diff --git a/lib/crewai/src/crewai/tools/base_tool.py b/lib/crewai/src/crewai/tools/base_tool.py index 19ed6b671..21c78fd13 100644 --- a/lib/crewai/src/crewai/tools/base_tool.py +++ b/lib/crewai/src/crewai/tools/base_tool.py @@ -4,7 +4,7 @@ from abc import ABC, abstractmethod import asyncio from collections.abc import Callable from inspect import signature -from typing import Any, cast, get_args, get_origin +from typing import Any, get_args, get_origin from pydantic import ( BaseModel, @@ -55,7 +55,7 @@ class BaseTool(BaseModel, ABC): default=False, description="Flag to check if the description has been updated." ) - cache_function: Callable = Field( + cache_function: Callable[..., bool] = Field( default=lambda _args=None, _result=None: True, description="Function that will be used to determine if the tool should be cached, should return a boolean. If None, the tool will be cached.", ) @@ -80,20 +80,21 @@ class BaseTool(BaseModel, ABC): if v != cls._ArgsSchemaPlaceholder: return v - return cast( - type[PydanticBaseModel], - type( - f"{cls.__name__}Schema", - (PydanticBaseModel,), - { - "__annotations__": { - k: v - for k, v in cls._run.__annotations__.items() - if k != "return" - }, - }, - ), - ) + run_sig = signature(cls._run) + fields: dict[str, Any] = {} + + for param_name, param in run_sig.parameters.items(): + if param_name in ("self", "return"): + continue + + annotation = param.annotation if param.annotation != param.empty else Any + + if param.default is param.empty: + fields[param_name] = (annotation, ...) + else: + fields[param_name] = (annotation, param.default) + + return create_model(f"{cls.__name__}Schema", **fields) @field_validator("max_usage_count", mode="before") @classmethod @@ -164,24 +165,21 @@ class BaseTool(BaseModel, ABC): args_schema = getattr(tool, "args_schema", None) if args_schema is None: - # Infer args_schema from the function signature if not provided func_signature = signature(tool.func) - annotations = func_signature.parameters - args_fields: dict[str, Any] = {} - for name, param in annotations.items(): - if name != "self": - param_annotation = ( - param.annotation if param.annotation != param.empty else Any - ) - field_info = Field( - default=..., - description="", - ) - args_fields[name] = (param_annotation, field_info) - if args_fields: - args_schema = create_model(f"{tool.name}Input", **args_fields) + fields: dict[str, Any] = {} + for name, param in func_signature.parameters.items(): + if name == "self": + continue + param_annotation = ( + param.annotation if param.annotation != param.empty else Any + ) + if param.default is param.empty: + fields[name] = (param_annotation, ...) + else: + fields[name] = (param_annotation, param.default) + if fields: + args_schema = create_model(f"{tool.name}Input", **fields) else: - # Create a default schema with no fields if no parameters are found args_schema = create_model( f"{tool.name}Input", __base__=PydanticBaseModel ) @@ -195,20 +193,24 @@ class BaseTool(BaseModel, ABC): def _set_args_schema(self) -> None: if self.args_schema is None: - class_name = f"{self.__class__.__name__}Schema" - self.args_schema = cast( - type[PydanticBaseModel], - type( - class_name, - (PydanticBaseModel,), - { - "__annotations__": { - k: v - for k, v in self._run.__annotations__.items() - if k != "return" - }, - }, - ), + run_sig = signature(self._run) + fields: dict[str, Any] = {} + + for param_name, param in run_sig.parameters.items(): + if param_name in ("self", "return"): + continue + + annotation = ( + param.annotation if param.annotation != param.empty else Any + ) + + if param.default is param.empty: + fields[param_name] = (annotation, ...) + else: + fields[param_name] = (annotation, param.default) + + self.args_schema = create_model( + f"{self.__class__.__name__}Schema", **fields ) def _generate_description(self) -> None: @@ -241,13 +243,13 @@ class BaseTool(BaseModel, ABC): args_str = ", ".join(BaseTool._get_arg_annotations(arg) for arg in args) return f"{origin.__name__}[{args_str}]" - return origin.__name__ + return str(origin.__name__) class Tool(BaseTool): """The function that will be executed when the tool is called.""" - func: Callable + func: Callable[..., Any] def _run(self, *args: Any, **kwargs: Any) -> Any: return self.func(*args, **kwargs) @@ -275,24 +277,21 @@ class Tool(BaseTool): args_schema = getattr(tool, "args_schema", None) if args_schema is None: - # Infer args_schema from the function signature if not provided func_signature = signature(tool.func) - annotations = func_signature.parameters - args_fields: dict[str, Any] = {} - for name, param in annotations.items(): - if name != "self": - param_annotation = ( - param.annotation if param.annotation != param.empty else Any - ) - field_info = Field( - default=..., - description="", - ) - args_fields[name] = (param_annotation, field_info) - if args_fields: - args_schema = create_model(f"{tool.name}Input", **args_fields) + fields: dict[str, Any] = {} + for name, param in func_signature.parameters.items(): + if name == "self": + continue + param_annotation = ( + param.annotation if param.annotation != param.empty else Any + ) + if param.default is param.empty: + fields[name] = (param_annotation, ...) + else: + fields[name] = (param_annotation, param.default) + if fields: + args_schema = create_model(f"{tool.name}Input", **fields) else: - # Create a default schema with no fields if no parameters are found args_schema = create_model( f"{tool.name}Input", __base__=PydanticBaseModel ) @@ -312,10 +311,11 @@ def to_langchain( def tool( - *args, result_as_answer: bool = False, max_usage_count: int | None = None -) -> Callable: - """ - Decorator to create a tool from a function. + *args: Callable[..., Any] | str, + result_as_answer: bool = False, + max_usage_count: int | None = None, +) -> Callable[..., Any] | BaseTool: + """Decorator to create a tool from a function. Args: *args: Positional arguments, either the function to decorate or the tool name. @@ -323,26 +323,31 @@ def tool( max_usage_count: Maximum number of times this tool can be used. None means unlimited usage. """ - def _make_with_name(tool_name: str) -> Callable: - def _make_tool(f: Callable) -> BaseTool: + def _make_with_name(tool_name: str) -> Callable[[Callable[..., Any]], BaseTool]: + def _make_tool(f: Callable[..., Any]) -> BaseTool: if f.