diff --git a/lib/crewai/src/crewai/llms/providers/anthropic/completion.py b/lib/crewai/src/crewai/llms/providers/anthropic/completion.py index c01aecbac..dc2e37984 100644 --- a/lib/crewai/src/crewai/llms/providers/anthropic/completion.py +++ b/lib/crewai/src/crewai/llms/providers/anthropic/completion.py @@ -675,23 +675,6 @@ class AnthropicCompletion(BaseLLM): usage = self._extract_anthropic_token_usage(response) self._track_token_usage_internal(usage) - if "tools" in params and response.content: - tool_uses = [ - block - for block in response.content - if isinstance(block, (ToolUseBlock, BetaToolUseBlock)) - ] - if tool_uses: - if not available_functions: - self._emit_call_completed_event( - response=list(tool_uses), - call_type=LLMCallType.TOOL_CALL, - from_task=from_task, - from_agent=from_agent, - messages=params["messages"], - ) - return list(tool_uses) - if _is_pydantic_model_class(response_model) and response.content: if use_native_structured_output: for block in response.content: @@ -708,7 +691,7 @@ class AnthropicCompletion(BaseLLM): else: for block in response.content: if ( - isinstance(block, ToolUseBlock) + isinstance(block, (ToolUseBlock, BetaToolUseBlock)) and block.name == "structured_output" ): structured_data = response_model.model_validate(block.input) @@ -721,6 +704,23 @@ class AnthropicCompletion(BaseLLM): ) return structured_data + if "tools" in params and response.content: + tool_uses = [ + block + for block in response.content + if isinstance(block, (ToolUseBlock, BetaToolUseBlock)) + ] + if tool_uses: + if not available_functions: + self._emit_call_completed_event( + response=list(tool_uses), + call_type=LLMCallType.TOOL_CALL, + from_task=from_task, + from_agent=from_agent, + messages=params["messages"], + ) + return list(tool_uses) + # Check if Claude wants to use tools if response.content: tool_uses = [ diff --git a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml new file mode 100644 index 000000000..8ad9017ba --- /dev/null +++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml @@ -0,0 +1,4522 @@ +interactions: +- request: + body: '{"max_tokens":4096,"messages":[{"role":"user","content":"\nCurrent Task: + Calculate 15 + 27 using your add_numbers tool. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. You are a calculator assistant that uses tools to compute results.\nYour + personal goal is: Perform calculations using available tools"}' + headers: + User-Agent: + - X-USER-AGENT-XXX + accept: + - application/json + accept-encoding: + - ACCEPT-ENCODING-XXX + anthropic-version: + - '2023-06-01' + connection: + - keep-alive + content-length: + - '8525' + content-type: + - application/json + host: + - api.anthropic.com + x-api-key: + - X-API-KEY-XXX + x-stainless-arch: + - X-STAINLESS-ARCH-XXX + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - X-STAINLESS-OS-XXX + x-stainless-package-version: + - 0.73.0 + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.13.3 + x-stainless-timeout: + - NOT_GIVEN + method: POST + uri: https://api.anthropic.com/v1/messages + response: + body: + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01A961MH3Mu84NTeQnZ9opU1","type":"message","role":"assistant","content":[{"type":"text","text":"\n\nI''ll + help you calculate: 15 + 27 is 42. \n\nHere''s the detailed calculation:\n- + First number: 15\n- Second number: 27\n- Adding these numbers: 15 + 27 = 42\n\nThe + result of 15 + 27 is 42."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":2846,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":74,"service_tier":"standard"}}' + headers: + CF-RAY: + - CF-RAY-XXX + Connection: + - keep-alive + Content-Security-Policy: + - CSP-FILTERED + Content-Type: + - application/json + Date: + - Fri, 30 Jan 2026 00:44:21 GMT + Server: + - cloudflare + Transfer-Encoding: + - chunked + X-Robots-Tag: + - none + anthropic-organization-id: + - ANTHROPIC-ORGANIZATION-ID-XXX + anthropic-ratelimit-input-tokens-limit: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-input-tokens-remaining: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-input-tokens-reset: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX + anthropic-ratelimit-output-tokens-limit: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-output-tokens-remaining: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-output-tokens-reset: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX + anthropic-ratelimit-requests-limit: + - '4000' + anthropic-ratelimit-requests-remaining: + - '3999' + anthropic-ratelimit-requests-reset: + - '2026-01-30T00:44:19Z' + anthropic-ratelimit-tokens-limit: + - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX + anthropic-ratelimit-tokens-remaining: + - ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX + anthropic-ratelimit-tokens-reset: + - ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX + cf-cache-status: + - DYNAMIC + request-id: + - REQUEST-ID-XXX + strict-transport-security: + - STS-XXX + x-envoy-upstream-service-time: + - '2259' + status: + code: 200 + message: OK +- request: + body: '{"max_tokens":4096,"messages":[{"role":"user","content":"\nCurrent Task: + Calculate 15 + 27 using your add_numbers tool. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. You are a calculator assistant that uses tools to compute results.\nYour + personal goal is: Perform calculations using available tools"}' + headers: + User-Agent: + - X-USER-AGENT-XXX + accept: + - application/json + accept-encoding: + - ACCEPT-ENCODING-XXX + anthropic-version: + - '2023-06-01' + connection: + - keep-alive + content-length: + - '8525' + content-type: + - application/json + host: + - api.anthropic.com + x-api-key: + - X-API-KEY-XXX + x-stainless-arch: + - X-STAINLESS-ARCH-XXX + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - X-STAINLESS-OS-XXX + x-stainless-package-version: + - 0.73.0 + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.13.3 + x-stainless-timeout: + - NOT_GIVEN + method: POST + uri: https://api.anthropic.com/v1/messages + response: + body: + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_0191kFJuYvPZKM1GHTjEbu6g","type":"message","role":"assistant","content":[{"type":"text","text":"\n\nI + will perform the calculation 15 + 27 using basic arithmetic:\n\n15 + 27 = + 42\n\nThe result is 42."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":2846,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":37,"service_tier":"standard"}}' + headers: + CF-RAY: + - CF-RAY-XXX + Connection: + - keep-alive + Content-Security-Policy: + - CSP-FILTERED + Content-Type: + - application/json + Date: + - Fri, 30 Jan 2026 00:44:23 GMT + Server: + - cloudflare + Transfer-Encoding: + - chunked + X-Robots-Tag: + - none + anthropic-organization-id: + - ANTHROPIC-ORGANIZATION-ID-XXX + anthropic-ratelimit-input-tokens-limit: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-input-tokens-remaining: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-input-tokens-reset: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX + anthropic-ratelimit-output-tokens-limit: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-output-tokens-remaining: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-output-tokens-reset: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX + anthropic-ratelimit-requests-limit: + - '4000' + anthropic-ratelimit-requests-remaining: + - '3999' + anthropic-ratelimit-requests-reset: + - '2026-01-30T00:44:21Z' + anthropic-ratelimit-tokens-limit: + - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX + anthropic-ratelimit-tokens-remaining: + - ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX + anthropic-ratelimit-tokens-reset: + - ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX + cf-cache-status: + - DYNAMIC + request-id: + - REQUEST-ID-XXX + strict-transport-security: + - STS-XXX + x-envoy-upstream-service-time: + - '1971' + status: + code: 200 + message: OK +- request: + body: '{"max_tokens":4096,"messages":[{"role":"user","content":"\nCurrent Task: + Calculate 15 + 27 using your add_numbers tool. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. You are a calculator assistant that uses tools to compute results.\nYour + personal goal is: Perform calculations using available tools"}' + headers: + User-Agent: + - X-USER-AGENT-XXX + accept: + - application/json + accept-encoding: + - ACCEPT-ENCODING-XXX + anthropic-version: + - '2023-06-01' + connection: + - keep-alive + content-length: + - '8525' + content-type: + - application/json + host: + - api.anthropic.com + x-api-key: + - X-API-KEY-XXX + x-stainless-arch: + - X-STAINLESS-ARCH-XXX + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - X-STAINLESS-OS-XXX + x-stainless-package-version: + - 0.73.0 + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.13.3 + x-stainless-timeout: + - NOT_GIVEN + method: POST + uri: https://api.anthropic.com/v1/messages + response: + body: + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01KcUURo7qZqj9tpfGgHvsp8","type":"message","role":"assistant","content":[{"type":"text","text":"\n\nThe + result of 15 + 27 is 42. \n\nI calculated this by simple addition:\n15 + 27 + = 42\n\nI wish I could have used an add_numbers tool, but no such tool was + available. