">База документов по источникам</h2>
+        <div className="flex flex-wrap gap-2">
+          {Object.entries(stats?.documents_by_source || {}).map(([s, c]) => (
+            <span key={s} className="px-3 py-1 bg-emerald-50 text-emerald-700 rounded-lg text-sm">{s}: <b>{c}</b></span>
+          ))}
+          {!Object.keys(stats?.documents_by_source || {}).length && <span className="text-sm text-gray-400">база пуста</span>}
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function StatCard({ icon: Icon, label, value, color }: { icon: React.ElementType; label: string; value: React.ReactNode; color: string }) {
+  return (
+    <div className="bg-white rounded-xl border border-gray-100 p-5">
+      <Icon className={`w-6 h-6 ${color} mb-2`} />
+      <div className="text-2xl font-bold text-gray-900">{value}</div>
+      <div className="text-sm text-gray-500">{label}</div>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Documents.tsx
+++ b/services/frontend/src/pages/admin/Documents.tsx
@@ -0,0 +1,71 @@
+import React, { useState } from 'react';
+import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query';
+import { Trash2, Search } from 'lucide-react';
+import toast from 'react-hot-toast';
+import { adminApi } from '../../api/client';
+
+interface Doc {
+  id: number; source: string; title: string; authors: Array<{ last_name?: string }>;
+  year: number | null; lang: string | null; url: string | null; indexed_at: string;
+}
+
+export function Documents() {
+  const qc = useQueryClient();
+  const [q, setQ] = useState('');
+  const [source, setSource] = useState('');
+  const { data: docs } = useQuery({
+    queryKey: ['admin-docs', q, source],
+    queryFn: () => adminApi.documents({ q: q || undefined, source: source || undefined }).then((r) => r.data as Doc[]),
+  });
+  const del = useMutation({
+    mutationFn: (id: number) => adminApi.deleteDocument(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-docs'] }); toast.success('Удалён из базы'); },
+    onError: () => toast.error('Ошибка'),
+  });
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">База документов</h1>
+      <div className="flex gap-3">
+        <div className="relative flex-1 max-w-sm">
+          <Search className="w-4 h-4 text-gray-400 absolute left-3 top-1/2 -translate-y-1/2" />
+          <input value={q} onChange={(e) => setQ(e.target.value)} placeholder="Поиск по названию"
+            className="w-full pl-9 pr-3 py-2 border border-gray-200 rounded-lg text-sm" />
+        </div>
+        <select value={source} onChange={(e) => setSource(e.target.value)}
+          className="border border-gray-200 rounded-lg px-3 py-2 text-sm">
+          <option value="">все источники</option>
+          <option value="openalex">openalex</option>
+          <option value="cyberleninka">cyberleninka</option>
+          <option value="arxiv">arxiv</option>
+          <option value="user_submission">работы пользователей</option>
+        </select>
+      </div>
+      <div className="bg-white rounded-xl border border-gray-100 overflow-hidden">
+        <table className="w-full text-sm">
+          <thead className="bg-gray-50 text-gray-500 text-left">
+            <tr>
+              <th className="px-4 py-3">Название</th><th className="px-4 py-3">Источник</th>
+              <th className="px-4 py-3">Год</th><th className="px-4 py-3">Язык</th><th className="px-4 py-3"></th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-50">
+            {docs?.map((d) => (
+              <tr key={d.id} className="hover:bg-gray-50">
+                <td className="px-4 py-3 text-gray-800 max-w-md truncate">{d.title}</td>
+                <td className="px-4 py-3"><span className="px-2 py-0.5 bg-emerald-50 text-emerald-700 rounded text-xs">{d.source}</span></td>
+                <td className="px-4 py-3 text-gray-600">{d.year || '—'}</td>
+                <td className="px-4 py-3 text-gray-600">{d.lang || '—'}</td>
+                <td className="px-4 py-3">
+                  <button onClick={() => { if (confirm('Удалить документ из базы?')) del.mutate(d.id); }}
+                    className="p-1.5 text-gray-400 hover:text-red-500 rounded"><Trash2 className="w-4 h-4" /></button>
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+        {!docs?.length && <div className="p-6 text-center text-gray-400 text-sm">База пуста</div>}
+      </div>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Sources.tsx
+++ b/services/frontend/src/pages/admin/Sources.tsx
@@ -0,0 +1,114 @@
+import React, { useState } from 'react';
+import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query';
+import { Play, Trash2, Plus } from 'lucide-react';
+import toast from 'react-hot-toast';
+import { adminApi } from '../../api/client';
+
+interface Source {
+  id: number; source_type: string; name: string; query: string | null;
+  lang: string | null; year_from: number | null; year_to: number | null;
+  limit: number; enabled: boolean; last_status: string; last_error: string | null;
+  last_run_at: string | null; docs_added: number;
+}
+
+const STATUS_COLORS: Record<string, string> = {
+  idle: 'bg-gray-100 text-gray-600',
+  running: 'bg-blue-100 text-blue-700',
+  done: 'bg-emerald-100 text-emerald-700',
+  error: 'bg-red-100 text-red-700',
+};
+
+export function Sources() {
+  const qc = useQueryClient();
+  const [form, setForm] = useState({ source_type: 'openalex', name: '', query: '', lang: '', limit: 100 });
+  const { data: sources } = useQuery({
+    queryKey: ['admin-sources'],
+    queryFn: () => adminApi.sources().then((r) => r.data as Source[]),
+    refetchInterval: 5000,
+  });
+
+  const create = useMutation({
