diff --git a/sgl-router/src/tool_parser/mod.rs b/sgl-router/src/tool_parser/mod.rs
index ae0e66ca4..dad9c23b5 100644
--- a/sgl-router/src/tool_parser/mod.rs
+++ b/sgl-router/src/tool_parser/mod.rs
@@ -24,4 +24,6 @@ pub use traits::{PartialJsonParser, ToolParser};
 pub use types::{FunctionCall, PartialToolCall, StreamResult, TokenConfig, ToolCall};
 
 // Re-export parsers for convenience
-pub use parsers::{JsonParser, LlamaParser, MistralParser, PythonicParser, QwenParser};
+pub use parsers::{
+    DeepSeekParser, JsonParser, LlamaParser, MistralParser, PythonicParser, QwenParser,
+};
diff --git a/sgl-router/src/tool_parser/parsers/deepseek_parser.rs b/sgl-router/src/tool_parser/parsers/deepseek_parser.rs
new file mode 100644
index 000000000..5e467bf2b
--- /dev/null
+++ b/sgl-router/src/tool_parser/parsers/deepseek_parser.rs
@@ -0,0 +1,277 @@
+use async_trait::async_trait;
+use regex::Regex;
+use serde_json::Value;
+
+use crate::tool_parser::{
+    errors::{ToolParserError, ToolParserResult},
+    partial_json::PartialJson,
+    state::ParseState,
+    traits::ToolParser,
+    types::{FunctionCall, StreamResult, ToolCall},
+};
+
+/// DeepSeek V3 format parser for tool calls
+///
+/// Handles the DeepSeek V3 specific format that uses Unicode tokens:
+/// `<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>{name}\n```json\n{args}\n```<｜tool▁call▁end｜><｜tool▁calls▁end｜>`
+///
+/// Features:
+/// - Unicode token delimiters
+/// - JSON arguments in code blocks
+/// - Support for multiple sequential tool calls
+pub struct DeepSeekParser {
+    /// Parser for handling incomplete JSON during streaming
+    partial_json: PartialJson,
+    /// Regex for extracting complete tool calls
+    tool_call_extractor: Regex,
+    /// Regex for extracting function details
+    func_detail_extractor: Regex,
+}
+
+impl DeepSeekParser {
+    /// Create a new DeepSeek parser
+    pub fn new() -> Self {
+        // Use (?s) flag for DOTALL mode to handle newlines
+        let tool_call_pattern = r"(?s)<｜tool▁call▁begin｜>.*?<｜tool▁call▁end｜>";
+        let tool_call_extractor = Regex::new(tool_call_pattern).expect("Valid regex pattern");
+
+        let func_detail_pattern = r"(?s)<｜tool▁call▁begin｜>(.*?)<｜tool▁sep｜>(.*?)\n```json\n(.*?)\n```<｜tool▁call▁end｜>";
+        let func_detail_extractor = Regex::new(func_detail_pattern).expect("Valid regex pattern");
+
+        Self {
+            partial_json: PartialJson::default(),
+            tool_call_extractor,
+            func_detail_extractor,
+        }
+    }
+
+    /// Check if text contains DeepSeek tool markers
+    fn has_tool_markers(&self, text: &str) -> bool {
+        text.contains("<｜tool▁calls▁begin｜>")
+    }
+
+    /// Extract all tool call blocks from text
+    fn extract_tool_calls<'a>(&self, text: &'a str) -> Vec<&'a str> {
+        self.tool_call_extractor
+            .find_iter(text)
+            .map(|m| m.as_str())
+            .collect()
+    }
+
+    /// Parse a single tool call block
+    fn parse_tool_call(&self, block: &str) -> ToolParserResult<Option<ToolCall>> {
+        if let Some(captures) = self.func_detail_extractor.captures(block) {
+            // Get function type (should be "function")
+            let func_type = captures.get(1).map_or("", |m| m.as_str());
+            if func_type != "function" {
+                return Ok(None);
+            }
+
+            // Get function name
+            let func_name = captures.get(2).map_or("", |m| m.as_str()).trim();
+
+            // Get JSON arguments
+            let json_args = captures.get(3).map_or("{}", |m| m.as_str()).trim();
+
+            // Parse JSON arguments
+            match serde_json::from_str::<Value>(json_args) {
+                Ok(value) => {
+                    // Create arguments object
+                    let args = if value.is_object() {
+                        value
+                    } else {
+                        // If not an object, wrap it
+                        serde_json::json!({ "value": value })
+                    };
+
+                    let arguments = serde_json::to_string(&args)
+                        .map_err(|e| ToolParserError::ParsingFailed(e.to_string()))?;
+
+                    // Generate ID
+                    let id = format!("deepseek_call_{}", uuid::Uuid::new_v4());
+
+                    Ok(Some(ToolCall {
+                        id,
+                        r#type: "function".to_string(),
+                        function: FunctionCall {
+                            name: func_name.to_string(),
+                            arguments,
+                        },
+                    }))
