diff --git a/openlrc/translate.py b/openlrc/translate.py
index 41d433b..48b9b29 100644
--- a/openlrc/translate.py
+++ b/openlrc/translate.py
@@ -5,8 +5,10 @@
 import os
 import re
 import uuid
+from abc import ABC, abstractmethod
 from typing import Union, List
 
+import deepl
 import requests
 
 from openlrc.chatbot import GPTBot
@@ -14,7 +16,14 @@
 from openlrc.prompter import prompter_map, BaseTranslatePrompter
 
 
-class GPTTranslator:
+class Translator(ABC):
+
+    @abstractmethod
+    def translate(self, texts: Union[str, List[str]], src_lang, target_lang):
+        pass
+
+
+class GPTTranslator(Translator):
     def __init__(self, prompter: str = 'base_trans', fee_limit=0.1, chunk_size=30, intercept_line=None):
         """
         :param prompter: Translate prompter, choices can be found in `prompter_map` from prompter.py.
@@ -54,6 +63,10 @@ def make_chunks(texts, chunk_size=30):
         return chunks
 
     def parse_responses(self, response):
+        """
+        Parse response from OpenAI API.
+        :return: summary, scene, translations
+        """
         content = response.choices[0].message.content
 
         try:
@@ -115,7 +128,7 @@ def translate(self, texts: Union[str, List[str]], src_lang, target_lang, audio_t
         return translations
 
 
-class MSTranslator:
+class MSTranslator(Translator):
     def __init__(self):
         self.key = os.environ['MS_TRANSLATOR_KEY']
         self.endpoint = 'https://api.cognitive.microsofttranslator.com'
@@ -130,7 +143,7 @@ def __init__(self):
             'X-ClientTraceId': str(uuid.uuid4())
         }
 
-    def translate(self, texts, src_lang, target_lang):
+    def translate(self, texts: Union[str, List[str]], src_lang, target_lang):
         params = {
             'api-version': '3.0',
             'from': src_lang,
@@ -146,3 +159,31 @@ def translate(self, texts, src_lang, target_lang):
         response = request.json()
 
         return json.dumps(response, sort_keys=True, ensure_ascii=False, indent=4, separators=(',', ': '))
+
+
+class DeepLTranslator(Translator):
+    def __init__(self):
+        self.key = os.environ['DEEPL_KEY']
+        self.translator = deepl.Translator(self.key)
+
+    def _check_limit(self, texts: List[str]):
+        usage = self.translator.get_usage()
+        char_num = sum([len(text) for text in texts])
+
+        if usage.character.count + char_num > usage.character.limit:
+            raise RuntimeError(f'This translate call would exceed DeepL character limit: {usage.character.limit}')
+
+    def translate(self, texts: Union[str, List[str]], src_lang, target_lang):
+        if not isinstance(texts, list):
+            texts = [texts]
+
+        self._check_limit(texts)
+
+        translations = self.translator.translate_text(texts, target_lang=target_lang)
+
+        if not isinstance(translations, list):
+            translations = [translations]
+
+        translations = [translation.text for translation in translations]
+
+        return translations
diff --git a/poetry.lock b/poetry.lock
index cd581af..83ab640 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -390,101 +390,101 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.0"
+version = "3.3.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [[package]]
@@ -503,13 +503,13 @@ colorama = { version = "*", markers = "platform_system == \"Windows\"" }
 
 [[package]]
 name = "cloudpathlib"
-version = "0.15.1"
+version = "0.16.0"
 description = "pathlib-style classes for cloud storage services."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -523,28 +523,28 @@ s3 = ["boto3"]
 
 [[package]]
 name = "cmake"
-version = "3.27.6"
+version = "3.27.7"
 description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -926,13 +926,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.9.2"
+version = "2023.10.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -971,18 +971,18 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.17.3"
+version = "0.18.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
-fsspec = "*"
+fsspec = ">=2023.5.0"
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1099,12 +1099,12 @@ regex = ">=2023.8.8,<2024.0.0"
 
 [[package]]
 name = "lit"
-version = "17.0.2"
+version = "17.0.3"
 description = "A Software Testing Tool"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1634,35 +1634,35 @@ PyYAML = ">=5.1.0"
 
 [[package]]
 name = "onnxruntime"
-version = "1.16.0"
+version = "1.16.1"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = "*"
 files = [
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 [package.extras]
@@ -2436,41 +2414,41 @@ numpy = ["numpy"]
 
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 ]
 
 [package.dependencies]
@@ -2484,7 +2462,6 @@ numpy = [
     { version = ">=1.19.0", markers = "python_version >= \"3.9\"" },
 ]
 packaging = ">=20.0"
-pathy = ">=0.10.0"
 preshed = ">=3.0.2,<3.1.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
 requests = ">=2.13.0,<3.0.0"
@@ -3018,13 +2995,13 @@ files = [
 
 [[package]]
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-version = "2.0.6"
+version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -3049,17 +3026,17 @@ colorama = { version = ">=0.4.6", markers = "sys_platform == \"win32\" and pytho
 
 [[package]]
 name = "weasel"
-version = "0.3.2"
+version = "0.3.3"
 description = "Weasel: A small and easy workflow system"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
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+cloudpathlib = ">=0.7.0,<0.17.0"
 confection = ">=0.0.4,<0.2.0"
 packaging = ">=20.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"