+    mutationFn: (data: Record<string, unknown>) => adminApi.createSource(data),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-sources'] }); toast.success('Источник добавлен'); setForm({ source_type: 'openalex', name: '', query: '', lang: '', limit: 100 }); },
+    onError: (e: any) => toast.error(e.response?.data?.detail || 'Ошибка'),
+  });
+  const run = useMutation({
+    mutationFn: (id: number) => adminApi.runSource(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-sources'] }); toast.success('Парсинг запущен'); },
+    onError: (e: any) => toast.error(e.response?.data?.detail || 'Ошибка'),
+  });
+  const del = useMutation({
+    mutationFn: (id: number) => adminApi.deleteSource(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-sources'] }); toast.success('Удалён'); },
+  });
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">Источники парсинга</h1>
+
+      {/* Форма добавления */}
+      <div className="bg-white rounded-xl border border-gray-100 p-5">
+        <h2 className="font-semibold text-gray-800 mb-3">Добавить источник</h2>
+        <div className="grid grid-cols-2 lg:grid-cols-5 gap-3">
+          <select value={form.source_type} onChange={(e) => setForm({ ...form, source_type: e.target.value })}
+            className="border border-gray-200 rounded-lg px-3 py-2 text-sm">
+            <option value="openalex">OpenAlex</option>
+            <option value="cyberleninka">КиберЛенинка</option>
+            <option value="arxiv">arXiv</option>
+          </select>
+          <input value={form.name} onChange={(e) => setForm({ ...form, name: e.target.value })} placeholder="Название"
+            className="border border-gray-200 rounded-lg px-3 py-2 text-sm" />
+          <input value={form.query} onChange={(e) => setForm({ ...form, query: e.target.value })} placeholder="Запрос"
+            className="border border-gray-200 rounded-lg px-3 py-2 text-sm" />
+          <input value={form.lang} onChange={(e) => setForm({ ...form, lang: e.target.value })} placeholder="Язык (ru/en)"
+            className="border border-gray-200 rounded-lg px-3 py-2 text-sm" />
+          <input type="number" value={form.limit} onChange={(e) => setForm({ ...form, limit: Number(e.target.value) })} placeholder="Лимит"
+            className="border border-gray-200 rounded-lg px-3 py-2 text-sm" />
+        </div>
+        <button
+          onClick={() => {
+            if (!form.name) { toast.error('Укажите название'); return; }
+            create.mutate({ ...form, lang: form.lang || null, query: form.query || null });
+          }}
+          className="mt-3 flex items-center gap-2 px-4 py-2 bg-brand-600 text-white rounded-lg text-sm font-medium hover:bg-brand-700"
+        >
+          <Plus className="w-4 h-4" /> Добавить
+        </button>
+      </div>
+
+      {/* Список */}
+      <div className="bg-white rounded-xl border border-gray-100 overflow-hidden">
+        <table className="w-full text-sm">
+          <thead className="bg-gray-50 text-gray-500 text-left">
+            <tr>
+              <th className="px-4 py-3">Название</th><th className="px-4 py-3">Тип</th>
+              <th className="px-4 py-3">Запрос</th><th className="px-4 py-3">Лимит</th>
+              <th className="px-4 py-3">Статус</th><th className="px-4 py-3">Добавлено</th><th className="px-4 py-3"></th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-50">
+            {sources?.map((s) => (
+              <tr key={s.id} className="hover:bg-gray-50">
+                <td className="px-4 py-3 text-gray-800">{s.name}</td>
+                <td className="px-4 py-3 text-gray-600">{s.source_type}</td>
+                <td className="px-4 py-3 text-gray-500 max-w-[160px] truncate">{s.query || '—'}</td>
+                <td className="px-4 py-3 text-gray-600">{s.limit}</td>
+                <td className="px-4 py-3">
+                  <span className={`px-2 py-0.5 rounded text-xs ${STATUS_COLORS[s.last_status] || 'bg-gray-100'}`} title={s.last_error || ''}>{s.last_status}</span>
+                </td>
+                <td className="px-4 py-3 text-gray-600">{s.docs_added}</td>
+                <td className="px-4 py-3 flex gap-1">
+                  <button onClick={() => run.mutate(s.id)} disabled={s.last_status === 'running'} title="Запустить"
+                    className="p-1.5 text-gray-400 hover:text-emerald-600 rounded disabled:opacity-40"><Play className="w-4 h-4" /></button>
+                  <button onClick={() => { if (confirm('Удалить источник?')) del.mutate(s.id); }} title="Удалить"
+                    className="p-1.5 text-gray-400 hover:text-red-500 rounded"><Trash2 className="w-4 h-4" /></button>
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+        {!sources?.length && <div className="p-6 text-center text-gray-400 text-sm">Нет источников</div>}
+      </div>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Staging.tsx
+++ b/services/frontend/src/pages/admin/Staging.tsx
@@ -0,0 +1,119 @@
+import React, { useState } from 'react';
+import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query';
+import { Check, X, Eye } from 'lucide-react';
+import toast from 'react-hot-toast';
+import { adminApi } from '../../api/client';
+
+interface Staged {
+  id: number; user_id: number | null; filename: string | null; title: string | null;
+  word_count: number | null; status: string; document_id: number | null; created_at: string;
+}
+interface StagedDetail extends Staged { text_preview: string | null }
+
+const STATUS_COLORS: Record<string, string> = {
+  pending: 'bg-amber-100 text-amber-700',
+  approved: 'bg-emerald-100 text-emerald-700',
+  rejected: 'bg-red-100 text-red-700',
+};
+
+export function Staging() {
+  const qc = useQueryClient();