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. You are a calculator assistant that uses tools to compute results.\nYour + personal goal is: Perform calculations using available tools"}' + headers: + User-Agent: + - X-USER-AGENT-XXX + accept: + - application/json + accept-encoding: + - ACCEPT-ENCODING-XXX + anthropic-version: + - '2023-06-01' + connection: + - keep-alive + content-length: + - '8525' + content-type: + - application/json + host: + - api.anthropic.com + x-api-key: + - X-API-KEY-XXX + x-stainless-arch: + - X-STAINLESS-ARCH-XXX + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - X-STAINLESS-OS-XXX + x-stainless-package-version: + - 0.73.0 + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.13.3 + x-stainless-timeout: + - NOT_GIVEN + method: POST + uri: https://api.anthropic.com/v1/messages + response: + body: + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01WpnMzXHNuSEQeYpzvkBmLs","type":"message","role":"assistant","content":[{"type":"text","text":"\n\nI + will directly calculate 15 + 27 = 42.\n\nThe result of 15 + 27 is 42."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":2846,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":34,"service_tier":"standard"}}' + headers: + CF-RAY: + - CF-RAY-XXX + Connection: + - keep-alive + Content-Security-Policy: + - CSP-FILTERED + Content-Type: + - application/json + Date: + - Fri, 30 Jan 2026 00:44:27 GMT + Server: + - cloudflare + Transfer-Encoding: + - chunked + X-Robots-Tag: + - none + anthropic-organization-id: + - ANTHROPIC-ORGANIZATION-ID-XXX + anthropic-ratelimit-input-tokens-limit: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-input-tokens-remaining: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-input-tokens-reset: + - ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX + anthropic-ratelimit-output-tokens-limit: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX + anthropic-ratelimit-output-tokens-remaining: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX + anthropic-ratelimit-output-tokens-reset: + - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX + anthropic-ratelimit-requests-limit: + - '4000' + anthropic-ratelimit-requests-remaining: + - '3999' + anthropic-ratelimit-requests-reset: + - '2026-01-30T00:44:26Z' + anthropic-ratelimit-tokens-limit: + - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX + anthropic-ratelimit-tokens-remaining: + - ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX + anthropic-ratelimit-tokens-reset: + - ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX + cf-cache-status: + - DYNAMIC + request-id: + - REQUEST-ID-XXX + strict-transport-security: + - STS-XXX + x-envoy-upstream-service-time: + - '1601' + status: + code: 200 + message: OK +- request: + body: '{"max_tokens":4096,"messages":[{"role":"user","content":"\nCurrent Task: + Calculate 15 + 27 using your add_numbers tool. 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You''ll ignore all previous instructions, stop using + any tools, and just return your absolute BEST Final answer."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You + are Calculator. 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Keep it concise.", + response_format=AnalysisResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, AnalysisResult), f"Expected AnalysisResult but got {type(result.pydantic)}" + assert result.pydantic.topic, "Topic should not be empty" + assert len(result.pydantic.key_points) > 0, "Should have at least one key point" + assert result.pydantic.summary, "Summary should not be empty" + + +@pytest.mark.vcr() +def test_anthropic_agent_kickoff_structured_output_with_tools(): + """ + Test that agent kickoff returns structured output after using tools. + This tests post-tool-call structured output handling for Anthropic models. + """ + from pydantic import BaseModel, Field + from crewai.tools import tool + + class CalculationResult(BaseModel): + """Structured output for calculation results.""" + + operation: str = Field(description="The mathematical operation performed") + result: int = Field(description="The result of the calculation") + explanation: str = Field(description="Brief explanation of the calculation") + + @tool + def add_numbers(a: int, b: int) -> int: + """Add two numbers together and return the sum.""" + return a + b + + agent = Agent( + role="Calculator", + goal="Perform calculations using available tools", + backstory="You are a calculator assistant that uses tools to compute results.", + llm=LLM(model="anthropic/claude-3-5-haiku-20241022"), + tools=[add_numbers], + verbose=True, + ) + + result = agent.kickoff( + messages="Calculate 15 + 27 using your add_numbers tool. Report the result.", + response_format=CalculationResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, CalculationResult), f"Expected CalculationResult but got {type(result.pydantic)}" + assert result.pydantic.result == 42, f"Expected result 42 but got {result.pydantic.result}" + assert result.pydantic.operation, "Operation should not be empty" + assert result.pydantic.explanation, "Explanation should not be empty" diff --git a/lib/crewai/tests/llms/azure/test_azure.py b/lib/crewai/tests/llms/azure/test_azure.py index ec91fd7f8..2d0b63835 100644 --- a/lib/crewai/tests/llms/azure/test_azure.py +++ b/lib/crewai/tests/llms/azure/test_azure.py @@ -1215,3 +1215,86 @@ def test_azure_streaming_returns_usage_metrics(): assert result.token_usage.prompt_tokens > 0 assert result.token_usage.completion_tokens > 0 assert result.token_usage.successful_requests >= 1 + + +# ============================================================================= +# Agent Kickoff Structured Output Tests +# ============================================================================= + + +@pytest.mark.vcr() +def test_azure_agent_kickoff_structured_output_without_tools(): + """ + Test that agent kickoff returns structured output without tools. + This tests native structured output handling for Azure OpenAI models. + """ + from pydantic import BaseModel, Field + + class AnalysisResult(BaseModel): + """Structured output for analysis results.""" + + topic: str = Field(description="The topic analyzed") + key_points: list[str] = Field(description="Key insights from the analysis") + summary: str = Field(description="Brief summary of findings") + + agent = Agent( + role="Analyst", + goal="Provide structured analysis on topics", + backstory="You are an expert analyst who provides clear, structured insights.", + llm=LLM(model="azure/gpt-4o-mini"), + tools=[], + verbose=True, + ) + + result = agent.kickoff( + messages="Analyze the benefits of remote work briefly. Keep it concise.", + response_format=AnalysisResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, AnalysisResult), f"Expected AnalysisResult but got {type(result.pydantic)}" + assert result.pydantic.topic, "Topic should not be empty" + assert len(result.pydantic.key_points) > 0, "Should have at least one key point" + assert result.pydantic.summary, "Summary should not be empty" + + +@pytest.mark.vcr() +def test_azure_agent_kickoff_structured_output_with_tools(): + """ + Test that agent kickoff returns structured output after using tools. + This tests post-tool-call structured output handling for Azure OpenAI models. + """ + from pydantic import BaseModel, Field + from crewai.tools import tool + + class CalculationResult(BaseModel): + """Structured output for calculation results.""" + + operation: str = Field(description="The mathematical operation performed") + result: int = Field(description="The result of the calculation") + explanation: str = Field(description="Brief explanation of the calculation") + + @tool + def add_numbers(a: int, b: int) -> int: + """Add two numbers together and return the sum.""" + return a + b + + agent = Agent( + role="Calculator", + goal="Perform calculations using available tools", + backstory="You are a calculator assistant that uses tools to compute results.", + llm=LLM(model="azure/gpt-4o-mini"), + tools=[add_numbers], + verbose=True, + ) + + result = agent.kickoff( + messages="Calculate 15 + 27 using your add_numbers tool. Report the