__doc__ is None: raise ValueError("Function must have a docstring") if f.__annotations__ is None: raise ValueError("Function must have type annotations") + func_sig = signature(f) + fields: dict[str, Any] = {} + + for param_name, param in func_sig.parameters.items(): + if param_name == "return": + continue + + annotation = ( + param.annotation if param.annotation != param.empty else Any + ) + + if param.default is param.empty: + fields[param_name] = (annotation, ...) + else: + fields[param_name] = (annotation, param.default) + class_name = "".join(tool_name.split()).title() - args_schema = cast( - type[PydanticBaseModel], - type( - class_name, - (PydanticBaseModel,), - { - "__annotations__": { - k: v for k, v in f.__annotations__.items() if k != "return" - }, - }, - ), - ) + args_schema = create_model(class_name, **fields) return Tool( name=tool_name, diff --git a/lib/crewai/tests/cassettes/test_max_usage_count_is_respected.yaml b/lib/crewai/tests/cassettes/test_max_usage_count_is_respected.yaml index a2ca5a4d6..b8b3408ab 100644 --- a/lib/crewai/tests/cassettes/test_max_usage_count_is_respected.yaml +++ b/lib/crewai/tests/cassettes/test_max_usage_count_is_respected.yaml @@ -1,7 +1,108 @@ interactions: - request: - body: '{"messages": [{"role": "system", "content": "You are Iterating Agent. 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You - are an agent that iterates a given number of times\nYour personal goal is: Call + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call the iterating tool 5 times\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool @@ -144,15 +249,15 @@ interactions: just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final - answer\nFinal Answer: the final answer to the original input question\n```"}, - {"role": "user", "content": "\nCurrent Task: Call the iterating tool 5 times\n\nThis - is the expected criteria for your final answer: A list of the iterations\nyou - MUST return the actual complete content as the final answer, not a summary.\n\nBegin! - This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"}, {"role": "assistant", "content": - "```\nThought: I need to call the iterating tool the first time.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"First iteration\"}\nObservation: Iteration 0: First - iteration"}], "model": "gpt-4o", "stop": ["\nObservation:"]}' + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"}],"model":"gpt-4.1-mini"}' headers: accept: - application/json @@ -161,16 +266,16 @@ interactions: connection: - keep-alive content-length: - - '1673' + - '1699' content-type: - application/json cookie: - - __cf_bm=6OZC5kPO9TEmVSACP2sSOZK9ZEZ5I4T_VUlfmzsoY9Y-1755623255-1.0.1.1-ek3SaNBOhXmCg7K3J7LIsE0aCrnK5YfSumHDT6nc8Df1Zh3bzMLHLDqTUwtqiG8SwxiIFXeGP4.Vt2sx9b3FCkxoyrqNpgrBL5DAffAGHm8; - _cfuvid=R_H7SrOF3QFEWePZfvxzuyKWZAt5ulsNbP28.6DC9wM-1755623255760-0.0.1.1-604800000 + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 host: - api.openai.com user-agent: - - OpenAI/Python 1.93.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -180,34 +285,33 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.93.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.12.9 + - 3.12.10 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | - H4sIAAAAAAAAA4RTTW/bMAy9+1cQOidFlg8v8G1LB6zosbvNhaNItK3NFjWJ7loE+e+D7CR2uw67 - CAIf3xP5SB0TAGG0yECoWrJqXTPfpffp2tWqu93u7m+Xu+3Dl6/m96+X+pB+VmIWGXT4gYovrBtF - rWuQDdkBVh4lY1T98HGzSZer5SbtgZY0NpFWOZ6vab5cLNfzxXa+SM/EmozCIDL4ngAAHPszlmg1 - PosMFrNLpMUQZIUiuyYBCE9NjAgZggksLYvZCCqyjLaver/f5/ZbTV1VcwZ3UMsnhHMXqIFrhNL4 - wGAYvYyNgbQaLEaQwHlS52tMDajIaiCLN7n9pGJ6dmHaqmCi5hKHO+s6zuCYCxNvBeMz5yKDXDwM - KtcXc3GaVu+x7IKM5tmuaSaAtJa4Z/S+PZ6R09Wphirn6RDeUEVprAl14VEGstGVwOREj54SgMd+ - It0rk4Xz1DoumH5i/9xqvRn0xLgDE3R7BplYNtP4avaOXqGRpWnCZKZCSVWjHqnjAshOG5oAyaTr - v6t5T3vofBjRf+VHQCl0jLpwHrVRrzse0zzGL/KvtKvLfcEioH8yCgs26OMkNJaya4btFeElMLZF - aWyF3nkzrHDpinV6KMsFLtRWJKfkDwAAAP//AwAMYddzywMAAA== + H4sIAAAAAAAAAwAAAP//hJNNj9MwEIbv/RUjn5sqLUlXmxuwHCohIcGCkMgqdZ1J4sWxLXtSdlX1 + vyMnaZOFRVwiZ555x/Pl0wKAyZJlwETDSbRWRe8rfnTqS3M4fv0Vx98/tN/ij4+77p28+3x/x5ZB + YQ6PKOiiWgnTWoUkjR6wcMgJQ9T1zTaJN7dJuu5Ba0pUQVZbipLVOmqlltEm3qRRnETrZJQ3Rgr0 + LIMfCwCAU/8NieoSn1gG8fJiadF7XiPLrk4AzBkVLIx7Lz1xTWw5QWE0oe5z3+/3ub5vTFc3lMEO + Gn5EGGvBEqhBqKTzBJLQ8VAecF2CxgANWGfEeAyuHoXR5cz38AyCKyV13fMRhD9jFPCaS73K9VsR + nLMJFwFf7LDTtqMMTjmT4VQQPlHOMsjZ7nrRJmfnXH86eHRHPkSb4NxN9xXnet4Ph1XneRiK7pSa + Aa61oV7ZT+JhJOdr75WprTMH/4eUVVJL3xQOuTc69NmTsayn5wXAQz/j7sXYmHWmtVSQ+Yn9dW/S + 7RCPTbs10TQdIRniarIn6/XylXhFicSl8rMtYYKLBstJOq0U70ppZmAxq/rvbF6LPVQ+jPK/4Scg + BFrCsrAOSyleVjy5OQxP719u1y73CbOwEVJgQRJdmESJFe/U8B6Yf/aEbVFJXaOzTg6PorLF7c12 + i2lye9iwxXnxGwAA//8DAFy34osjBAAA headers: CF-RAY: - - 971b3f84cf146897-SJC + - 9a3cece53a5658d7-EWR Connection: - keep-alive Content-Encoding: @@ -215,7 +319,7 @@ interactions: Content-Type: - application/json Date: - - Tue, 19 Aug 2025 17:07:38 GMT + - Tue, 25 Nov 2025 00:10:52 GMT Server: - cloudflare Strict-Transport-Security: @@ -231,170 +335,43 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - FILTERED openai-processing-ms: - - '1900' + - '1280' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - FILTERED openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '2551' - x-ratelimit-limit-requests: - - '10000' - x-ratelimit-limit-tokens: - - '30000000' - x-ratelimit-remaining-requests: - - '9999' - x-ratelimit-remaining-tokens: - - '29999629' - x-ratelimit-reset-requests: - - 6ms - x-ratelimit-reset-tokens: - - 0s - x-request-id: - - req_f4181fe581264993ac5c6deba4f1c287 - status: - code: 200 - message: OK -- request: - body: '{"messages": [{"role": "system", "content": "You are Iterating Agent. 