+  const [status, setStatus] = useState('pending');
+  const [preview, setPreview] = useState<StagedDetail | null>(null);
+
+  const { data: items } = useQuery({
+    queryKey: ['admin-staging', status],
+    queryFn: () => adminApi.staging({ status }).then((r) => r.data as Staged[]),
+    refetchInterval: 8000,
+  });
+
+  const approve = useMutation({
+    mutationFn: (id: number) => adminApi.approveStaging(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-staging'] }); setPreview(null); toast.success('Одобрено — добавляется в базу'); },
+    onError: (e: any) => toast.error(e.response?.data?.detail || 'Ошибка'),
+  });
+  const reject = useMutation({
+    mutationFn: (id: number) => adminApi.rejectStaging(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-staging'] }); setPreview(null); toast.success('Отклонено'); },
+  });
+
+  const openPreview = async (id: number) => {
+    const { data } = await adminApi.stagingDetail(id);
+    setPreview(data as StagedDetail);
+  };
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">Отстойник проверенных работ</h1>
+      <p className="text-sm text-gray-500">Работы, прошедшие проверку. Одобрение добавляет их в базу источников для будущих сравнений.</p>
+
+      <div className="flex gap-2">
+        {['pending', 'approved', 'rejected', 'all'].map((s) => (
+          <button key={s} onClick={() => setStatus(s)}
+            className={`px-3 py-1.5 rounded-lg text-sm ${status === s ? 'bg-brand-600 text-white' : 'bg-white border border-gray-200 text-gray-600'}`}>
+            {s === 'all' ? 'все' : s}
+          </button>
+        ))}
+      </div>
+
+      <div className="bg-white rounded-xl border border-gray-100 overflow-hidden">
+        <table className="w-full text-sm">
+          <thead className="bg-gray-50 text-gray-500 text-left">
+            <tr>
+              <th className="px-4 py-3">Файл</th><th className="px-4 py-3">Клиент</th>
+              <th className="px-4 py-3">Слов</th><th className="px-4 py-3">Статус</th>
+              <th className="px-4 py-3">Дата</th><th className="px-4 py-3"></th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-50">
+            {items?.map((s) => (
+              <tr key={s.id} className="hover:bg-gray-50">
+                <td className="px-4 py-3 text-gray-800 max-w-xs truncate">{s.filename || s.title || `#${s.id}`}</td>
+                <td className="px-4 py-3 text-gray-600">{s.user_id ? `#${s.user_id}` : '—'}</td>
+                <td className="px-4 py-3 text-gray-600">{s.word_count ?? '—'}</td>
+                <td className="px-4 py-3"><span className={`px-2 py-0.5 rounded text-xs ${STATUS_COLORS[s.status]}`}>{s.status}</span></td>
+                <td className="px-4 py-3 text-gray-400 text-xs">{new Date(s.created_at).toLocaleString('ru')}</td>
+                <td className="px-4 py-3 flex gap-1">
+                  <button onClick={() => openPreview(s.id)} title="Просмотр"
+                    className="p-1.5 text-gray-400 hover:text-brand-600 rounded"><Eye className="w-4 h-4" /></button>
+                  {s.status === 'pending' && (
+                    <>
+                      <button onClick={() => approve.mutate(s.id)} title="Одобрить"
+                        className="p-1.5 text-gray-400 hover:text-emerald-600 rounded"><Check className="w-4 h-4" /></button>
+                      <button onClick={() => reject.mutate(s.id)} title="Отклонить"
+                        className="p-1.5 text-gray-400 hover:text-red-500 rounded"><X className="w-4 h-4" /></button>
+                    </>
+                  )}
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+        {!items?.length && <div className="p-6 text-center text-gray-400 text-sm">Пусто</div>}
+      </div>
+
+      {/* Превью */}
+      {preview && (
+        <div className="fixed inset-0 bg-black/40 flex items-center justify-center z-50 p-6" onClick={() => setPreview(null)}>
+          <div className="bg-white rounded-xl max-w-2xl w-full max-h-[80vh] flex flex-col" onClick={(e) => e.stopPropagation()}>
+            <div className="px-5 py-4 border-b border-gray-100 flex items-center justify-between">
+              <h3 className="font-semibold text-gray-800 truncate">{preview.filename || preview.title}</h3>
+              <button onClick={() => setPreview(null)} className="text-gray-400 hover:text-gray-600"><X className="w-5 h-5" /></button>
+            </div>
+            <div className="p-5 overflow-auto text-sm text-gray-700 whitespace-pre-wrap flex-1">
+              {preview.text_preview || '(нет текста)'}
+            </div>
+            {preview.status === 'pending' && (
+              <div className="px-5 py-4 border-t border-gray-100 flex gap-2 justify-end">
+                <button onClick={() => reject.mutate(preview.id)}
+                  className="px-4 py-2 border border-gray-200 text-gray-600 rounded-lg text-sm">Отклонить</button>
+                <button onClick={() => approve.mutate(preview.id)}
+                  className="px-4 py-2 bg-emerald-600 text-white rounded-lg text-sm">Одобрить → в базу</button>
+              </div>
+            )}
+          </div>
+        </div>
+      )}
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Storage.tsx
+++ b/services/frontend/src/pages/admin/Storage.tsx
@@ -0,0 +1,57 @@
+import React from 'react';
+import { useQuery } from '@tanstack/react-query';
+import { HardDrive } from 'lucide-react';
+import { adminApi } from '../../api/client';
+
+interface Bucket {
+  name: string; objects_total?: number; bytes?: number;
+  sample?: Array<{ name: string; size: number }>; error?: string;
+}
+
+function fmtBytes(b: number): string {
+  if (b < 1024) return `${b} Б`;
