Co-authored-by: Chang Su <chang.s.su@oracle.com> Co-authored-by: Simo Lin <linsimo.mark@gmail.com>
357 lines
13 KiB
Python
357 lines
13 KiB
Python
"""
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MCP (Model Context Protocol) tests for Response API.
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Tests MCP tool calling in both streaming and non-streaming modes.
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These tests should work across all backends that support MCP (OpenAI, XAI).
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"""
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import json
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import time
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import pytest
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@pytest.mark.parametrize(
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"setup_backend", ["openai", "grpc", "grpc_harmony"], indirect=True
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)
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class TestMcp:
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"""Tests for MCP tool calling in both streaming and non-streaming modes."""
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# Class attribute to control validation strictness
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# Subclasses can override this to enable strict validation
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mcp_validation_mode = "relaxed"
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# Shared constants for MCP tests
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BRAVE_MCP_TOOL = {
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"type": "mcp",
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"server_label": "brave",
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"server_description": "A Tool to do web search",
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"server_url": "http://localhost:8001/sse",
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"require_approval": "never",
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}
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MCP_TEST_PROMPT = (
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"show me some news about sglang router, use the tool to just search "
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"one result and return one sentence response"
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)
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SYSTEM_DIAGNOSTICS_FUNCTION = {
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"type": "function",
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"name": "get_system_diagnostics",
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"description": "Retrieve real-time diagnostics for a spacecraft system.",
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"parameters": {
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"type": "object",
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"properties": {
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"system_name": {
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"type": "string",
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"description": "Name of the spacecraft system to query. "
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"Example: 'Astra-7 Core Reactor'.",
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}
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},
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"required": ["system_name"],
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},
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}
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def test_mcp_basic_tool_call(self, setup_backend):
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"""Test basic MCP tool call (non-streaming).
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Validation strictness is controlled by parameter `backend` from setup_backend fixture.
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Set to "strict" if backend is http.
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"""
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backend, model, client = setup_backend
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# To avoid being rate-limited by brave search server
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time.sleep(2)
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resp = client.responses.create(
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model=model,
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input=self.MCP_TEST_PROMPT,
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tools=[self.BRAVE_MCP_TOOL],
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stream=False,
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reasoning={"effort": "low"},
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)
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# Should successfully make the request
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assert resp.error is None
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# Basic response structure
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assert resp.id is not None
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assert resp.status == "completed"
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assert resp.model is not None
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assert resp.output is not None
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# Verify output array is not empty
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assert len(resp.output_text) > 0
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# Check for MCP-specific output types
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output_types = [item.type for item in resp.output]
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# Should have mcp_list_tools - tools are listed before calling
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assert (
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"mcp_list_tools" in output_types
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), "Response should contain mcp_list_tools"
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# Should have at least one mcp_call
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mcp_calls = [item for item in resp.output if item.type == "mcp_call"]
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assert len(mcp_calls) > 0, "Response should contain at least one mcp_call"
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# Verify mcp_call structure
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for mcp_call in mcp_calls:
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assert mcp_call.id is not None
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assert mcp_call.error is None
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assert mcp_call.status == "completed"
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assert mcp_call.server_label == "brave"
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assert mcp_call.name is not None
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assert mcp_call.arguments is not None
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assert mcp_call.output is not None
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# Strict mode: additional validation for HTTP backends
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if backend == "openai":
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# Should have final message output
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messages = [item for item in resp.output if item.type == "message"]
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assert len(messages) > 0, "Response should contain at least one message"
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# Verify message structure
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for msg in messages:
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assert msg.content is not None
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assert isinstance(msg.content, list)
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# Check content has text
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for content_item in msg.content:
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if content_item.type == "output_text":
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assert content_item.text is not None
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assert isinstance(content_item.text, str)
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assert len(content_item.text) > 0
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def test_mcp_basic_tool_call_streaming(self, setup_backend):
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"""Test basic MCP tool call (streaming).
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Validation strictness is controlled by the class attribute `mcp_validation_mode`.
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Set to "strict" in subclasses for additional HTTP-specific validation.
