diff --git a/gunicorn/gunicorn_conf.py b/gunicorn/gunicorn_conf.py
new file mode 100644
index 0000000..f0808bc
--- /dev/null
+++ b/gunicorn/gunicorn_conf.py
@@ -0,0 +1,46 @@
+# based on https://github.com/tiangolo/uvicorn-gunicorn-fastapi-docker
+
+import multiprocessing
+import os
+
+host = os.getenv("HOST", "0.0.0.0")
+port = os.getenv("PORT", "8012")
+bind_env = os.getenv("BIND", None)
+
+use_bind = bind_env if bind_env else f"{host}:{port}"
+
+workers_per_core_str = os.getenv("WORKERS_PER_CORE", "1")
+max_workers_str = os.getenv("MAX_WORKERS")
+web_concurrency_str = os.getenv("WEB_CONCURRENCY", None)
+
+cores = multiprocessing.cpu_count()
+workers_per_core = int(workers_per_core_str)
+default_web_concurrency = workers_per_core * cores + 1
+
+if web_concurrency_str:
+    web_concurrency = int(web_concurrency_str)
+    assert web_concurrency > 0
+else:
+    web_concurrency = max(int(default_web_concurrency), 2)
+    if max_workers_str:
+        use_max_workers = int(max_workers_str)
+        web_concurrency = min(web_concurrency, use_max_workers)
+
+graceful_timeout_str = os.getenv("GRACEFUL_TIMEOUT", "120")
+timeout_str = os.getenv("TIMEOUT", "120")
+keepalive_str = os.getenv("KEEP_ALIVE", "5")
+use_loglevel = os.getenv("LOG_LEVEL", "info")
+
+# Gunicorn config variables
+# 错误日志级别
+errorlog = "-"
+# 访问日志级别
+accesslog = "-"
+loglevel = use_loglevel
+workers = web_concurrency
+bind = use_bind
+worker_tmp_dir = "/dev/shm"
+graceful_timeout = int(graceful_timeout_str)
+timeout = int(timeout_str)
+keepalive = int(keepalive_str)
+logconfig = os.getenv("LOG_CONFIG", "logging_production.ini")
diff --git a/scripts/format b/scripts/format
new file mode 100644
index 0000000..1177d97
--- /dev/null
+++ b/scripts/format
@@ -0,0 +1,5 @@
+#!/bin/sh -e
+set -x
+
+ruff --fix src
+ruff format src
diff --git a/scripts/start-dev.sh b/scripts/start-dev.sh
new file mode 100644
index 0000000..23c564b
--- /dev/null
+++ b/scripts/start-dev.sh
@@ -0,0 +1,18 @@
+#!/usr/bin/env bash
+
+set -e
+
+DEFAULT_MODULE_NAME=src.main
+
+MODULE_NAME=${MODULE_NAME:-$DEFAULT_MODULE_NAME}
+VARIABLE_NAME=${VARIABLE_NAME:-app}
+export APP_MODULE=${APP_MODULE:-"$MODULE_NAME:$VARIABLE_NAME"}
+
+HOST=${HOST:-0.0.0.0}
+PORT=${PORT:-8000}
+LOG_LEVEL=${LOG_LEVEL:-info}
+#LOG_CONFIG=${LOG_CONFIG:-/src/logging.ini}
+LOG_CONFIG=${LOG_CONFIG:-./logging.ini}
+
+# Start Uvicorn with live reload
+exec uvicorn --reload --proxy-headers --host $HOST --port $PORT --log-config $LOG_CONFIG "$APP_MODULE"
\ No newline at end of file
diff --git a/scripts/start-prod.sh b/scripts/start-prod.sh
new file mode 100644
index 0000000..f2dcce0
--- /dev/null
+++ b/scripts/start-prod.sh
@@ -0,0 +1,16 @@
+#!/usr/bin/env bash
+
+set -e
+
+DEFAULT_MODULE_NAME=src.main
+
+MODULE_NAME=${MODULE_NAME:-$DEFAULT_MODULE_NAME}
+VARIABLE_NAME=${VARIABLE_NAME:-app}
+export APP_MODULE=${APP_MODULE:-"$MODULE_NAME:$VARIABLE_NAME"}
+
+DEFAULT_GUNICORN_CONF=gunicorn/gunicorn_conf.py
+export GUNICORN_CONF=${GUNICORN_CONF:-$DEFAULT_GUNICORN_CONF}
+export WORKER_CLASS=${WORKER_CLASS:-"uvicorn.workers.UvicornWorker"}
+
+# Start Gunicorn
+gunicorn --forwarded-allow-ips "*" -k "$WORKER_CLASS" -c "$GUNICORN_CONF" "$APP_MODULE"