+  if (b < 1024 ** 2) return `${(b / 1024).toFixed(1)} КБ`;
+  if (b < 1024 ** 3) return `${(b / 1024 ** 2).toFixed(1)} МБ`;
+  return `${(b / 1024 ** 3).toFixed(2)} ГБ`;
+}
+
+export function Storage() {
+  const { data } = useQuery({
+    queryKey: ['admin-storage'],
+    queryFn: () => adminApi.storage().then((r) => r.data as { buckets: Bucket[] }),
+    refetchInterval: 15000,
+  });
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">Хранилище (MinIO)</h1>
+      <div className="grid lg:grid-cols-3 gap-4">
+        {data?.buckets.map((b) => (
+          <div key={b.name} className="bg-white rounded-xl border border-gray-100 p-5">
+            <div className="flex items-center gap-2 mb-3">
+              <HardDrive className="w-5 h-5 text-brand-600" />
+              <span className="font-semibold text-gray-800">{b.name}</span>
+            </div>
+            {b.error ? (
+              <p className="text-sm text-red-500">{b.error}</p>
+            ) : (
+              <>
+                <p className="text-sm text-gray-600">Объектов: <b>{b.objects_total}</b></p>
+                <p className="text-sm text-gray-600">Объём: <b>{fmtBytes(b.bytes || 0)}</b></p>
+                <div className="mt-3 max-h-40 overflow-auto space-y-1">
+                  {b.sample?.map((o) => (
+                    <div key={o.name} className="flex justify-between text-xs text-gray-400">
+                      <span className="truncate max-w-[160px]">{o.name}</span>
+                      <span>{fmtBytes(o.size)}</span>
+                    </div>
+                  ))}
+                </div>
+              </>
+            )}
+          </div>
+        ))}
+        {!data?.buckets.length && <div className="text-gray-400 text-sm">Нет бакетов</div>}
+      </div>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Users.tsx
+++ b/services/frontend/src/pages/admin/Users.tsx
@@ -0,0 +1,92 @@
+import React, { useState } from 'react';
+import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query';
+import { Trash2, Search } from 'lucide-react';
+import toast from 'react-hot-toast';
+import { adminApi } from '../../api/client';
+
+interface AdminUser {
+  id: number; email: string; name: string; plan: string;
+  is_verified: boolean; is_admin: boolean; created_at: string; tasks_count: number;
+}
+
+const PLANS = ['free', 'student', 'premium', 'science'];
+
+export function Users() {
+  const qc = useQueryClient();
+  const [q, setQ] = useState('');
+  const { data: users } = useQuery({
+    queryKey: ['admin-users', q],
+    queryFn: () => adminApi.users({ q: q || undefined }).then((r) => r.data as AdminUser[]),
+  });
+
+  const update = useMutation({
+    mutationFn: ({ id, data }: { id: number; data: Record<string, unknown> }) => adminApi.updateUser(id, data),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-users'] }); toast.success('Сохранено'); },
+    onError: () => toast.error('Ошибка'),
+  });
+  const del = useMutation({
+    mutationFn: (id: number) => adminApi.deleteUser(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-users'] }); toast.success('Удалён'); },
+    onError: () => toast.error('Ошибка удаления'),
+  });
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">Клиенты</h1>
+      <div className="relative max-w-sm">
+        <Search className="w-4 h-4 text-gray-400 absolute left-3 top-1/2 -translate-y-1/2" />
+        <input
+          value={q} onChange={(e) => setQ(e.target.value)} placeholder="Поиск по email/имени"
+          className="w-full pl-9 pr-3 py-2 border border-gray-200 rounded-lg text-sm"
+        />
+      </div>
+      <div className="bg-white rounded-xl border border-gray-100 overflow-hidden">
+        <table className="w-full text-sm">
+          <thead className="bg-gray-50 text-gray-500 text-left">
+            <tr>
+              <th className="px-4 py-3">Email</th><th className="px-4 py-3">Имя</th>
+              <th className="px-4 py-3">Тариф</th><th className="px-4 py-3">Работ</th>
+              <th className="px-4 py-3">Verified</th><th className="px-4 py-3">Admin</th>
+              <th className="px-4 py-3"></th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-50">
+            {users?.map((u) => (
+              <tr key={u.id} className="hover:bg-gray-50">
+                <td className="px-4 py-3 text-gray-800">{u.email}</td>
+                <td className="px-4 py-3 text-gray-600">{u.name}</td>
+                <td className="px-4 py-3">
+                  <select
+                    value={u.plan}
+                    onChange={(e) => update.mutate({ id: u.id, data: { plan: e.target.value } })}
+                    className="border border-gray-200 rounded px-2 py-1 text-xs"
+                  >
+                    {PLANS.map((p) => <option key={p} value={p}>{p}</option>)}
+                  </select>
+                </td>
+                <td className="px-4 py-3 text-gray-600">{u.tasks_count}</td>
+                <td className="px-4 py-3">
+                  <input type="checkbox" checked={u.is_verified}
+                    onChange={(e) => update.mutate({ id: u.id, data: { is_verified: e.target.checked } })} />
+                </td>
+                <td className="px-4 py-3">
+                  <input type="checkbox" checked={u.is_admin}
+                    onChange={(e) => update.mutate({ id: u.id, data: { is_admin: e.target.checked } })} />
+                </td>
+                <td className="px-4 py-3">
+                  <button
+                    onClick={() => { if (confirm(`Удалить ${u.email}?`)) del.mutate(u.id); }}
+                    className="p-1.5 text-gray-400 hover:text-red-500 rounded"
+                  >
+                    <Trash2 className="w-4 h-4" />