+                }
+                Err(_) => Ok(None),
+            }
+        } else {
+            Ok(None)
+        }
+    }
+}
+
+impl Default for DeepSeekParser {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+#[async_trait]
+impl ToolParser for DeepSeekParser {
+    async fn parse_complete(&self, text: &str) -> ToolParserResult<Vec<ToolCall>> {
+        // Check if text contains DeepSeek format
+        if !self.has_tool_markers(text) {
+            return Ok(vec![]);
+        }
+
+        // Extract all tool call blocks
+        let tool_blocks = self.extract_tool_calls(text);
+        let mut tools = Vec::new();
+
+        for block in tool_blocks {
+            if let Some(tool) = self.parse_tool_call(block)? {
+                tools.push(tool);
+            }
+        }
+
+        Ok(tools)
+    }
+
+    async fn parse_incremental(
+        &self,
+        chunk: &str,
+        state: &mut ParseState,
+    ) -> ToolParserResult<StreamResult> {
+        state.buffer.push_str(chunk);
+
+        // Check for tool markers
+        if !self.has_tool_markers(&state.buffer) {
+            // No markers found, return as incomplete
+            return Ok(StreamResult::Incomplete);
+        }
+
+        // Look for start of tool calls
+        if let Some(start_pos) = state.buffer.find("<｜tool▁calls▁begin｜>") {
+            // Look for individual tool call start
+            let search_from = start_pos + "<｜tool▁calls▁begin｜>".len();
+            if let Some(call_start) = state.buffer[search_from..].find("<｜tool▁call▁begin｜>")
+            {
+                let call_start_abs = search_from + call_start;
+
+                // Look for the end of this tool call
+                let search_end_from = call_start_abs + "<｜tool▁call▁begin｜>".len();
+                if let Some(call_end) = state.buffer[search_end_from..].find("<｜tool▁call▁end｜>")
+                {
+                    let call_end_abs = search_end_from + call_end + "<｜tool▁call▁end｜>".len();
+
+                    // Extract and parse the complete tool call
+                    let tool_call_text = &state.buffer[call_start_abs..call_end_abs];
+
+                    if let Some(tool) = self.parse_tool_call(tool_call_text)? {
+                        // Remove the processed part from buffer
+                        state.buffer.drain(..call_end_abs);
+
+                        return Ok(StreamResult::ToolComplete(tool));
+                    }
+                } else {
+                    // Tool call not complete yet, try to extract partial info
+                    let partial = &state.buffer[search_end_from..];
+
+                    // Try to extract function name
+                    if let Some(sep_pos) = partial.find("<｜tool▁sep｜>") {
+                        if let Some(_func_start) = partial[..sep_pos].rfind("function") {
+                            // We have the function type marker
+                            let after_sep = &partial[sep_pos + "<｜tool▁sep｜>".len()..];
+
+                            // Look for function name (ends at newline before ```json)
+                            if let Some(name_end) = after_sep.find("\n```json\n") {
+                                let func_name = after_sep[..name_end].trim();
+
+                                if !state.in_string {
+                                    state.in_string = true; // Mark name as sent
+                                    return Ok(StreamResult::ToolName {
+                                        index: 0,
+                                        name: func_name.to_string(),
+                                    });
+                                }
+
+                                // Try to extract partial arguments
+                                let args_start = name_end + "\n```json\n".len();
+                                let partial_args = &after_sep[args_start..];
+
+                                // Check if we can parse partial JSON
+                                if !partial_args.is_empty() {
+                                    match self.partial_json.parse_value(partial_args) {
+                                        Ok((value, _consumed)) => {
+                                            let args_str = serde_json::to_string(&value)
+                                                .unwrap_or_else(|_| "{}".to_string());
+
+                                            return Ok(StreamResult::ToolArguments {
+                                                index: 0,
+                                                arguments: args_str,
+                                            });