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You - are an agent that iterates a given number of times\nYour personal goal is: Call + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call the iterating tool 5 times\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool @@ -405,32 +382,18 @@ interactions: just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final - answer\nFinal Answer: the final answer to the original input question\n```"}, - {"role": "user", "content": "\nCurrent Task: Call the iterating tool 5 times\n\nThis - is the expected criteria for your final answer: A list of the iterations\nyou - MUST return the actual complete content as the final answer, not a summary.\n\nBegin! - This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"}, {"role": "assistant", "content": - "```\nThought: I need to call the iterating tool the first time.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"First iteration\"}\nObservation: Iteration 0: First - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the first iteration and need to proceed to the second one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Second iteration\"}\nObservation: Iteration 0: Second - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the second iteration and need to proceed to the third one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Third iteration\"}\nObservation: Iteration 0: Third - iteration\n\n\nYou ONLY have access to the following tools, and should NEVER - make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: - {''input_text'': {''description'': None, ''type'': ''str''}}\nTool Description: - A tool that iterates a given number of times\n\nIMPORTANT: Use the following - format in your response:\n\n```\nThought: you should always think about what - to do\nAction: the action to take, only one name of [iterating_tool], just the - name, exactly as it''s written.\nAction Input: the input to the action, just - a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: - the result of the action\n```\n\nOnce all necessary information is gathered, - return the following format:\n\n```\nThought: I now know the final answer\nFinal - Answer: the final answer to the original input question\n```"}], "model": "gpt-4o", - "stop": ["\nObservation:"]}' + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"}],"model":"gpt-4.1-mini"}' headers: accept: - application/json @@ -439,16 +402,16 @@ interactions: connection: - keep-alive content-length: - - '3018' + - '1973' content-type: - application/json cookie: - - __cf_bm=6OZC5kPO9TEmVSACP2sSOZK9ZEZ5I4T_VUlfmzsoY9Y-1755623255-1.0.1.1-ek3SaNBOhXmCg7K3J7LIsE0aCrnK5YfSumHDT6nc8Df1Zh3bzMLHLDqTUwtqiG8SwxiIFXeGP4.Vt2sx9b3FCkxoyrqNpgrBL5DAffAGHm8; - _cfuvid=R_H7SrOF3QFEWePZfvxzuyKWZAt5ulsNbP28.6DC9wM-1755623255760-0.0.1.1-604800000 + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 host: - api.openai.com user-agent: - - OpenAI/Python 1.93.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -458,34 +421,33 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.93.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.12.9 + - 3.12.10 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//hFPBbtswDL37Kwidk8JzErfxbdgwtNh1GwrMhaPItK3MFgWJLloE+fdB - dhK7W4ddBIGP74l8pI4RgNClyECoRrLqbLv8lH5Nb8k9Hu7T5PP37f361R1Wj1us6IeVYhEYtD+g - 4gvrRlFnW2RNZoSVQ8kYVD/cbjZpsko22wHoqMQ20GrLyzUtkzhZL+O7ZZyeiQ1phV5k8DMCADgO - ZyjRlPgiMogXl0iH3ssaRXZNAhCO2hAR0nvtWRoWiwlUZBjNUPVut8vNt4b6uuEMHqCRzwjnLrAE - bhC40a4EzehkaAykKcFgAAmsI3W+htSKescNkMGb3HxUIT27ME1dMFF7icODsT1ncMyFDreC8YVz - kUEuvowq1xdzcZpX77DqvQzmmb5tZ4A0hnhgDL49nZHT1amWauto7/+gikob7ZvCofRkgiueyYoB - PUUAT8NE+jcmC+uos1ww/cLhuTRJRz0x7cCEru7OIBPLdsZK14t39IoSWerWz2YqlFQNlhN1WgDZ - l5pmQDTr+u9q3tMeOx9H9F/5CVAKLWNZWIelVm87ntIchi/yr7Sry0PBwqN71goL1ujCJEqsZN+O - 2yv8q2fsikqbGp11elzhyhbrdF9VMcbqTkSn6DcAAAD//wMACjMtRssDAAA= + H4sIAAAAAAAAAwAAAP//hFPLbtswELzrKxY8W4btyE6tW5CTW7RFAR9aVIFMkyuJLUUS5CqIEfjf + C0qxpaQpeiHInZ3hPp8TAKYky4GJhpNonU7vK/5IHd/dfeQfvn8LX8LaSzSnz/f7H/iJzSLDHn+h + oAtrLmzrNJKyZoCFR04YVZe3m2yx2mbrmx5orUQdabWjNJsv01YZla4Wq3W6yNJl9kJvrBIYWA4/ + EwCA5/6MgRqJTyyHxexiaTEEXiPLr04AzFsdLYyHoAJxQ2w2gsIaQtPHfjgcCrNvbFc3lMO+QQgo + rJGgCD2P6YAKIK3BGewgNLbTEiJfmQ7heALBtVamBmrwwokvazVU1vdmapSfCM4LcyfiJR8JZSRc + 7LAzrqMcngum4q0kfKKC5VCw3TWqm4KdC/P1GNA/8kFtBKdupk+xMNMCeKy6wGMXTKf1BODGWOqZ + fekfXpDztdja1s7bY3hDZZUyKjSlRx6siYUNZB3r0XMC8NA3tXvVJ+a8bR2VZH9j/122XA16bBym + ER3GB4CRJa4nrM169o5eKZG40mEyFkxw0aAcqeMM8U4qOwGSSdZ/R/Oe9pD50Mr/yo+AEOgIZek8 + SiVeZzy6eYy79i+3a5X7gFmcCCWwJIU+dkJixTs9LAALp0DYlpUyNXrn1bAFlSu3t5sNrrPtccWS + c/IHAAD//wMAxoH/pRQEAAA= headers: CF-RAY: - - 971b3f9bbef86897-SJC + - 9a3cecf05ed958d7-EWR Connection: - keep-alive Content-Encoding: @@ -493,7 +455,7 @@ interactions: Content-Type: - application/json Date: - - Tue, 19 Aug 2025 17:07:40 GMT + - Tue, 25 Nov 2025 00:10:54 GMT Server: - cloudflare Strict-Transport-Security: @@ -509,41 +471,43 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - FILTERED openai-processing-ms: - - '1182' + - '1008' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - FILTERED openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '1208' + - '1024' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-project-tokens: - - '30000000' + - '150000000' x-ratelimit-limit-requests: - - '10000' + - '30000' x-ratelimit-limit-tokens: - - '30000000' + - '150000000' x-ratelimit-remaining-project-tokens: - - '29999320' + - '149999555' x-ratelimit-remaining-requests: - - '9999' + - '29999' x-ratelimit-remaining-tokens: - - '29999320' + - '149999555' x-ratelimit-reset-project-tokens: - - 1ms + - 0s x-ratelimit-reset-requests: - - 6ms + - 2ms x-ratelimit-reset-tokens: - - 1ms + - 0s x-request-id: - - req_7fc641fabc634f29ae085ef176071402 + - req_3937d14406164fcfbfa1220000250d55 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Iterating Agent. You - are an agent that iterates a given number of times\nYour personal goal is: Call + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call the iterating tool 5 times\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool @@ -554,35 +518,32 @@ interactions: just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final - answer\nFinal Answer: the final answer to the original input question\n```"}, - {"role": "user", "content": "\nCurrent Task: Call the iterating tool 5 times\n\nThis - is the expected criteria for your final answer: A list of the iterations\nyou - MUST return the actual complete content as the final answer, not a summary.\n\nBegin! - This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"}, {"role": "assistant", "content": - "```\nThought: I need to call the iterating tool the first time.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"First iteration\"}\nObservation: Iteration 0: First - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the first iteration and need to proceed to the second one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Second iteration\"}\nObservation: Iteration 0: Second - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the second iteration and need to proceed to the third one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Third iteration\"}\nObservation: Iteration 0: Third - iteration\n\n\nYou ONLY have access to the following tools, and should NEVER - make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: - {''input_text'': {''description'': None, ''type'': ''str''}}\nTool Description: - A tool that iterates a given number of times\n\nIMPORTANT: Use the following - format in your response:\n\n```\nThought: you should always think about what - to do\nAction: the action to take, only one name of [iterating_tool], just the - name, exactly as it''s written.\nAction Input: the input to the action, just - a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: - the result of the action\n```\n\nOnce all necessary information is gathered, - return the following format:\n\n```\nThought: I now know the final answer\nFinal - Answer: the final answer to the original input question\n```"}, {"role": "assistant", - "content": "```\nThought: I have completed the third iteration and need to proceed - to the fourth one.\nAction: iterating_tool\nAction Input: {\"input_text\": \"Fourth - iteration\"}\nObservation: Iteration 0: Fourth iteration"}], "model": "gpt-4o", - "stop": ["\nObservation:"]}' + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"}],"model":"gpt-4.1-mini"}' headers: accept: - application/json @@ -591,16 +552,16 @@ interactions: connection: - keep-alive content-length: - - '3267' + - '3081' content-type: - application/json cookie: - - __cf_bm=6OZC5kPO9TEmVSACP2sSOZK9ZEZ5I4T_VUlfmzsoY9Y-1755623255-1.0.1.1-ek3SaNBOhXmCg7K3J7LIsE0aCrnK5YfSumHDT6nc8Df1Zh3bzMLHLDqTUwtqiG8SwxiIFXeGP4.Vt2sx9b3FCkxoyrqNpgrBL5DAffAGHm8; 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You - are an agent that iterates a given number of times\nYour personal goal is: Call + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call the iterating tool 5 times\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool @@ -706,38 +669,36 @@ interactions: just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final - answer\nFinal Answer: the final answer to the original input question\n```"}, - {"role": "user", "content": "\nCurrent Task: Call the iterating tool 5 times\n\nThis - is the expected criteria for your final answer: A list of the iterations\nyou - MUST return the actual complete content as the final answer, not a summary.\n\nBegin! - This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"}, {"role": "assistant", "content": - "```\nThought: I need to call the iterating tool the first time.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"First iteration\"}\nObservation: Iteration 0: First - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the first iteration and need to proceed to the second one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Second iteration\"}\nObservation: Iteration 0: Second - iteration"}, {"role": "assistant", "content": "```\nThought: I have completed - the second iteration and need to proceed to the third one.\nAction: iterating_tool\nAction - Input: {\"input_text\": \"Third iteration\"}\nObservation: Iteration 0: Third - iteration\n\n\nYou ONLY have access to the following tools, and should NEVER - make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: - {''input_text'': {''description'': None, ''type'': ''str''}}\nTool Description: - A tool that iterates a given number of times\n\nIMPORTANT: Use the following - format in your response:\n\n```\nThought: you should always think about what - to do\nAction: the action to take, only one name of [iterating_tool], just the - name, exactly as it''s written.