diff --git a/livekit-agents/livekit/agents/llm/_provider_format/__init__.py b/livekit-agents/livekit/agents/llm/_provider_format/__init__.py
index de676f43e3..fed1b34785 100644
--- a/livekit-agents/livekit/agents/llm/_provider_format/__init__.py
+++ b/livekit-agents/livekit/agents/llm/_provider_format/__init__.py
@@ -1,3 +1,3 @@
-from . import anthropic, aws, google, mistralai, openai
+from . import anthropic, aws, google, mistralai, openai, vllm
 
-__all__ = ["openai", "google", "aws", "anthropic", "mistralai"]
+__all__ = ["openai", "google", "aws", "anthropic", "mistralai", "vllm"]
diff --git a/livekit-agents/livekit/agents/llm/_provider_format/vllm.py b/livekit-agents/livekit/agents/llm/_provider_format/vllm.py
new file mode 100644
index 0000000000..ad583540af
--- /dev/null
+++ b/livekit-agents/livekit/agents/llm/_provider_format/vllm.py
@@ -0,0 +1,28 @@
+from __future__ import annotations
+
+from typing import Literal
+
+from livekit.agents import llm
+
+from .openai import to_chat_ctx as openai_to_chat_ctx
+
+
+def to_chat_ctx(
+    chat_ctx: llm.ChatContext,
+    *,
+    inject_dummy_user_message: bool = True,
+    dummy_user_message: str = "",
+) -> tuple[list[dict], Literal[None]]:
+    messages, _ = openai_to_chat_ctx(chat_ctx, inject_dummy_user_message=inject_dummy_user_message)
+
+    if len(messages) == 1 and messages[0]["role"] == "system":
+        messages.append({"role": "user", "content": dummy_user_message})
+    if len(messages) > 1 and messages[0]["role"] == "system" and messages[1]["role"] == "assistant":
+        messages.insert(1, {"role": "user", "content": dummy_user_message})
+    collated: list[dict] = []
+    for msg in messages:
+        if len(collated) > 0 and collated[-1]["role"] == msg["role"]:
+            collated[-1]["content"] += " " + msg["content"]
+        else:
+            collated.append(msg)
+    return collated, None
diff --git a/livekit-agents/livekit/agents/llm/chat_context.py b/livekit-agents/livekit/agents/llm/chat_context.py
index 9a4a940327..054c3b66f7 100644
--- a/livekit-agents/livekit/agents/llm/chat_context.py
+++ b/livekit-agents/livekit/agents/llm/chat_context.py
@@ -407,12 +407,17 @@ def to_provider_format(
         self, format: Literal["mistralai"], *, inject_dummy_user_message: bool = True
     ) -> tuple[list[dict], Literal[None]]: ...
 
+    @overload
+    def to_provider_format(
+        self, format: Literal["vllm"], *, inject_dummy_user_message: bool = True
+    ) -> tuple[list[dict], Literal[None]]: ...
+
     @overload
     def to_provider_format(self, format: str, **kwargs: Any) -> tuple[list[dict], Any]: ...
 
     def to_provider_format(
         self,
-        format: Literal["openai", "google", "aws", "anthropic", "mistralai"] | str,
+        format: Literal["openai", "google", "aws", "anthropic", "mistralai", "vllm"] | str,
         *,
         inject_dummy_user_message: bool = True,
         **kwargs: Any,
@@ -437,6 +442,8 @@ def to_provider_format(
             return _provider_format.anthropic.to_chat_ctx(self, **kwargs)
         elif format == "mistralai":
             return _provider_format.mistralai.to_chat_ctx(self, **kwargs)
+        elif format == "vllm":
+            return _provider_format.vllm.to_chat_ctx(self, **kwargs)
         else:
             raise ValueError(f"Unsupported provider format: {format}")