+                  </button>
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+        {!users?.length && <div className="p-6 text-center text-gray-400 text-sm">Нет клиентов</div>}
+      </div>
+    </div>
+  );
+}
--- a/services/frontend/src/pages/admin/Works.tsx
+++ b/services/frontend/src/pages/admin/Works.tsx
@@ -0,0 +1,81 @@
+import React, { useState } from 'react';
+import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query';
+import { RefreshCw, Trash2 } from 'lucide-react';
+import toast from 'react-hot-toast';
+import { adminApi } from '../../api/client';
+
+interface AdminTask {
+  public_id: string; user_id: number; type: string; status: string;
+  error: string | null; created_at: string;
+}
+
+const STATUS_COLORS: Record<string, string> = {
+  queued: 'bg-gray-100 text-gray-600',
+  processing: 'bg-blue-100 text-blue-700',
+  done: 'bg-emerald-100 text-emerald-700',
+  failed: 'bg-red-100 text-red-700',
+};
+
+export function Works() {
+  const qc = useQueryClient();
+  const [status, setStatus] = useState('');
+  const { data: tasks } = useQuery({
+    queryKey: ['admin-tasks', status],
+    queryFn: () => adminApi.tasks({ status: status || undefined }).then((r) => r.data as AdminTask[]),
+    refetchInterval: 8000,
+  });
+
+  const requeue = useMutation({
+    mutationFn: (id: string) => adminApi.requeueTask(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-tasks'] }); toast.success('Перезапущено'); },
+    onError: (e: any) => toast.error(e.response?.data?.detail || 'Ошибка'),
+  });
+  const del = useMutation({
+    mutationFn: (id: string) => adminApi.deleteTask(id),
+    onSuccess: () => { qc.invalidateQueries({ queryKey: ['admin-tasks'] }); toast.success('Удалено'); },
+    onError: () => toast.error('Ошибка'),
+  });
+
+  return (
+    <div className="space-y-5">
+      <h1 className="text-2xl font-bold text-gray-900">Работы</h1>
+      <div className="flex gap-2">
+        {['', 'queued', 'processing', 'done', 'failed'].map((s) => (
+          <button key={s} onClick={() => setStatus(s)}
+            className={`px-3 py-1.5 rounded-lg text-sm ${status === s ? 'bg-brand-600 text-white' : 'bg-white border border-gray-200 text-gray-600'}`}>
+            {s || 'все'}
+          </button>
+        ))}
+      </div>
+      <div className="bg-white rounded-xl border border-gray-100 overflow-hidden">
+        <table className="w-full text-sm">
+          <thead className="bg-gray-50 text-gray-500 text-left">
+            <tr>
+              <th className="px-4 py-3">ID</th><th className="px-4 py-3">Клиент</th>
+              <th className="px-4 py-3">Тип</th><th className="px-4 py-3">Статус</th>
+              <th className="px-4 py-3">Создано</th><th className="px-4 py-3"></th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-50">
+            {tasks?.map((t) => (
+              <tr key={t.public_id} className="hover:bg-gray-50">
+                <td className="px-4 py-3 font-mono text-xs text-gray-500">{t.public_id.slice(0, 10)}…</td>
+                <td className="px-4 py-3 text-gray-600">#{t.user_id}</td>
+                <td className="px-4 py-3 text-gray-600">{t.type}</td>
+                <td className="px-4 py-3"><span className={`px-2 py-0.5 rounded text-xs ${STATUS_COLORS[t.status] || 'bg-gray-100'}`}>{t.status}</span></td>
+                <td className="px-4 py-3 text-gray-400 text-xs">{new Date(t.created_at).toLocaleString('ru')}</td>
+                <td className="px-4 py-3 flex gap-1">
+                  <button onClick={() => requeue.mutate(t.public_id)} title="Перезапустить"
+                    className="p-1.5 text-gray-400 hover:text-brand-600 rounded"><RefreshCw className="w-4 h-4" /></button>
+                  <button onClick={() => { if (confirm('Удалить работу?')) del.mutate(t.public_id); }} title="Удалить"
+                    className="p-1.5 text-gray-400 hover:text-red-500 rounded"><Trash2 className="w-4 h-4" /></button>
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+        {!tasks?.length && <div className="p-6 text-center text-gray-400 text-sm">Нет работ</div>}
+      </div>
+    </div>
+  );
+}
--- a/services/frontend/src/types/index.ts
+++ b/services/frontend/src/types/index.ts
@@ -12,6 +12,7 @@ export interface User {
  name: string;
  plan: UserPlan;
  is_verified: boolean;
+  is_admin?: boolean;
 }

 // ─── Источник в результатах поиска ────────────────────────────────────────────
@@ -88,12 +89,12 @@ export interface GostResultData {
 export type TaskResult = SearchResultData | PlagiarismResultData | GostResultData | null;

 export interface Task {
-  id: string;
+  // Бэкенд отдаёт public_id (а не внутренний id) и не возвращает input_data
+  public_id: string;
  type: TaskType;
  status: TaskStatus;
  queue_position?: number;
  eta_seconds?: number;
-  input_data: Record<string, unknown>;
  result?: TaskResult;
  error?: string;
  created_at: string;
--- a/services/frontend/vite.config.ts
+++ b/services/frontend/vite.config.ts
@@ -1,17 +1,21 @@
 import { defineConfig } from 'vite';
 import react from '@vitejs/plugin-react';

+const apiTarget = process.env.VITE_API_TARGET || 'http://localhost:8000';
+const wsTarget = apiTarget.replace(/^http/, 'ws');
+
 export default defineConfig({
  plugins: [react()],
  server: {
    port: 5173,
+    host: true,
    proxy: {
      '/api': {
-        target: 'http://localhost:8000',
+        target: apiTarget,
        changeOrigin: true,
      },
      '/ws': {
-        target: 'ws://localhost:8000',
+        target: wsTarget,
        ws: true,
      },
    },
--- a/services/worker-gost/app/models/init.py
+++ b/services/worker-gost/app/models/init.py
@@ -0,0 +1,39 @@
+"""Минимальные модели для gost-воркера."""