\nAction Input: the input to the action, just - a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: - the result of the action\n```\n\nOnce all necessary information is gathered, - return the following format:\n\n```\nThought: I now know the final answer\nFinal - Answer: the final answer to the original input question\n```"}, {"role": "assistant", - "content": "```\nThought: I have completed the third iteration and need to proceed - to the fourth one.\nAction: iterating_tool\nAction Input: {\"input_text\": \"Fourth - iteration\"}\nObservation: Iteration 0: Fourth iteration"}, {"role": "assistant", - "content": "```\nThought: I have completed the fourth iteration and need to - proceed to the fifth one.\nAction: iterating_tool\nAction Input: {\"input_text\": - \"Fifth iteration\"}\nObservation: Iteration 0: Fifth iteration"}], "model": - "gpt-4o", "stop": ["\nObservation:"]}' + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."}],"model":"gpt-4.1-mini"}' headers: accept: - application/json @@ -746,16 +707,16 @@ interactions: connection: - keep-alive content-length: - - '3514' + - '3399' content-type: - application/json cookie: - - __cf_bm=6OZC5kPO9TEmVSACP2sSOZK9ZEZ5I4T_VUlfmzsoY9Y-1755623255-1.0.1.1-ek3SaNBOhXmCg7K3J7LIsE0aCrnK5YfSumHDT6nc8Df1Zh3bzMLHLDqTUwtqiG8SwxiIFXeGP4.Vt2sx9b3FCkxoyrqNpgrBL5DAffAGHm8; 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You are + an agent that iterates a given number of times\nYour personal goal is: Call + the iterating tool 5 times\nYou ONLY have access to the following tools, and + should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool + Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool + Description: A tool that iterates a given number of times\n\nIMPORTANT: Use + the following format in your response:\n\n```\nThought: you should always think + about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to continue + to the fourth iteration. However, as the usage limit is not yet reached, I will + try calling it again.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."}],"model":"gpt-4.1-mini"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '3743' + content-type: + - application/json + cookie: + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.109.1 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.109.1 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.10 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + H4sIAAAAAAAAA6xUwW7bMAy95ysInZMiSZ0U8a0o1rXDgHXAbnXgKjIdq5VFQ6LbDkX+fZCc1G7W + bT3sIlt8fNSj/aiXEYDQhUhBqEqyqhszuSjl0/RieVV/uaxuamxvzFX99f6z+8T37rsYBwZt7lHx + gXWiqG4MsibbwcqhZAxVZ2fLZDpfJctpBGoq0ATatuFJcjKb1NrqyXw6X0ymyWSW7OkVaYVepHA7 + AgB4iWsQagt8FinEYjFSo/dyiyJ9TQIQjkyICOm99iwti3EPKrKMNmq/u7vL7I+K2m3FKVyDRSyA + CZQ0BrhC0IxOsrZbYCIDJbkYLql1XB1QsieZPVfhJe0ZeWAc4nBtm5ZTeMmEDm854zNnIoVMXB+K + QJKJXWa/bTy6R9lV68Fhmo2694+hfHqCSj7iuxrHH+iPLIKRnoF1jX23uvz/zS4+1uzir80+hKWT + aKUBaf0Tusxext153KVwOzx2lonxGx3z48DpcSA5DiwysY56hq5yWLZeBmvb1pgBIK0ljsTo5/Ue + 2b062NC2cbTxR1RRaqt9lTuUnmxwq2dqRER3I4B1nJT2jflF46huOGd6wHjc2Srp6ol+Qnt0lsz3 + KBNL0wOr0+X4nYJ5gSy18YNhE0qqCoue2k+mbAtNA2A0aPt3Oe/V7lrv7PXP8j2gFDaMRd44LLR6 + 23Kf5jDcYH9Ke/3MUbAILtUKc9bowq8osJSt6a4V4X96xjovtd2ia5zu7payyVdnyyUuktVmLka7 + 0S8AAAD//wMAKLZFoWoFAAA= + headers: + CF-RAY: + - 9a3ced211d1d58d7-EWR + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 25 Nov 2025 00:11:02 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - FILTERED + openai-processing-ms: + - '2143' + openai-project: + - FILTERED + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '2171' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-project-tokens: + - '150000000' + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-project-tokens: + - '149999145' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149999145' + x-ratelimit-reset-project-tokens: + - 0s + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_d2e33976f6114504aa755d44cd2c0fca + status: + code: 200 + message: OK +- request: + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call + the iterating tool 5 times\nYou ONLY have access to the following tools, and + should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool + Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool + Description: A tool that iterates a given number of times\n\nIMPORTANT: Use + the following format in your response:\n\n```\nThought: you should always think + about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to continue + to the fourth iteration. However, as the usage limit is not yet reached, I will + try calling it again.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."},{"role":"assistant","content":"```\nThought: + I need to call the iterating tool for the fourth iteration.\nAction: iterating_tool\nAction + Input: {\"input_text\": \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' + has reached its usage limit of 5 times and cannot be used anymore.\n\n\nYou + ONLY have access to the following tools, and should NEVER make up tools that + are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': + {''description'': None, ''type'': ''str''}}\nTool Description: A tool that iterates + a given number of times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"}],"model":"gpt-4.1-mini"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '4875' + content-type: + - application/json + cookie: + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.109.1 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.109.1 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.10 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + H4sIAAAAAAAAAwAAAP//rFRNb9swDL3nVxA6J0E+nHT1rSgwNId2lw4YNheuItO2FlnyJDppUeS/ + D5KT2O0SbIdd/MHHR/FRJN8GAExmLAYmSk6iqtXoNue7+d3mV/79dhvV9w+ZWC/vvs2+Tpb3Lxs2 + 9Ayz/omCjqyxMFWtkKTRLSwsckIfdXq1jCaz62g5D0BlMlSeVtQ0isbTUSW1HM0ms8VoEo2m0YFe + GinQsRh+DAAA3sLTJ6ozfGExTIZHS4XO8QJZfHICYNYob2HcOemIa2LDDhRGE+qQ+/Pzc6IfS9MU + JcWwgpJvEVwjBDqXN0q9QmGIUAOVCBZdo8hBbixQaRFBElruRbsxrECbHWjEDMiAP0PqBmEnqQzs + 3DSWSuA6g1zmVPbILSEUEIMvcbcBk4PgSkldBNvB3f8Zo2ABJCt040TfCB8k7hxS73C0w0rXDcXw + ljDpv1LCF0pYDAlbHROAKGH7RH9ZO7Rb3kbrwL6bDgU7vE51e+zknUSBdCdNY3gwuyGsYCeVCqLO + KWrLiofqtHXSXHUh/4/Wxb9pXVzQ2l5z6JOPPeF15XL7ri0S/TmIuNFuhzaGH/1Uuq9pwoZwHppd + huaXoegytEjYU1DVnwmLeeO4H0zdKNUDuNaGWjF+Gp8OyP40f8oUtTVr94HKcqmlK1OL3BntZ82R + qVlA9wOApzDnzbvRZbU1VU0pmQ2G46aT+ac2IOsWTA++Wh5QMsRVD5hNo+GZkGmGxKVyvWXBBBcl + Zh232yy8yaTpAYOe8D/zORe7Fd+26V/Dd4AQWBNmaW0xk+K95s7Not/Al9xOhQ4JM9/tUmBKEq2/ + jAxz3qh2LTL36girNJe6QFtb2e7GvE6vr5ZLXETX6xkb7Ae/AQAA//8DANYWwKUqBgAA + headers: + CF-RAY: + - 9a3ced2f6ceb58d7-EWR + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 25 Nov 2025 00:11:05 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - FILTERED + openai-processing-ms: + - '2455' + openai-project: + - FILTERED + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '2471' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-project-tokens: + - '150000000' + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-project-tokens: + - '149998877' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149998877' + x-ratelimit-reset-project-tokens: + - 0s + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_317a7f67a0e2481ab682823cbd249fe5 + status: + code: 200 + message: OK +- request: + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call + the iterating tool 5 times\nYou ONLY have access to the following tools, and + should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool + Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool + Description: A tool that iterates a given number of times\n\nIMPORTANT: Use + the following format in your response:\n\n```\nThought: you should always think + about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to continue + to the fourth iteration. However, as the usage limit is not yet reached, I will + try calling it again.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."},{"role":"assistant","content":"```\nThought: + I need to call the iterating tool for the fourth iteration.\nAction: iterating_tool\nAction + Input: {\"input_text\": \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' + has reached its usage limit of 5 times and cannot be used anymore.\n\n\nYou + ONLY have access to the following tools, and should NEVER make up tools that + are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': + {''description'': None, ''type'': ''str''}}\nTool Description: A tool that iterates + a given number of times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have successfully + gotten the results for three iterations. I now need to continue with the fourth + and fifth iterations to complete the task of calling the iterating tool 5 times.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."}],"model":"gpt-4.1-mini"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '5279' + content-type: + - application/json + cookie: + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.109.1 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.109.1 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.10 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + H4sIAAAAAAAAAwAAAP//rFRNb5tAEL37V4z2jC2bYJJwi6pWcqW2UptDpRCR9TLANssu2h3sRJH/ + e7VgG+x8qIdeEMybN/veMLMvEwAmc5YAExUnUTdq+qng2/j7Vvz+Wrebq3hzm2+ErOrP9ttPx1ng + GWb9BwUdWDNh6kYhSaN7WFjkhL7q4jKO5uF1FMcdUJsclaeVDU2j2WJaSy2n4TxcTufRdBHt6ZWR + Ah1L4G4CAPDSPb1QneMTS2AeHCI1OsdLZMkxCYBZo3yEceekI66JBQMojCbUnfaHh4dU31amLStK + YAUaMQcyUPNHBNdahBUIrhRIQstJ6jIjYxQsgWSNbga/DBTcBrAC1wqBzhWtUs8dB3OQBBeHzBVs + pVKHakAVQmFaS1WXANpsZ6m+Eb6FydlxhzisdNNSAi8pk/4tI3yilCWQslVPMBqilO1S/WPt0G54 + X20Ax2m6M/+qA2YLFd8gRAcRRrvgRL2X3nXBaATFHfUOyECJe2OyoGrg/x9jy38ztvzA2KN/9AI1 + V8C126JN9Zfu66b7SuBufOgiZcGJivA8cHEeiM4Dy5Tdd3rGQ2ixaB33m6BbpUYA19pQ33Y//vd7 + ZHcceGXKxpq1O6OyQmrpqswid0b74XZkGtahuwnAfbdY7cmusMaauqGMzCN2xy0WYdgXZMNGj+B4 + sUfJEFcjILy6CN4omeVIXCo32k4muKgwH3HnYXQ0wdtcmgGbT0beX0t6q3zvv5+wQ5V3yw+AENgQ + 5lljMZfi1PaQZtHfeu+lHXvdCWZ+UKXAjCRa/z9yLHir+quIuWdHWGeF1CXaxsr+Piqa7PoyjnEZ + Xa9DNtlN/gIAAP//AwA2OQGcngUAAA== + headers: + CF-RAY: + - 9a3ced3fba9a58d7-EWR + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 25 Nov 2025 00:11:09 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - FILTERED + openai-processing-ms: + - '2902' + openai-project: + - FILTERED + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '2939' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-project-tokens: + - '150000000' + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-project-tokens: + - '149998787' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149998787' + x-ratelimit-reset-project-tokens: + - 0s + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_966d48f0cfd6482082a15673f25d0ae6 + status: + code: 200 + message: OK +- request: + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call + the iterating tool 5 times\nYou ONLY have access to the following tools, and + should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool + Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool + Description: A tool that iterates a given number of times\n\nIMPORTANT: Use + the following format in your response:\n\n```\nThought: you should always think + about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to continue + to the fourth iteration. However, as the usage limit is not yet reached, I will + try calling it again.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."},{"role":"assistant","content":"```\nThought: + I need to call the iterating tool for the fourth iteration.\nAction: iterating_tool\nAction + Input: {\"input_text\": \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' + has reached its usage limit of 5 times and cannot be used anymore.