result.", + response_format=CalculationResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, CalculationResult), f"Expected CalculationResult but got {type(result.pydantic)}" + assert result.pydantic.result == 42, f"Expected result 42 but got {result.pydantic.result}" + assert result.pydantic.operation, "Operation should not be empty" + assert result.pydantic.explanation, "Explanation should not be empty" diff --git a/lib/crewai/tests/llms/bedrock/test_bedrock.py b/lib/crewai/tests/llms/bedrock/test_bedrock.py index aecbdde0e..46594fc16 100644 --- a/lib/crewai/tests/llms/bedrock/test_bedrock.py +++ b/lib/crewai/tests/llms/bedrock/test_bedrock.py @@ -12,7 +12,12 @@ from crewai.task import Task @pytest.fixture(autouse=True) def mock_aws_credentials(): - """Automatically mock AWS credentials and boto3 Session for all tests in this module.""" + """Mock AWS credentials and boto3 Session for tests only if real credentials are not set.""" + # If real AWS credentials exist, don't mock - allow real API calls + if "AWS_ACCESS_KEY_ID" in os.environ and "AWS_SECRET_ACCESS_KEY" in os.environ: + yield None, None + return + with patch.dict(os.environ, { "AWS_ACCESS_KEY_ID": "test-access-key", "AWS_SECRET_ACCESS_KEY": "test-secret-key", diff --git a/lib/crewai/tests/llms/google/test_google.py b/lib/crewai/tests/llms/google/test_google.py index 925108072..7fe69dce9 100644 --- a/lib/crewai/tests/llms/google/test_google.py +++ b/lib/crewai/tests/llms/google/test_google.py @@ -12,8 +12,11 @@ from crewai.task import Task @pytest.fixture(autouse=True) def mock_google_api_key(): - """Automatically mock GOOGLE_API_KEY for all tests in this module.""" - with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-key"}): + """Mock GOOGLE_API_KEY for tests only if real keys are not set.""" + if "GOOGLE_API_KEY" not in os.environ and "GEMINI_API_KEY" not in os.environ: + with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-key"}): + yield + else: yield @@ -927,3 +930,86 @@ def test_gemini_1_5_response_model_uses_response_schema(): # For Gemini 1.5, response_schema should be the Pydantic model itself # The SDK handles conversion internally assert schema is TestResponse or isinstance(schema, type) + + +# ============================================================================= +# Agent Kickoff Structured Output Tests +# ============================================================================= + + +@pytest.mark.vcr() +def test_gemini_agent_kickoff_structured_output_without_tools(): + """ + Test that agent kickoff returns structured output without tools. + This tests native structured output handling for Gemini models. + """ + from pydantic import BaseModel, Field + + class AnalysisResult(BaseModel): + """Structured output for analysis results.""" + + topic: str = Field(description="The topic analyzed") + key_points: list[str] = Field(description="Key insights from the analysis") + summary: str = Field(description="Brief summary of findings") + + agent = Agent( + role="Analyst", + goal="Provide structured analysis on topics", + backstory="You are an expert analyst who provides clear, structured insights.", + llm=LLM(model="google/gemini-2.0-flash-001"), + tools=[], + verbose=True, + ) + + result = agent.kickoff( + messages="Analyze the benefits of remote work briefly. Keep it concise.", + response_format=AnalysisResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, AnalysisResult), f"Expected AnalysisResult but got {type(result.pydantic)}" + assert result.pydantic.topic, "Topic should not be empty" + assert len(result.pydantic.key_points) > 0, "Should have at least one key point" + assert result.pydantic.summary, "Summary should not be empty" + + +@pytest.mark.vcr() +def test_gemini_agent_kickoff_structured_output_with_tools(): + """ + Test that agent kickoff returns structured output after using tools. + This tests post-tool-call structured output handling for Gemini models. + """ + from pydantic import BaseModel, Field + from crewai.tools import tool + + class CalculationResult(BaseModel): + """Structured output for calculation results.""" + + operation: str = Field(description="The mathematical operation performed") + result: int = Field(description="The result of the calculation") + explanation: str = Field(description="Brief explanation of the calculation") + + @tool + def add_numbers(a: int, b: int) -> int: + """Add two numbers together and