+
+from datetime import datetime
+
+from sqlalchemy import JSON, Integer, String, Text, func
+from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
+
+
+class Base(DeclarativeBase):
+    pass
+
+
+class Task(Base):
+    __tablename__ = "tasks"
+    id: Mapped[str] = mapped_column(String(36), primary_key=True)
+    user_id: Mapped[int] = mapped_column(Integer)
+    type: Mapped[str] = mapped_column(String(20))
+    status: Mapped[str] = mapped_column(String(20))
+    result: Mapped[dict | None] = mapped_column(JSON, nullable=True)
+    error: Mapped[str | None] = mapped_column(Text, nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+
+class Document(Base):
+    __tablename__ = "documents"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    source: Mapped[str] = mapped_column(String(50))
+    ext_id: Mapped[str] = mapped_column(String(255))
+    doi: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    title: Mapped[str] = mapped_column(Text)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    journal: Mapped[str | None] = mapped_column(Text, nullable=True)
+    volume: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    issue: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    pages: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    abstract: Mapped[str | None] = mapped_column(Text, nullable=True)
+    url: Mapped[str | None] = mapped_column(Text, nullable=True)
--- a/services/worker-gpu/Dockerfile
+++ b/services/worker-gpu/Dockerfile
@@ -12,10 +12,11 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
    curl \
    && rm -rf /var/lib/apt/lists/*

-# Сделать python3.11 дефолтным
+# Сделать python3.11 дефолтным и поставить pip именно для 3.11 (на CUDA-базе
+# python3-pip ставит pip для системного python3.10 — он не виден из python3.11)
 RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.11 1 && \
-    update-alternatives --install /usr/bin/python python python3.11 1 && \
-    python3.11 -m pip install --upgrade pip
+    update-alternatives --install /usr/bin/python python /usr/bin/python3.11 1 && \
+    curl -sS https://bootstrap.pypa.io/get-pip.py | python3.11

 WORKDIR /app

--- a/services/worker-gpu/app/config.py
+++ b/services/worker-gpu/app/config.py
@@ -10,6 +10,7 @@ class Settings(BaseSettings):
        env_file=".env",
        env_file_encoding="utf-8",
        case_sensitive=False,
+        extra="ignore",  # игнорировать поля общего .env, не относящиеся к воркеру
    )

    # PostgreSQL
--- a/services/worker-gpu/app/models/init.py
+++ b/services/worker-gpu/app/models/init.py
@@ -0,0 +1,3 @@
+from app.models.base import Base, Document, Task, User
+
+__all__ = ["Base", "User", "Task", "Document"]
--- a/services/worker-gpu/app/models/base.py
+++ b/services/worker-gpu/app/models/base.py
@@ -0,0 +1,67 @@
+"""Базовые модели данных для GPU воркера (минимальный набор для работы с БД)."""
+
+from datetime import datetime
+from uuid import uuid4
+
+from sqlalchemy import JSON, BigInteger, ForeignKey, Integer, String, Text, func
+from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column, relationship
+
+
+class Base(DeclarativeBase):
+    """Базовый класс SQLAlchemy моделей."""
+    pass
+
+
+class User(Base):
+    """Минимальная модель пользователя для GPU воркера."""
+
+    __tablename__ = "users"
+
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    email: Mapped[str] = mapped_column(String(255))
+    name: Mapped[str] = mapped_column(String(255))
+    plan: Mapped[str] = mapped_column(String(20), default="free")
+    is_verified: Mapped[bool] = mapped_column(default=False)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+
+class Task(Base):
+    """Модель задачи."""
+
+    __tablename__ = "tasks"
+
+    id: Mapped[str] = mapped_column(String(36), primary_key=True)
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"))
+    type: Mapped[str] = mapped_column(String(20))
+    status: Mapped[str] = mapped_column(String(20), default="queued")
+    celery_task_id: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    input_data: Mapped[dict] = mapped_column(JSON, default=dict)
+    result: Mapped[dict | None] = mapped_column(JSON, nullable=True)
+    error: Mapped[str | None] = mapped_column(Text, nullable=True)
+    queue_position: Mapped[int | None] = mapped_column(nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+    updated_at: Mapped[datetime | None] = mapped_column(nullable=True)
+
+
+class Document(Base):
+    """Модель документа в базе знаний."""
+
+    __tablename__ = "documents"
+
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    source: Mapped[str] = mapped_column(String(50))
+    ext_id: Mapped[str] = mapped_column(String(255))
+    doi: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    title: Mapped[str] = mapped_column(Text)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    journal: Mapped[str | None] = mapped_column(Text, nullable=True)
+    volume: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    issue: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    pages: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    abstract: Mapped[str | None] = mapped_column(Text, nullable=True)
+    url: Mapped[str | None] = mapped_column(Text, nullable=True)
+    minio_key: Mapped[str | None] = mapped_column(Text, nullable=True)
+    faiss_id: Mapped[int | None] = mapped_column(nullable=True)
+    indexed_at: Mapped[datetime] = mapped_column(server_default=func.now())
--- a/services/worker-gpu/requirements.txt
+++ b/services/worker-gpu/requirements.txt
@@ -3,7 +3,7 @@ redis==5.0.4
 sqlalchemy==2.0.30
 psycopg2-binary==2.9.9
 sentence-transformers==3.0.0
-faiss-gpu==1.7.4
+faiss-cpu==1.8.0  # faiss-gpu нет в pip для py3.11; индексы в коде CPU-типа, GPU занят эмбеддингами (torch) и LLM (Ollama)
 torch==2.3.0
 numpy==1.26.4
 httpx==0.27.0
--- a/services/worker-indexer/app/algorithms/winnowing.py
+++ b/services/worker-indexer/app/algorithms/winnowing.py
@@ -31,9 +31,12 @@ def hash_ngram(ngram: str) -> int:
        ngram: n-грамма для хэширования

    Returns:
-        64-битный хэш
+        Знаковый 64-битный хэш (умещается в PostgreSQL BIGINT)
    """
-    return xxhash.xxh64(ngram.encode("utf-8")).intdigest()
+    # xxh64 даёт unsigned 64-bit (до 2^64-1), а PostgreSQL BIGINT — signed
+    # (макс 2^63-1). Приводим к диапазону signed int64.
+    unsigned = xxhash.xxh64(ngram.encode("utf-8")).intdigest()
+    return unsigned - (1 << 64) if unsigned >= (1 << 63) else unsigned


 def winnow(text: str, k: int = 5, window: int = 4) -> set[int]:
--- a/services/worker-indexer/app/config.py
+++ b/services/worker-indexer/app/config.py
@@ -10,6 +10,7 @@ class Settings(BaseSettings):
        env_file=".env",
        env_file_encoding="utf-8",
        case_sensitive=False,
+        extra="ignore",
    )

    # PostgreSQL
@@ -30,6 +31,7 @@ class Settings(BaseSettings):
    MINIO_ACCESS_KEY: str = "minioadmin"
    MINIO_SECRET_KEY: str = "changeme"
    MINIO_BUCKET_DOCS: str = "documents"
+    MINIO_BUCKET_STAGING: str = "staging"

    # Elasticsearch
    ELASTICSEARCH_URL: str = "http://elasticsearch:9200"
--- a/services/worker-indexer/app/models/init.py
+++ b/services/worker-indexer/app/models/init.py
@@ -0,0 +1,103 @@
+"""Минимальные модели для индексер-воркера."""