+                                        }
+                                        Err(_) => {
+                                            // Can't parse yet, keep buffering
+                                        }
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+
+        Ok(StreamResult::Incomplete)
+    }
+
+    fn detect_format(&self, text: &str) -> bool {
+        self.has_tool_markers(text)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn test_parse_deepseek_single_tool() {
+        let parser = DeepSeekParser::new();
+        let input = r#"Some text
+<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Tokyo", "units": "celsius"}
+```<｜tool▁call▁end｜><｜tool▁calls▁end｜>More text"#;
+
+        let result = parser.parse_complete(input).await.unwrap();
+        assert_eq!(result.len(), 1);
+        assert_eq!(result[0].function.name, "get_weather");
+        assert!(result[0].function.arguments.contains("Tokyo"));
+    }
+
+    #[tokio::test]
+    async fn test_parse_deepseek_multiple_tools() {
+        let parser = DeepSeekParser::new();
+        let input = r#"<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Tokyo"}
+```<｜tool▁call▁end｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Paris"}
+```<｜tool▁call▁end｜><｜tool▁calls▁end｜>"#;
+
+        let result = parser.parse_complete(input).await.unwrap();
+        assert_eq!(result.len(), 2);
+        assert_eq!(result[0].function.name, "get_weather");
+        assert_eq!(result[1].function.name, "get_weather");
+        assert!(result[0].function.arguments.contains("Tokyo"));
+        assert!(result[1].function.arguments.contains("Paris"));
+    }
+
+    #[test]
+    fn test_detect_format() {
+        let parser = DeepSeekParser::new();
+        assert!(parser.detect_format("<｜tool▁calls▁begin｜>"));
+        assert!(!parser.detect_format("plain text"));
+        assert!(!parser.detect_format("[TOOL_CALLS]"));
+    }
+}
diff --git a/sgl-router/src/tool_parser/parsers/mod.rs b/sgl-router/src/tool_parser/parsers/mod.rs
index a5c2b0c28..1166b70d1 100644
--- a/sgl-router/src/tool_parser/parsers/mod.rs
+++ b/sgl-router/src/tool_parser/parsers/mod.rs
@@ -3,12 +3,16 @@
 /// This module contains concrete parser implementations for various model-specific
 /// tool/function call formats.
 // Individual parser modules
+pub mod deepseek_parser;
 pub mod json_parser;
 pub mod llama_parser;
 pub mod mistral_parser;
 pub mod pythonic_parser;
 pub mod qwen_parser;
 
+// Re-export parser types for convenience
+pub use deepseek_parser::DeepSeekParser;
+
 pub use json_parser::JsonParser;
 pub use llama_parser::LlamaParser;
 pub use mistral_parser::MistralParser;
diff --git a/sgl-router/src/tool_parser/registry.rs b/sgl-router/src/tool_parser/registry.rs
index 078d1c49d..e29c6c136 100644
--- a/sgl-router/src/tool_parser/registry.rs
+++ b/sgl-router/src/tool_parser/registry.rs
@@ -1,5 +1,5 @@
 use crate::tool_parser::parsers::{
-    JsonParser, LlamaParser, MistralParser, PythonicParser, QwenParser,
+    DeepSeekParser, JsonParser, LlamaParser, MistralParser, PythonicParser, QwenParser,
 };
 use crate::tool_parser::traits::ToolParser;
 use std::collections::HashMap;
@@ -110,6 +110,9 @@ impl ParserRegistry {
 
         // Llama parser - <|python_tag|>{...} or plain JSON format
         self.register_parser("llama", Arc::new(LlamaParser::new()));
+
+        // DeepSeek V3 parser - Unicode tokens with JSON blocks
+        self.register_parser("deepseek", Arc::new(DeepSeekParser::new()));
     }
 
     /// Register default model mappings
@@ -141,7 +144,11 @@ impl ParserRegistry {
         self.map_model("llama-*", "json");
         self.map_model("meta-llama-*", "json");
 
-        // DeepSeek models - DeepSeek v3 would need custom parser, v2 uses pythonic
+        // DeepSeek models
+        // DeepSeek V3 uses custom Unicode token format
+        self.map_model("deepseek-v3*", "deepseek");
+        self.map_model("deepseek-ai/DeepSeek-V3*", "deepseek");
+        // DeepSeek V2 uses pythonic format
         self.map_model("deepseek-*", "pythonic");
 
         // Other models default to JSON
diff --git a/sgl-router/tests/tool_parser_deepseek.rs b/sgl-router/tests/tool_parser_deepseek.rs
new file mode 100644
index 000000000..45168c13e
--- /dev/null
+++ b/sgl-router/tests/tool_parser_deepseek.rs
@@ -0,0 +1,183 @@
+//! DeepSeek V3 Parser Integration Tests
+
+use sglang_router_rs::tool_parser::{DeepSeekParser, ParseState, StreamResult, ToolParser};
+
+#[tokio::test]
+async fn test_deepseek_complete_parsing() {
+    let parser = DeepSeekParser::new();
+
+    // Test single tool call
+    let input = r#"Let me help you with that.
