diff --git a/Dockerfile b/Dockerfile
index 5baa41232b9be3d60e11d1e96ab7462ecb05adc6..83d57b4d2a7ca144a36bec48c8aecd7232986b13 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -171,6 +171,7 @@ COPY --chown=${USER} ssh ${HOME}/.ssh
 COPY --chown=${USER} mod_wsgi.conf wait-for-it.sh manage.py ${HOME}/
 COPY --chown=${USER} utils/ ${HOME}/utils
 COPY --chown=${USER} cvat/ ${HOME}/cvat
+COPY --chown=${USER} rqscheduler.py ${HOME}
 
 # RUN all commands below as 'django' user
 USER ${USER}
diff --git a/docker-compose.yml b/docker-compose.yml
index d84256cae2029f02aeb498b86418b8a6250229f2..412b12a7b06a3c58e653b665ec15bc90896ddbc4 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -176,6 +176,28 @@ services:
     networks:
       - cvat
 
+  cvat_worker_quality_reports:
+    container_name: cvat_worker_quality_reports
+    image: cvat/server:${CVAT_VERSION:-dev}
+    restart: always
+    depends_on:
+      - cvat_redis
+      - cvat_db
+    environment:
+      CVAT_REDIS_HOST: 'cvat_redis'
+      CVAT_POSTGRES_HOST: 'cvat_db'
+      DJANGO_LOG_SERVER_HOST: vector
+      DJANGO_LOG_SERVER_PORT: 80
+      no_proxy: clickhouse,grafana,vector,nuclio,opa,${no_proxy:-}
+      NUMPROCS: 1
+    command: -c supervisord/worker.quality_reports.conf
+    volumes:
+      - cvat_data:/home/django/data
+      - cvat_keys:/home/django/keys
+      - cvat_logs:/home/django/logs
+    networks:
+      - cvat
+
   cvat_ui:
     container_name: cvat_ui
     image: cvat/ui:${CVAT_VERSION:-dev}
diff --git a/rqscheduler.py b/rqscheduler.py
new file mode 100644
index 0000000000000000000000000000000000000000..ef0767b998c1f5b5915c173cac602e9a6ec7ffe5
--- /dev/null
+++ b/rqscheduler.py
@@ -0,0 +1,66 @@
+#!/usr/bin/env python
+
+import argparse
+import sys
+import os
+
+from cvat.wsgi import application
+
+from redis import Redis
+from rq_scheduler.scheduler import Scheduler
+
+from rq_scheduler.utils import setup_loghandlers
+
+
+def main():
+    parser = argparse.ArgumentParser(description='Runs RQ scheduler')
+    parser.add_argument('-b', '--burst', action='store_true', default=False, help='Run in burst mode (quit after all work is done)')
+    parser.add_argument('-H', '--host', default=os.environ.get('RQ_REDIS_HOST', 'localhost'), help="Redis host")
+    parser.add_argument('-p', '--port', default=int(os.environ.get('RQ_REDIS_PORT', 6379)), type=int, help="Redis port number")
+    parser.add_argument('-d', '--db', default=int(os.environ.get('RQ_REDIS_DB', 0)), type=int, help="Redis database")
+    parser.add_argument('-P', '--password', default=os.environ.get('RQ_REDIS_PASSWORD'), help="Redis password")
+    parser.add_argument('--verbose', '-v', action='store_true', default=False, help='Show more output')
+    parser.add_argument('--quiet', action='store_true', default=False, help='Show less output')
+    parser.add_argument('--url', '-u', default=os.environ.get('RQ_REDIS_URL')
+        , help='URL describing Redis connection details. \
+            Overrides other connection arguments if supplied.')
+    parser.add_argument('-i', '--interval', default=60.0, type=float
+        , help="How often the scheduler checks for new jobs to add to the \
+            queue (in seconds, can be floating-point for more precision).")
+    parser.add_argument('--path', default='.', help='Specify the import path.')
+    parser.add_argument('--pid', help='A filename to use for the PID file.', metavar='FILE')
+    parser.add_argument('-j', '--job-class', help='Custom RQ Job class')
+    parser.add_argument('-q', '--queue-class', help='Custom RQ Queue class')
+
+    args = parser.parse_args()
+
+    if args.path:
+        sys.path = args.path.split(':') + sys.path
+
+    if args.pid:
+        pid = str(os.getpid())
+        filename = args.pid
+        with open(filename, 'w') as f:
+            f.write(pid)
+
+    if args.url is not None:
+        connection = Redis.from_url(args.url)
+    else:
+        connection = Redis(args.host, args.port, args.db, args.password)
+
+    if args.verbose:
+        level = 'DEBUG'
+    elif args.quiet:
+        level = 'WARNING'
+    else:
+        level = 'INFO'
+    setup_loghandlers(level)
+
+    scheduler = Scheduler(connection=connection,
+                          interval=args.interval,
+                          job_class=args.job_class,
+                          queue_class=args.queue_class)
+    scheduler.run(burst=args.burst)
+
+if __name__ == '__main__':
+    main()