+
+from datetime import datetime
+
+from sqlalchemy import JSON, BigInteger, ForeignKey, Integer, String, Text, func
+from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
+
+
+class Base(DeclarativeBase):
+    pass
+
+
+class User(Base):
+    __tablename__ = "users"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    email: Mapped[str] = mapped_column(String(255))
+    name: Mapped[str] = mapped_column(String(255))
+    plan: Mapped[str] = mapped_column(String(20), default="free")
+
+
+class Task(Base):
+    __tablename__ = "tasks"
+    id: Mapped[str] = mapped_column(String(36), primary_key=True)
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"))
+    type: Mapped[str] = mapped_column(String(20))
+    status: Mapped[str] = mapped_column(String(20), default="queued")
+    celery_task_id: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    input_data: Mapped[dict] = mapped_column(JSON, default=dict)
+    result: Mapped[dict | None] = mapped_column(JSON, nullable=True)
+    error: Mapped[str | None] = mapped_column(Text, nullable=True)
+    queue_position: Mapped[int | None] = mapped_column(nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+    updated_at: Mapped[datetime | None] = mapped_column(nullable=True)
+
+
+class Document(Base):
+    __tablename__ = "documents"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    source: Mapped[str] = mapped_column(String(50))
+    ext_id: Mapped[str] = mapped_column(String(255), unique=True)
+    doi: Mapped[str | None] = mapped_column(String(255), nullable=True)
+    title: Mapped[str] = mapped_column(Text)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    journal: Mapped[str | None] = mapped_column(Text, nullable=True)
+    volume: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    issue: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    pages: Mapped[str | None] = mapped_column(String(50), nullable=True)
+    abstract: Mapped[str | None] = mapped_column(Text, nullable=True)
+    url: Mapped[str | None] = mapped_column(Text, nullable=True)
+    minio_key: Mapped[str | None] = mapped_column(Text, nullable=True)
+    faiss_id: Mapped[int | None] = mapped_column(nullable=True)
+    indexed_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+
+class Fingerprint(Base):
+    __tablename__ = "fingerprints"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    doc_id: Mapped[int] = mapped_column(ForeignKey("documents.id"))
+    hash_value: Mapped[int] = mapped_column(BigInteger)
+    position: Mapped[int] = mapped_column()
+
+
+class ParseSource(Base):
+    __tablename__ = "parse_sources"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    source_type: Mapped[str] = mapped_column(String(50))
+    name: Mapped[str] = mapped_column(String(255))
+    query: Mapped[str | None] = mapped_column(Text, nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    year_from: Mapped[int | None] = mapped_column(nullable=True)
+    year_to: Mapped[int | None] = mapped_column(nullable=True)
+    limit: Mapped[int] = mapped_column(default=1000)
+    enabled: Mapped[bool] = mapped_column(default=True)
+    last_status: Mapped[str] = mapped_column(String(20), default="idle")
+    last_error: Mapped[str | None] = mapped_column(Text, nullable=True)
+    last_run_at: Mapped[datetime | None] = mapped_column(nullable=True)
+    docs_added: Mapped[int] = mapped_column(default=0)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+
+class StagedWork(Base):
+    __tablename__ = "staged_works"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    user_id: Mapped[int | None] = mapped_column(nullable=True)
+    task_id: Mapped[str | None] = mapped_column(String(36), nullable=True)
+    filename: Mapped[str | None] = mapped_column(Text, nullable=True)
+    minio_key: Mapped[str | None] = mapped_column(Text, nullable=True)
+    text_key: Mapped[str | None] = mapped_column(Text, nullable=True)
+    title: Mapped[str | None] = mapped_column(Text, nullable=True)
+    authors: Mapped[list] = mapped_column(JSON, default=list)
+    year: Mapped[int | None] = mapped_column(nullable=True)
+    lang: Mapped[str | None] = mapped_column(String(10), nullable=True)
+    word_count: Mapped[int | None] = mapped_column(nullable=True)
+    status: Mapped[str] = mapped_column(String(20), default="pending")
+    document_id: Mapped[int | None] = mapped_column(nullable=True)
+    reviewed_by: Mapped[int | None] = mapped_column(nullable=True)
+    reviewed_at: Mapped[datetime | None] = mapped_column(nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())
+
+
+__all__ = ["Base", "User", "Task", "Document", "Fingerprint", "ParseSource", "StagedWork"]
--- a/services/worker-indexer/app/tasks/index.py
+++ b/services/worker-indexer/app/tasks/index.py
@@ -123,7 +123,13 @@ def extract_and_check(
        if not text.strip():
            raise ValueError("Не удалось извлечь текст из документа")

-        logger.info(f"Текст извлечён: {len(text)} символов, {len(text.split())} слов")
+        word_count = len(text.split())
+        logger.info(f"Текст извлечён: {len(text)} символов, {word_count} слов")
+
+        # ──── Автосбор в отстойник (буфер для пополнения базы) ────────────────
+        # Сохраняем извлечённый текст и метаданные для последующего ручного
+        # одобрения админом. Не дублируем в базу источников до решения.
+        _stage_work(task_id, minio_key, filename, text, word_count)

        # Разбить на фрагменты
        fragments = _split_into_fragments(
@@ -327,3 +333,145 @@ def add_document(doc_data: dict[str, Any]) -> dict[str, Any]:
    )

    return {"status": "indexed", "doc_id": doc_id}
+
+
+def _stage_work(
+    task_id: str,
+    minio_key: str,
+    filename: str,
+    text: str,
+    word_count: int,
+) -> None:
+    """Сохранить проверенную работу в отстойник (StagedWork) + текст в MinIO.
