@@ -482,7 +482,7 @@ Each handler package must export a **factory function** that:
 - Initializes any provider-specific resources.
 - Returns the handler callable with `provides_for` attached via `create_handler`.
 
-The naming convention is `create_<provider>_handler()`. For example: `create_claude_agents_handler()`, `create_openai_agent_handler()`.
+The naming convention is `create_<provider>_handler()`. For example: `create_claude_agents_handler()`, `create_openai_agents_handler()`.
 
 **Always use `create_handler` to build and return the handler.**
 
 
@@ -183,7 +183,7 @@ Returns a `ConfigInstance` with `.invoke(user_input, context, variables?)` and `
 import asyncio
 from launchdarkly_ai_server import config, create_handler, shutdown
 from launchdarkly_ai_openai_messages import create_openai_messages_handler
-from launchdarkly_ai_openai_agents import create_openai_agent_handler
+from launchdarkly_ai_openai_agents import create_openai_agents_handler
 from launchdarkly_ai_claude_agents import create_claude_agents_handler
 from launchdarkly_ai_claude_messages import create_claude_messages_handler
 
@@ -208,7 +208,7 @@ router = config(
     tool_handlers={"search": lambda q: "..."},
     handler=[
         create_openai_messages_handler(),
-        create_openai_agent_handler(),
+        create_openai_agents_handler(),
         create_claude_agents_handler(),
         create_claude_messages_handler(),
     ],
@@ -457,10 +457,10 @@ You can call `register()` more than once to add handlers or tools incrementally.
 ```python
 from launchdarkly_ai_server import Registry
 from launchdarkly_ai_openai_messages import create_openai_messages_handler
-from launchdarkly_ai_openai_agents import create_openai_agent_handler
+from launchdarkly_ai_openai_agents import create_openai_agents_handler
 
 openai_registry = Registry(
-    handlers=[create_openai_messages_handler(), create_openai_agent_handler()],
+    handlers=[create_openai_messages_handler(), create_openai_agents_handler()],
     tools={"get-prefs": get_preferences_fn},
 )
 ```
 
@@ -19,15 +19,15 @@
 from launchdarkly_ai_claude_messages import create_claude_messages_handler
 from launchdarkly_ai_langchain_agents import create_langchain_agents_handler
 from launchdarkly_ai_langchain_messages import create_langchain_messages_handler
-from launchdarkly_ai_openai_agents import create_openai_agent_handler
+from launchdarkly_ai_openai_agents import create_openai_agents_handler
 from launchdarkly_ai_openai_messages import create_openai_messages_handler
 from launchdarkly_ai_server import global_registry
 from launchdarkly_ai_typesafe import create_typesafe_handler
 
 global_registry.register(
     handlers=[
         create_openai_messages_handler(),
-        create_openai_agent_handler(),
+        create_openai_agents_handler(),
         create_claude_agents_handler(),
         create_claude_messages_handler(),
         create_langchain_messages_handler(),
 
@@ -314,7 +314,7 @@ The primary entry point for AI config invocations. Accepts either a single handl
 import asyncio
 from launchdarkly_ai_server import config, shutdown
 from launchdarkly_ai_openai_messages import create_openai_messages_handler
-from launchdarkly_ai_openai_agents import create_openai_agent_handler
+from launchdarkly_ai_openai_agents import create_openai_agents_handler
 from launchdarkly_ai_claude_agents import create_claude_agents_handler
 
 # Single handler — must match the flag variation's provider+mode, or raises.
@@ -339,7 +339,7 @@ async def main():
         tool_handlers={"search": search_fn},
         handler=[
             create_openai_messages_handler(),  # provides_for: ["OpenAI", "messages"]
-            create_openai_agent_handler(),     # provides_for: ["OpenAI", "agent"]
+            create_openai_agents_handler(),    # provides_for: ["OpenAI", "agent"]
             create_claude_agents_handler(),    # provides_for: ["Anthropic", "agent"]
         ],
     )
 
@@ -19,12 +19,12 @@ Set `OPENAI_API_KEY` in your environment (the OpenAI SDK reads it automatically)
 ```python
 import asyncio
 from launchdarkly_ai_server import config, shutdown
-from launchdarkly_ai_openai_agents import create_openai_agent_handler
+from launchdarkly_ai_openai_agents import create_openai_agents_handler
 
 async def main():
     result = await config(
         key="my-ai-config-flag",
-        handler=create_openai_agent_handler(),
+        handler=create_openai_agents_handler(),
         tool_handlers={"search": lambda q: "..."},
     ).invoke("Summarize today's changelog", {"kind": "user", "key": "user-123"})
 
@@ -60,7 +60,7 @@ asyncio.run(main())
 
 ### Agent graphs — `openai_graph()`
 
-Runs a LaunchDarkly agent graph with the OpenAI agent handler pre-bound. Equivalent to calling the base `graph()` with `handlers=[create_openai_agent_handler()]`. See the [core client docs](https://github.com/launchdarkly/python-ai-sdk/blob/main/packages/client/README.md#graphkey-options) for the full `graph()` API.
+Runs a LaunchDarkly agent graph with the OpenAI agent handler pre-bound. Equivalent to calling the base `graph()` with `handlers=[create_openai_agents_handler()]`. See the [core client docs](https://github.com/launchdarkly/python-ai-sdk/blob/main/packages/client/README.md#graphkey-options) for the full `graph()` API.
 