\n\n\nYou + ONLY have access to the following tools, and should NEVER make up tools that + are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': + {''description'': None, ''type'': ''str''}}\nTool Description: A tool that iterates + a given number of times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have successfully + gotten the results for three iterations. I now need to continue with the fourth + and fifth iterations to complete the task of calling the iterating tool 5 times.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to make + sure I call iterating_tool 5 times. So far, I successfully called it 3 times. + I will call it the fourth time now.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."}],"model":"gpt-4.1-mini"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '5631' + content-type: + - application/json + cookie: + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; + _cfuvid=3qzdeCQiQuxWOoe6pUfZxc.zvYYCrfKLlSOuie3kdDQ-1764029450997-0.0.1.1-604800000 + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.109.1 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.109.1 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.10 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + H4sIAAAAAAAAA6yUwW6jMBCG73mKkc9JFCikCrdupUo5rFZadQ9VqYhjBnBrbNYemq6qvPvK0ATS + JtIe9mJhfzM/88OM3ycATOYsASYqTqJu1Oy24LvVw/VzboO6Ur9/Pdzdf6PvD8878/OuZVOfYbbP + KOiQNRembhSSNLrHwiIn9KrB9TJahKtouepAbXJUPq1saBbNg1kttZyFizCeLaJZEH2kV0YKdCyB + xwkAwHu3+kJ1jm8sgcX0cFKjc7xElhyDAJg1yp8w7px0xDWx6QCF0YS6q32z2aT6vjJtWVECayg5 + VWgxhyuQhJZ7Qw64zkEj5hBCbSzO4ZYrJXUJVOEhTpcZGaOgMLY7LkxrqQKSNc5TfSO8UvIp+HAO + a920lMB7yqR/ygjfKGUJpGx9qAKilO1T/WPr0L7yXm2A47Cxn4q/4rico6k5rHtLZEBwpc5ZMRo7 + v52JwZgsToT+i7n438zFJ+a02cGLX/qyNFfAtduhTfVdt7vpdgk8jl81PAUpm8J5FF5GV5dRdBnF + KXtK9WazGTeixaJ13E+DbpUaAa61ob75/Ag8fZD9semVKRtrtu5TKiuklq7KLHJntG9wR6ZhHd1P + AJ664WpP5oU11tQNZWResHtdEC7iXpANUz3CcfBByRBXI3AVL6dnJLMciUvlRhPKBBcV5qPcIA6P + JnibSzOwxWTk/WtJ5+R7/30nHlQuyg9ACGwI86yxmEtxansIs+hvvkthx2/dFcx8Q0uBGUm0/n/k + WPBW9dcRc38cYZ0VUpdoGyv7O6lostX1colxtNqGbLKf/AUAAP//AwBSwFjWogUAAA== + headers: + CF-RAY: + - 9a3ced574c8758d7-EWR + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 25 Nov 2025 00:11:11 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - FILTERED + openai-processing-ms: + - '2336' + openai-project: + - FILTERED + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '2408' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-project-tokens: + - '150000000' + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-project-tokens: + - '149998710' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149998707' + x-ratelimit-reset-project-tokens: + - 0s + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_8ad8db55d44a4a8586f2e4762fa76dff + status: + code: 200 + message: OK +- request: + body: '{"messages":[{"role":"system","content":"You are Iterating Agent. You are + an agent that iterates a given number of times\nYour personal goal is: Call + the iterating tool 5 times\nYou ONLY have access to the following tools, and + should NEVER make up tools that are not listed here:\n\nTool Name: iterating_tool\nTool + Arguments: {''input_text'': {''description'': None, ''type'': ''str''}}\nTool + Description: A tool that iterates a given number of times\n\nIMPORTANT: Use + the following format in your response:\n\n```\nThought: you should always think + about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent + Task: Call the iterating tool 5 times\n\nThis is the expected criteria for your + final answer: A list of the iterations\nyou MUST return the actual complete + content as the final answer, not a summary.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"},{"role":"assistant","content":"```\nThought: I need to + start by calling the iterating tool for the first iteration to begin the process + of accumulating the iterations.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 1\"}\nObservation: Iteration Iteration 1"},{"role":"assistant","content":"```\nThought: + I have completed the first iteration and need to proceed to the second iteration + by calling the iterating tool again.\nAction: iterating_tool\nAction Input: + {\"input_text\": \"Iteration 2\"}\nObservation: Iteration Iteration 2"},{"role":"assistant","content":"```\nThought: + The second iteration is done, I should continue by calling the iterating tool + for the third iteration.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 3\"}\nObservation: Iteration Iteration 3\n\n\nYou ONLY have access + to the following tools, and should NEVER make up tools that are not listed here:\n\nTool + Name: iterating_tool\nTool Arguments: {''input_text'': {''description'': None, + ''type'': ''str''}}\nTool Description: A tool that iterates a given number of + times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have the + third iteration, now I proceed to call the iterating tool for the fourth iteration.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to continue + to the fourth iteration. However, as the usage limit is not yet reached, I will + try calling it again.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."},{"role":"assistant","content":"```\nThought: + I need to call the iterating tool for the fourth iteration.\nAction: iterating_tool\nAction + Input: {\"input_text\": \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' + has reached its usage limit of 5 times and cannot be used anymore.\n\n\nYou + ONLY have access to the following tools, and should NEVER make up tools that + are not listed here:\n\nTool Name: iterating_tool\nTool Arguments: {''input_text'': + {''description'': None, ''type'': ''str''}}\nTool Description: A tool that iterates + a given number of times\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: + you should always think about what to do\nAction: the action to take, only one + name of [iterating_tool], just the name, exactly as it''s written.