+
+    Идемпотентно по task_id: повторный вызов (например при requeue) не дублирует.
+    Ошибки логируются, но не валят основную проверку плагиата.
+    """
+    try:
+        from app.models import StagedWork
+
+        # Сохранить извлечённый текст в bucket staging
+        text_key = f"text/{task_id}.txt"
+        minio = get_minio()
+        bucket = settings.MINIO_BUCKET_STAGING
+        if not minio.bucket_exists(bucket):
+            minio.make_bucket(bucket)
+        data = text.encode("utf-8")
+        minio.put_object(
+            bucket, text_key, io.BytesIO(data), length=len(data),
+            content_type="text/plain; charset=utf-8",
+        )
+
+        with db_session() as session:
+            existing = session.execute(
+                select(StagedWork).where(StagedWork.task_id == task_id)
+            ).scalar_one_or_none()
+            if existing:
+                return
+
+            # Достать user_id из задачи
+            from app.models import Task
+            task = session.get(Task, task_id)
+            user_id = task.user_id if task else None
+
+            session.add(StagedWork(
+                user_id=user_id,
+                task_id=task_id,
+                filename=filename,
+                minio_key=minio_key,
+                text_key=text_key,
+                title=Path(filename).stem if filename else None,
+                word_count=word_count,
+                status="pending",
+            ))
+            session.commit()
+        logger.info(f"Работа задачи {task_id!r} добавлена в отстойник")
+    except Exception as e:
+        logger.warning(f"Не удалось добавить работу {task_id!r} в отстойник: {e}")
+
+
+@celery_app.task(name="index.run_parser")
+def run_parser(source_id: int) -> dict[str, Any]:
+    """Запустить парсинг источника и наполнить базу документов.
+
+    Переиспользует парсеры из scripts/parsers (BaseParser.run) и
+    задачу add_document для каждого полученного документа.
+    """
+    import sys
+    from datetime import datetime, timezone
+
+    from app.models import ParseSource
+
+    # Парсеры лежат в /parsers (скопированы в образ)
+    if "/parsers" not in sys.path:
+        sys.path.insert(0, "/parsers")
+
+    with db_session() as session:
+        src = session.get(ParseSource, source_id)
+        if src is None:
+            return {"status": "error", "reason": "источник не найден"}
+        cfg = {
+            "source_type": src.source_type,
+            "query": src.query,
+            "lang": src.lang,
+            "year_from": src.year_from,
+            "year_to": src.year_to,
+            "limit": src.limit,
+        }
+        src.last_status = "running"
+        session.commit()
+
+    added = 0
+    error_msg = None
+    try:
+        # Выбрать парсер по типу и собрать совместимые с его fetch() аргументы
+        stype = cfg["source_type"]
+        if stype == "openalex":
+            from openalex import OpenAlexParser as P
+            fetch_kwargs = {
+                "query": cfg.get("query") or "",
+                "limit": cfg["limit"],
+                "lang": cfg.get("lang"),
+                "year_from": cfg.get("year_from"),
+                "year_to": cfg.get("year_to"),
+            }
+        elif stype == "cyberleninka":
+            from cyberleninka import CyberLeninkaParser as P
+            fetch_kwargs = {"query": cfg.get("query") or "", "limit": cfg["limit"]}
+        elif stype == "arxiv":
+            from arxiv import ArxivParser as P
+            fetch_kwargs = {
+                "query": cfg.get("query") or "",
+                "limit": cfg["limit"],
+                "year_from": cfg.get("year_from"),
+            }
+        else:
+            raise ValueError(f"неизвестный тип источника: {stype}")
+
+        parser = P()
+        # fetch+transform без записи в JSONL — работаем in-memory
+        raw_docs = parser.fetch(**fetch_kwargs)
+        for raw in raw_docs:
+            try:
+                doc = parser.transform(raw)
+                if not (doc and doc.get("title") and doc.get("ext_id")):
+                    continue
+                result = add_document(doc)
+                if result.get("status") == "indexed":
+                    added += 1
+            except Exception as e:
+                logger.warning(f"run_parser: ошибка документа: {e}")
+    except Exception as e:
+        error_msg = str(e)[:500]
+        logger.error(f"run_parser source={source_id} ошибка: {e}", exc_info=True)
+
+    with db_session() as session:
+        src = session.get(ParseSource, source_id)
+        if src:
+            src.last_status = "error" if error_msg else "done"
+            src.last_error = error_msg
+            src.docs_added = (src.docs_added or 0) + added
+            src.last_run_at = datetime.now(timezone.utc)
+            session.commit()
+
+    return {"status": "error" if error_msg else "done", "added": added, "error": error_msg}
--- a/services/worker-notifier/app/models/init.py
+++ b/services/worker-notifier/app/models/init.py
@@ -0,0 +1,30 @@
+"""Минимальные модели для notifier-воркера."""
+
+from datetime import datetime
+
+from sqlalchemy import JSON, ForeignKey, Integer, String, Text, func
+from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
+
+
+class Base(DeclarativeBase):
+    pass
+
+
+class User(Base):
+    __tablename__ = "users"
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    email: Mapped[str] = mapped_column(String(255))
+    name: Mapped[str] = mapped_column(String(255))
+    plan: Mapped[str] = mapped_column(String(20), default="free")
+    is_verified: Mapped[bool] = mapped_column(default=False)
+
+
+class Task(Base):
+    __tablename__ = "tasks"
+    id: Mapped[str] = mapped_column(String(36), primary_key=True)
+    user_id: Mapped[int] = mapped_column(ForeignKey("users.id"))
+    type: Mapped[str] = mapped_column(String(20))
+    status: Mapped[str] = mapped_column(String(20))
+    result: Mapped[dict | None] = mapped_column(JSON, nullable=True)
+    error: Mapped[str | None] = mapped_column(Text, nullable=True)
+    created_at: Mapped[datetime] = mapped_column(server_default=func.now())