diff --git a/.env.example b/.env.example
index 89bb6b4..3c17dc0 100644
--- a/.env.example
+++ b/.env.example
@@ -35,6 +35,7 @@ TAVILY_API_KEY=tvly-xxx
 # RAGFLOW_API_URL="http://localhost:9388"
 # RAGFLOW_API_KEY="ragflow-xxx"
 # RAGFLOW_RETRIEVAL_SIZE=10
+# RAGFLOW_CROSS_LANGUAGES=English,Chinese,Spanish,French,German,Japanese,Korean # Optional. To use RAGFlow's cross-language search, please separate each language with a single comma
 
 # Optional, volcengine TTS for generating podcast
 VOLCENGINE_TTS_APPID=xxx
diff --git a/README.md b/README.md
index 5973ea5..5324e2c 100644
--- a/README.md
+++ b/README.md
@@ -184,6 +184,7 @@ DeerFlow support private knowledgebase such as ragflow and vikingdb, so that you
    RAGFLOW_API_URL="http://localhost:9388"
    RAGFLOW_API_KEY="ragflow-xxx"
    RAGFLOW_RETRIEVAL_SIZE=10
+   RAGFLOW_CROSS_LANGUAGES=English,Chinese,Spanish,French,German,Japanese,Korean
    ```
 
 ## Features
diff --git a/src/rag/ragflow.py b/src/rag/ragflow.py
index 529ff2c..ecb791e 100644
--- a/src/rag/ragflow.py
+++ b/src/rag/ragflow.py
@@ -4,6 +4,7 @@
 import os
 import requests
 from src.rag.retriever import Chunk, Document, Resource, Retriever
+from typing import List, Optional
 from urllib.parse import urlparse
 
 
@@ -15,6 +16,7 @@ class RAGFlowProvider(Retriever):
     api_url: str
     api_key: str
     page_size: int = 10
+    cross_languages: Optional[List[str]] = None
 
     def __init__(self):
         api_url = os.getenv("RAGFLOW_API_URL")
@@ -31,6 +33,11 @@ class RAGFlowProvider(Retriever):
         if page_size:
             self.page_size = int(page_size)
 
+        self.cross_languages = None
+        cross_languages = os.getenv("RAGFLOW_CROSS_LANGUAGES")
+        if cross_languages:
+            self.cross_languages = cross_languages.split(",")
+
     def query_relevant_documents(
         self, query: str, resources: list[Resource] = []
     ) -> list[Document]:
@@ -55,6 +62,9 @@ class RAGFlowProvider(Retriever):
             "page_size": self.page_size,
         }
 
+        if self.cross_languages:
+            payload["cross_languages"] = self.cross_languages
+
         response = requests.post(
             f"{self.api_url}/api/v1/retrieval", headers=headers, json=payload
         )
diff --git a/tests/unit/rag/test_ragflow.py b/tests/unit/rag/test_ragflow.py
index b5310ad..42b04de 100644
--- a/tests/unit/rag/test_ragflow.py
+++ b/tests/unit/rag/test_ragflow.py
@@ -68,6 +68,14 @@ def test_init_page_size(monkeypatch):
     assert provider.page_size == 5
 
 
+def test_init_cross_language(monkeypatch):
+    monkeypatch.setenv("RAGFLOW_API_URL", "http://api")
+    monkeypatch.setenv("RAGFLOW_API_KEY", "key")
+    monkeypatch.setenv("RAGFLOW_CROSS_LANGUAGES", "lang1,lang2")
+    provider = RAGFlowProvider()
+    assert provider.cross_languages == ["lang1", "lang2"]
+
+
 def test_init_missing_env(monkeypatch):
     monkeypatch.delenv("RAGFLOW_API_URL", raising=False)
     monkeypatch.setenv("RAGFLOW_API_KEY", "key")