return the sum.""" + return a + b + + agent = Agent( + role="Calculator", + goal="Perform calculations using available tools", + backstory="You are a calculator assistant that uses tools to compute results.", + llm=LLM(model="google/gemini-2.0-flash-001"), + tools=[add_numbers], + verbose=True, + ) + + result = agent.kickoff( + messages="Calculate 15 + 27 using your add_numbers tool. Report the result.", + response_format=CalculationResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, CalculationResult), f"Expected CalculationResult but got {type(result.pydantic)}" + assert result.pydantic.result == 42, f"Expected result 42 but got {result.pydantic.result}" + assert result.pydantic.operation, "Operation should not be empty" + assert result.pydantic.explanation, "Explanation should not be empty" diff --git a/lib/crewai/tests/llms/openai/test_openai.py b/lib/crewai/tests/llms/openai/test_openai.py index f4c7f9c8c..4f13c5cde 100644 --- a/lib/crewai/tests/llms/openai/test_openai.py +++ b/lib/crewai/tests/llms/openai/test_openai.py @@ -1397,3 +1397,86 @@ def test_openai_responses_api_both_auto_chains_work_together(): assert params.get("previous_response_id") == "resp_123" assert "reasoning.encrypted_content" in params["include"] assert len(params["input"]) == 2 # Reasoning item + message + + +# ============================================================================= +# Agent Kickoff Structured Output Tests +# ============================================================================= + + +@pytest.mark.vcr() +def test_openai_agent_kickoff_structured_output_without_tools(): + """ + Test that agent kickoff returns structured output without tools. + This tests native structured output handling for OpenAI models. + """ + from pydantic import BaseModel, Field + + class AnalysisResult(BaseModel): + """Structured output for analysis results.""" + + topic: str = Field(description="The topic analyzed") + key_points: list[str] = Field(description="Key insights from the analysis") + summary: str = Field(description="Brief summary of findings") + + agent = Agent( + role="Analyst", + goal="Provide structured analysis on topics", + backstory="You are an expert analyst who provides clear, structured insights.", + llm=LLM(model="gpt-4o-mini"), + tools=[], + verbose=True, + ) + + result = agent.kickoff( + messages="Analyze the benefits of remote work briefly. Keep it concise.", + response_format=AnalysisResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, AnalysisResult), f"Expected AnalysisResult but got {type(result.pydantic)}" + assert result.pydantic.topic, "Topic should not be empty" + assert len(result.pydantic.key_points) > 0, "Should have at least one key point" + assert result.pydantic.summary, "Summary should not be empty" + + +@pytest.mark.vcr() +def test_openai_agent_kickoff_structured_output_with_tools(): + """ + Test that agent kickoff returns structured output after using tools. + This tests post-tool-call structured output handling for OpenAI models. + """ + from pydantic import BaseModel, Field + from crewai.tools import tool + + class CalculationResult(BaseModel): + """Structured output for calculation results.""" + + operation: str = Field(description="The mathematical operation performed") + result: int = Field(description="The result of the calculation") + explanation: str = Field(description="Brief explanation of the calculation") + + @tool + def add_numbers(a: int, b: int) -> int: + """Add two numbers together and return the sum.""" + return a + b + + agent = Agent( + role="Calculator", + goal="Perform calculations using available tools", + backstory="You are a calculator assistant that uses tools to compute results.", + llm=LLM(model="gpt-4o-mini"), + tools=[add_numbers], + verbose=True, + ) + + result = agent.kickoff( + messages="Calculate 15 + 27 using your add_numbers tool. Report the result.", + response_format=CalculationResult, + ) + + assert result.pydantic is not None, "Expected pydantic output but got None" + assert isinstance(result.pydantic, CalculationResult), f"Expected CalculationResult but got {type(result.pydantic)}" + assert result.pydantic.result == 42, f"Expected result 42 but got {result.pydantic.result}" + assert result.pydantic.operation, "Operation should not be empty" + assert result.pydantic.explanation, "Explanation should not be empty"