\nAction Input: + the input to the action, just a simple JSON object, enclosed in curly braces, + using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce + all necessary information is gathered, return the following format:\n\n```\nThought: + I now know the final answer\nFinal Answer: the final answer to the original + input question\n```"},{"role":"assistant","content":"```\nThought: I have successfully + gotten the results for three iterations. I now need to continue with the fourth + and fifth iterations to complete the task of calling the iterating tool 5 times.\nAction: + iterating_tool\nAction Input: {\"input_text\": \"Iteration 4\"}\nObservation: + Tool ''iterating_tool'' has reached its usage limit of 5 times and cannot be + used anymore."},{"role":"assistant","content":"```\nThought: I need to make + sure I call iterating_tool 5 times. So far, I successfully called it 3 times. + I will call it the fourth time now.\nAction: iterating_tool\nAction Input: {\"input_text\": + \"Iteration 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage + limit of 5 times and cannot be used anymore."},{"role":"assistant","content":"```\nThought: + I gathered 3 iterations and need 2 more. Calling the iterating_tool for the + fourth time.\nAction: iterating_tool\nAction Input: {\"input_text\": \"Iteration + 4\"}\nObservation: Tool ''iterating_tool'' has reached its usage limit of 5 + times and cannot be used anymore.\n\n\nYou ONLY have access to the following + tools, and should NEVER make up tools that are not listed here:\n\nTool Name: + iterating_tool\nTool Arguments: {''input_text'': {''description'': None, ''type'': + ''str''}}\nTool Description: A tool that iterates a given number of times\n\nIMPORTANT: + Use the following format in your response:\n\n```\nThought: you should always + think about what to do\nAction: the action to take, only one name of [iterating_tool], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple JSON object, enclosed in curly braces, using \" to wrap keys and + values.\nObservation: the result of the action\n```\n\nOnce all necessary information + is gathered, return the following format:\n\n```\nThought: I now know the final + answer\nFinal Answer: the final answer to the original input question\n```"}],"model":"gpt-4.1-mini"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '6792' + content-type: + - application/json + cookie: + - __cf_bm=Rk0b4fvmVYz2AcyS883ANbei8KVbSWpRMutSGLaQd8E-1764029450-1.0.1.1-W64BDJrkTwfo5N6EJqwlVcCCqx1Go0z.5yJhB0w0eZ2zJGPx9KE3mYd0lB.PQp2SSGYHGGl_Hzpy27x19ClbUjUng4ELoWcUs0oYE3wUFgE; 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includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - FILTERED + openai-processing-ms: + - '1330' + openai-project: + - FILTERED + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '1344' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-project-tokens: + - '150000000' + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-project-tokens: + - '149998432' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149998435' + x-ratelimit-reset-project-tokens: + - 0s + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_46256cddb864423582f9c7f3cf9246b4 status: code: 200 message: OK diff --git a/lib/crewai/tests/tools/test_base_tool.py b/lib/crewai/tests/tools/test_base_tool.py index 2aa9ac8bf..4e36b90c9 100644 --- a/lib/crewai/tests/tools/test_base_tool.py +++ b/lib/crewai/tests/tools/test_base_tool.py @@ -230,3 +230,67 @@ def test_max_usage_count_is_respected(): crew.kickoff() assert tool.max_usage_count == 5 assert tool.current_usage_count == 5 + + +def test_tool_schema_respects_default_values(): + """Test that tool schema correctly marks optional parameters with defaults.""" + + class ToolWithDefaults(BaseTool): + name: str = "tool_with_defaults" + description: str = "A tool with optional parameters" + + def _run( + self, + query: str, + similarity_threshold: float | None = None, + limit: int = 5, + ) -> str: + return f"{query} - {similarity_threshold} - {limit}" + + tool = ToolWithDefaults() + schema = tool.args_schema.model_json_schema() + + assert schema["required"] == ["query"] + + props = schema["properties"] + assert "default" in props["similarity_threshold"] + assert props["similarity_threshold"]["default"] is None + assert "default" in props["limit"] + assert props["limit"]["default"] == 5 + + +def test_tool_decorator_respects_default_values(): + """Test that @tool decorator correctly handles optional parameters with defaults.""" + + @tool("search_tool") + def search_with_defaults( + query: str, max_results: int = 10, sort_by: str | None = None + ) -> str: + """Search for information with optional parameters.""" + return f"{query} - {max_results} - {sort_by}" + + schema = search_with_defaults.args_schema.model_json_schema() + + assert schema["required"] == ["query"] + + props = schema["properties"] + assert "default" in props["max_results"] + assert props["max_results"]["default"] == 10 + assert "default" in props["sort_by"] + assert props["sort_by"]["default"] is None + + +def test_tool_schema_all_required_when_no_defaults(): + """Test that all parameters are required when no defaults are provided.""" + + class AllRequiredTool(BaseTool): + name: str = "all_required" + description: str = "All params required" + + def _run(self, param1: str, param2: int, param3: bool) -> str: + return f"{param1} - {param2} - {param3}" + + tool = AllRequiredTool() + schema = tool.args_schema.model_json_schema() + + assert set(schema["required"]) == {"param1", "param2", "param3"}