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"""
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backend, model, client = setup_backend
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# To avoid being rate-limited by brave search server
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time.sleep(2)
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resp = client.responses.create(
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model=model,
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input=self.MCP_TEST_PROMPT,
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tools=[self.BRAVE_MCP_TOOL],
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stream=True,
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reasoning={"effort": "low"},
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)
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# Should successfully make the request
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events = [event for event in resp]
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assert len(events) > 0
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event_types = [event.type for event in events]
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# Check for lifecycle events
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assert "response.created" in event_types, "Should have response.created event"
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assert (
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"response.completed" in event_types
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), "Should have response.completed event"
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# Check for MCP list tools events
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assert (
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"response.output_item.added" in event_types
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), "Should have output_item.added events"
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assert (
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"response.mcp_list_tools.in_progress" in event_types
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), "Should have mcp_list_tools.in_progress event"
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assert (
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"response.mcp_list_tools.completed" in event_types
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), "Should have mcp_list_tools.completed event"
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# Check for MCP call events
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assert (
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"response.mcp_call.in_progress" in event_types
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), "Should have mcp_call.in_progress event"
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assert (
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"response.mcp_call_arguments.delta" in event_types
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), "Should have mcp_call_arguments.delta event"
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assert (
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"response.mcp_call_arguments.done" in event_types
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), "Should have mcp_call_arguments.done event"
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assert (
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"response.mcp_call.completed" in event_types
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), "Should have mcp_call.completed event"
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# Verify final completed event has full response
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completed_events = [e for e in events if e.type == "response.completed"]
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assert len(completed_events) == 1
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final_response = completed_events[0].response
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assert final_response.id is not None
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assert final_response.status == "completed"
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assert final_response.output is not None
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# Verify final output contains expected items
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final_output = final_response.output
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final_output_types = [item.type for item in final_output]
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assert "mcp_list_tools" in final_output_types
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assert "mcp_call" in final_output_types
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# Verify mcp_call items in final output
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mcp_calls = [item for item in final_output if item.type == "mcp_call"]
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assert len(mcp_calls) > 0
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for mcp_call in mcp_calls:
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assert mcp_call.error is None
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assert mcp_call.status == "completed"
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assert mcp_call.server_label == "brave"
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assert mcp_call.name is not None
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assert mcp_call.arguments is not None
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assert mcp_call.output is not None
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# Strict mode: additional validation for HTTP backends
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if backend == "openai":
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# Check for text output events
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assert (
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"response.content_part.added" in event_types
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), "Should have content_part.added event"
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assert (
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"response.output_text.delta" in event_types
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), "Should have output_text.delta events"
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assert (
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"response.output_text.done" in event_types
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), "Should have output_text.done event"
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assert (
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"response.content_part.done" in event_types
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), "Should have content_part.done event"
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assert "message" in final_output_types
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# Verify text deltas combine to final message
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text_deltas = [
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e.delta for e in events if e.type == "response.output_text.delta"
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]
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assert len(text_deltas) > 0, "Should have text deltas"
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# Get final text from output_text.done event
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text_done_events = [
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e for e in events if e.type == "response.output_text.done"
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]
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assert len(text_done_events) > 0
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final_text = text_done_events[0].text
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assert len(final_text) > 0, "Final text should not be empty"
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def test_mixed_mcp_and_function_tools(self, setup_backend):
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"""Test mixed MCP and function tools (non-streaming)."""
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backend, model, client = setup_backend
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if backend in ["openai"]:
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pytest.skip(
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"Requires external MCP server (deepwiki) - may not be accessible in CI"
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)
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resp = client.responses.create(
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model=model,
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input="Give me diagnostics for the Astra-7 Core Reactor.",
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tools=[self.BRAVE_MCP_TOOL, self.SYSTEM_DIAGNOSTICS_FUNCTION],
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stream=False,
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tool_choice="auto",
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)
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# Should successfully make the request
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assert resp.error is None
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# Basic response structure
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assert resp.id is not None
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assert resp.status is not None
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assert resp.output is not None
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# Verify output array is not empty
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output = resp.output
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assert isinstance(output, list)
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assert len(output) > 0
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# Check for function_call (not mcp_call for get_system_diagnostics)
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function_calls = [item for item in output if item.type == "function_call"]
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assert (
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len(function_calls) > 0
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), "Response should contain at least one function_call"
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# Verify function_call structure for get_system_diagnostics
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system_diagnostics_call = function_calls[0]
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assert system_diagnostics_call.name == "get_system_diagnostics"
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assert system_diagnostics_call.call_id is not None
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assert system_diagnostics_call.arguments is not None
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assert system_diagnostics_call.status is not None
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# Parse and verify arguments
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args = json.loads(system_diagnostics_call.arguments)
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assert "system_name" in args
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assert "astra-7" in args["system_name"].lower()
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def test_mixed_mcp_and_function_tools_streaming(self, setup_backend):
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"""Test mixed MCP and function tools (streaming)."""
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backend, model, client = setup_backend
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if backend in ["openai"]:
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pytest.skip(
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"Requires external MCP server (deepwiki) - may not be accessible in CI"
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)
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resp = client.responses.create(
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model=model,
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input="Give me diagnostics for the Astra-7 Core Reactor.",
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tools=[self.BRAVE_MCP_TOOL, self.SYSTEM_DIAGNOSTICS_FUNCTION],
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stream=True,
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tool_choice="auto", # Encourage tool usage
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)
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# Should successfully make the request
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events = [event for event in resp]
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assert len(events) > 0
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event_types = [e.type for e in events]
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# Check for lifecycle events
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assert "response.created" in event_types, "Should have response.created event"
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# Should have mcp_list_tools events
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assert (
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"response.mcp_list_tools.completed" in event_types
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), "Should have mcp_list_tools.completed event"
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# Should have function_call_arguments events (not mcp_call_arguments)
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assert (
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"response.function_call_arguments.delta" in event_types
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), "Should have function_call_arguments.delta event for function tools"
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assert (
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"response.function_call_arguments.done" in event_types
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), "Should have function_call_arguments.done event for function tools"
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# Should NOT have mcp_call_arguments events for function tools
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# (get_system_diagnostics should use function_call_arguments, not mcp_call_arguments)
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mcp_call_arg_events = [
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e
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for e in events
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if e.type == "response.mcp_call_arguments.delta"
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and "get_system_diagnostics" in str(e.delta)
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]
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assert (
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len(mcp_call_arg_events) == 0
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), "Should NOT emit mcp_call_arguments.delta for function tools (get_system_diagnostics)"
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# Verify function_call_arguments.delta event structure
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func_arg_deltas = [
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e for e in events if e.type == "response.function_call_arguments.delta"
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]
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assert (
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len(func_arg_deltas) > 0
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), "Should have function_call_arguments.delta events"
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# Check that delta event contains system_name arguments
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full_delta_event = ""
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for event in func_arg_deltas:
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full_delta_event += event.delta
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assert (
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"system_name" in full_delta_event.lower()
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and "astra-7" in full_delta_event.lower()
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), "function_call_arguments.delta should contain system_name and astra-7"
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