+<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Tokyo", "units": "celsius"}
+```<｜tool▁call▁end｜><｜tool▁calls▁end｜>
+The weather in Tokyo is..."#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    assert_eq!(result.len(), 1);
+    assert_eq!(result[0].function.name, "get_weather");
+
+    // Verify arguments
+    let args: serde_json::Value = serde_json::from_str(&result[0].function.arguments).unwrap();
+    assert_eq!(args["location"], "Tokyo");
+    assert_eq!(args["units"], "celsius");
+}
+
+#[tokio::test]
+async fn test_deepseek_multiple_tools() {
+    let parser = DeepSeekParser::new();
+
+    let input = r#"<｜tool▁calls▁begin｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>search
+```json
+{"query": "rust programming"}
+```<｜tool▁call▁end｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>translate
+```json
+{"text": "Hello World", "to": "ja"}
+```<｜tool▁call▁end｜>
+<｜tool▁calls▁end｜>"#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    assert_eq!(result.len(), 2);
+    assert_eq!(result[0].function.name, "search");
+    assert_eq!(result[1].function.name, "translate");
+}
+
+#[tokio::test]
+async fn test_deepseek_streaming() {
+    let parser = DeepSeekParser::new();
+    let mut state = ParseState::new();
+
+    // Simulate streaming chunks
+    let chunks = vec![
+        "<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>",
+        "function<｜tool▁sep｜>get_weather\n",
+        "```json\n",
+        r#"{"location": "#,
+        r#""Beijing", "#,
+        r#""units": "metric"}"#,
+        "\n```<｜tool▁call▁end｜><｜tool▁calls▁end｜>",
+    ];
+
+    let mut found_name = false;
+    let mut found_complete = false;
+
+    for chunk in chunks {
+        let result = parser.parse_incremental(chunk, &mut state).await.unwrap();
+
+        match result {
+            StreamResult::ToolName { name, .. } => {
+                assert_eq!(name, "get_weather");
+                found_name = true;
+            }
+            StreamResult::ToolComplete(tool) => {
+                assert_eq!(tool.function.name, "get_weather");
+                found_complete = true;
+            }
+            _ => {}
+        }
+    }
+
+    assert!(found_name || found_complete);
+}
+
+#[tokio::test]
+async fn test_deepseek_nested_json() {
+    let parser = DeepSeekParser::new();
+
+    let input = r#"<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>process
+```json
+{
+    "data": {
+        "nested": {
+            "deep": [1, 2, 3]
+        }
+    }
+}
+```<｜tool▁call▁end｜><｜tool▁calls▁end｜>"#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    assert_eq!(result.len(), 1);
+    assert_eq!(result[0].function.name, "process");
+
+    let args: serde_json::Value = serde_json::from_str(&result[0].function.arguments).unwrap();
+    assert!(args["data"]["nested"]["deep"].is_array());
+}
+
+#[test]
+fn test_deepseek_format_detection() {
+    let parser = DeepSeekParser::new();
+
+    // Should detect DeepSeek format
+    assert!(parser.detect_format("<｜tool▁calls▁begin｜>"));
+    assert!(parser.detect_format("text with <｜tool▁calls▁begin｜> marker"));
+
+    // Should not detect other formats
+    assert!(!parser.detect_format("[TOOL_CALLS]"));
+    assert!(!parser.detect_format("<tool_call>"));
+    assert!(!parser.detect_format("plain text"));
+}
+
+#[tokio::test]
+async fn test_deepseek_malformed_json_handling() {
+    let parser = DeepSeekParser::new();
+
+    // Malformed JSON should be skipped
+    let input = r#"<｜tool▁calls▁begin｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>broken
+```json
+{invalid json}
+```<｜tool▁call▁end｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>valid
+```json
+{"key": "value"}
+```<｜tool▁call▁end｜>
+<｜tool▁calls▁end｜>"#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    // Only the valid tool call should be parsed
+    assert_eq!(result.len(), 1);
+    assert_eq!(result[0].function.name, "valid");
+}
+
+#[tokio::test]
+async fn test_normal_text_extraction() {
+    let parser = DeepSeekParser::new();
+
+    // Python extracts text before tool calls as normal_text
+    let input = r#"Let me help you with that.
+<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Tokyo"}
+```<｜tool▁call▁end｜><｜tool▁calls▁end｜>"#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    assert_eq!(result.len(), 1);
+    assert_eq!(result[0].function.name, "get_weather");
+
+    // TODO: Verify normal text extraction when parser returns it
+    // In Python: normal_text = "Let me help you with that."
+}
+
+#[tokio::test]
+async fn test_multiple_tool_calls() {
+    let parser = DeepSeekParser::new();
+
+    let input = r#"<｜tool▁calls▁begin｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Tokyo"}
+```<｜tool▁call▁end｜>
+<｜tool▁call▁begin｜>function<｜tool▁sep｜>get_weather
+```json
+{"location": "Paris"}
+```<｜tool▁call▁end｜>
+<｜tool▁calls▁end｜><｜end▁of▁sentence｜>"#;
+
+    let result = parser.parse_complete(input).await.unwrap();
+    assert_eq!(result.len(), 2);
+    assert_eq!(result[0].function.name, "get_weather");
+    assert_eq!(result[1].function.name, "get_weather");
+}