 ```python
 import asyncio
 
@@ -39,9 +39,9 @@ That means the LaunchDarkly flag variation must have `provider.name == "OpenAI"`
 
 ```python
 # Factory — returns a ProviderHandler with provides_for attached
-def create_openai_agent_handler() -> ProviderHandler: ...
+def create_openai_agents_handler() -> ProviderHandler: ...
 
-# Convenience wrapper — equivalent to config(key=config_key, handler=create_openai_agent_handler()).invoke(user_input, context)
+# Convenience wrapper — equivalent to config(key=config_key, handler=create_openai_agents_handler()).invoke(user_input, context)
 def openai_agents(config_key: str, user_input: str, context: dict, **kwargs) -> ProviderResponse: ...
 
 # Graph convenience wrapper
 
@@ -1,6 +1,6 @@
 # Public API of launchdarkly_ai_openai_agents. Generated by `make api-report`; do not edit.
 build_output_type(output_format: dict[str, Any] | None) -> dict[str, Any] | None
-create_openai_agent_handler(*, capture_content: bool | None = None) -> ProviderHandler
+create_openai_agents_handler(*, capture_content: bool | None = None) -> ProviderHandler
 openai_agents(config_key: str, user_input: str, context: LDContext, **kwargs: Any) -> Any
 openai_graph(key: str, **options: Any) -> Any
 to_openai_agents(def_promise: Any, opts: dict[str, Any] | None = None) -> Any
@@ -8,13 +8,13 @@
 from . import native_graph  # noqa: F401
 from ._version import PACKAGE_NAME, __version__
 from .graph import openai_graph
-from .handler import create_openai_agent_handler, openai_agents
+from .handler import create_openai_agents_handler, openai_agents
 from .native_graph import to_openai_agents
 from .utils import build_output_type
 
 __all__ = [
     "build_output_type",
-    "create_openai_agent_handler",
+    "create_openai_agents_handler",
     "openai_agents",
     "openai_graph",
     "to_openai_agents",
 
@@ -4,7 +4,7 @@
 
 from typing import Any
 
-from launchdarkly_ai_openai_agents.handler import _create_openai_agent_handler
+from launchdarkly_ai_openai_agents.handler import _create_openai_agents_handler
 from launchdarkly_ai_server import _graph, report_usage
 
 from ._version import PACKAGE_NAME, __version__
@@ -14,8 +14,8 @@ def openai_graph(key: str, **options: Any) -> Any:
     """
     Runs an agent graph with the OpenAI agent handler pre-bound.
 
-    Equivalent to ``graph(key, handlers=[create_openai_agent_handler()], **options)``.
+    Equivalent to ``graph(key, handlers=[create_openai_agents_handler()], **options)``.
     Use the base ``graph()`` directly for multi-provider graphs.
     """
     report_usage("openai-agents.openaiGraph", PACKAGE_NAME, __version__)
-    return _graph(key, handlers=[_create_openai_agent_handler()], **options)
+    return _graph(key, handlers=[_create_openai_agents_handler()], **options)
@@ -646,7 +646,7 @@ def _usage_from_error(error: BaseException) -> SpanUsage | None:
     return to_span_usage(usage)
 
 
-def create_openai_agent_handler(
+def create_openai_agents_handler(
     *, capture_content: bool | None = None
 ) -> ProviderHandler:
     """Creates a ``ProviderHandler`` for OpenAI via the openai-agents SDK.
@@ -658,13 +658,13 @@ def create_openai_agent_handler(
     models, token counts, timings and tool names, until capture is turned on.
     """
     report_usage("openai-agents.createOpenAIAgentHandler", PACKAGE_NAME, __version__)
-    return _create_openai_agent_handler(capture_content=capture_content)
+    return _create_openai_agents_handler(capture_content=capture_content)
 
 
-def _create_openai_agent_handler(
+def _create_openai_agents_handler(
     *, capture_content: bool | None = None
 ) -> ProviderHandler:
-    """Non-reporting :func:`create_openai_agent_handler`, used by this package's wrappers."""
+    """Non-reporting :func:`create_openai_agents_handler`, used by this package's wrappers."""
     content_override = capture_content
 
     async def _call_impl(
@@ -943,6 +943,6 @@ def openai_agents(
     capture_content = kwargs.pop("capture_content", None)
     return _config(
         key=config_key,
-        handler=_create_openai_agent_handler(capture_content=capture_content),
+        handler=_create_openai_agents_handler(capture_content=capture_content),
         **kwargs,
     ).invoke(user_input, context, variables=variables)