From 270129e39311b309118da83b85941917f7e72807 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 10:37:03 +0200 Subject: [PATCH 01/30] Refactored AugmentedLLMAnthropic --- src/mcp_agent/llm/augmented_llm.py | 17 +- .../llm/providers/augmented_llm_anthropic.py | 740 +++++++++--------- .../test_augmented_llm_anthropic_caching.py | 217 ++--- 3 files changed, 419 insertions(+), 555 deletions(-) diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index 3bc06657..b30b2aa9 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -85,6 +85,14 @@ def deep_merge(dict1: Dict[Any, Any], dict2: Dict[Any, Any]) -> Dict[Any, Any]: class AugmentedLLM(ContextDependent, AugmentedLLMProtocol, Generic[MessageParamT, MessageT]): + """ + The basic building block of agentic systems is an LLM enhanced with augmentations + such as retrieval, tools, and memory provided from a collection of MCP servers. + Our current models can actively use these capabilities—generating their own search queries, + selecting appropriate tools, and determining what information to retain. + """ + + # Common parameter names used across providers PARAM_MESSAGES = "messages" PARAM_MODEL = "model" @@ -100,12 +108,9 @@ class AugmentedLLM(ContextDependent, AugmentedLLMProtocol, Generic[MessageParamT # Base set of fields that should always be excluded BASE_EXCLUDE_FIELDS = {PARAM_METADATA} - """ - The basic building block of agentic systems is an LLM enhanced with augmentations - such as retrieval, tools, and memory provided from a collection of MCP servers. - Our current models can actively use these capabilities—generating their own search queries, - selecting appropriate tools, and determining what information to retain. - """ + class _Actions: + STOP = "Stop" # Making the actions available like so: self.ACTIONS.STOP + ACTIONS = _Actions() provider: Provider | None = None diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 93063818..d10b29de 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -1,5 +1,13 @@ import json -from typing import TYPE_CHECKING, Any, List, Tuple, Type +from typing import ( + TYPE_CHECKING, + Any, + List, + Tuple, + Type, + Optional, + cast, +) from mcp.types import TextContent @@ -20,7 +28,11 @@ from mcp import ListToolsResult -from anthropic import AsyncAnthropic, AuthenticationError +from anthropic import ( + APIError, + AsyncAnthropic, + AuthenticationError +) from anthropic.lib.streaming import AsyncMessageStream from anthropic.types import ( Message, @@ -28,6 +40,7 @@ TextBlock, TextBlockParam, ToolParam, + ToolUseBlock, ToolUseBlockParam, Usage, ) @@ -79,32 +92,44 @@ def __init__(self, *args, **kwargs) -> None: *args, provider=Provider.ANTHROPIC, type_converter=AnthropicSamplingConverter, **kwargs ) - def _initialize_default_params(self, kwargs: dict) -> RequestParams: - """Initialize Anthropic-specific default parameters""" - # Get base defaults from parent (includes ModelDatabase lookup) - base_params = super()._initialize_default_params(kwargs) + self.client = self._initialize_client() # Initialize the client once and reuse it + + def _initialize_client(self) -> AsyncAnthropic: + """Initializes and returns the Anthropic API client.""" + try: + api_key = self._api_key() + base_url = self._base_url() + if base_url and base_url.endswith("/v1"): + base_url = base_url.rstrip("/v1") + return AsyncAnthropic(api_key=api_key, base_url=base_url) + except AuthenticationError as e: + raise ProviderKeyError( + "Invalid Anthropic API key", + "The configured Anthropic API key was rejected.\nPlease check that your API key is valid and not expired.", + ) from e - # Override with Anthropic-specific settings - chosen_model = kwargs.get("model", DEFAULT_ANTHROPIC_MODEL) - base_params.model = chosen_model + def _initialize_default_params(self, kwargs: dict) -> RequestParams: + """Initialize Anthropic-specific default parameters""" + base_params = super()._initialize_default_params(kwargs) # Get base defaults from parent (includes ModelDatabase lookup) + base_params.model = kwargs.get("model", DEFAULT_ANTHROPIC_MODEL) # Override with Anthropic-specific settings return base_params - def _base_url(self) -> str | None: + def _base_url(self) -> Optional[str]: assert self.context.config return self.context.config.anthropic.base_url if self.context.config.anthropic else None def _get_cache_mode(self) -> str: - """Get the cache mode configuration.""" - cache_mode = "auto" # Default to auto + """Get the cache mode configuration. Default 'auto' + """ if self.context.config and self.context.config.anthropic: - cache_mode = self.context.config.anthropic.cache_mode - return cache_mode + return self.context.config.anthropic.cache_mode + return "auto" # Default - async def _prepare_tools(self, structured_model: Type[ModelT] | None = None) -> List[ToolParam]: - """Prepare tools based on whether we're in structured output mode.""" + async def _prepare_tools(self, structured_model: Optional[Type[ModelT]] = None) -> List[ToolParam]: + """Prepare tools for the API call, handling structured output mode.""" if structured_model: - # JSON mode - create a single tool for structured output + return [ ToolParam( name="return_structured_output", @@ -112,71 +137,67 @@ async def _prepare_tools(self, structured_model: Type[ModelT] | None = None) -> input_schema=structured_model.model_json_schema(), ) ] - else: - # Regular mode - use tools from aggregator - tool_list: ListToolsResult = await self.aggregator.list_tools() - return [ - ToolParam( - name=tool.name, - description=tool.description or "", - input_schema=tool.inputSchema, - ) - for tool in tool_list.tools - ] - def _apply_system_cache(self, base_args: dict, cache_mode: str) -> None: - """Apply cache control to system prompt if cache mode allows it.""" - if cache_mode != "off" and base_args["system"]: - if isinstance(base_args["system"], str): - base_args["system"] = [ - { - "type": "text", - "text": base_args["system"], - "cache_control": {"type": "ephemeral"}, - } - ] - self.logger.debug( - "Applied cache_control to system prompt (caches tools+system in one block)" - ) - else: - self.logger.debug(f"System prompt is not a string: {type(base_args['system'])}") + tool_list: ListToolsResult = await self.aggregator.list_tools() + return [ + ToolParam( + name=tool.name, + description=tool.description or "", + input_schema=tool.inputSchema, + ) + for tool in tool_list.tools + ] + + def _apply_system_cache(self, system_prompt: Any, cache_mode: str) -> Any: + """ + Apply cache control to system prompt if cache mode allows it. + Apply conversation caching. Returns number of cache blocks applied. + """ + if cache_mode != "off" and isinstance(system_prompt, str) and system_prompt: + self.logger.debug("Applied cache_control to system prompt (caches tools+system in one block)") + return [{"type": "text", "text": system_prompt, "cache_control": {"type": "ephemeral"}}] + + if not isinstance(system_prompt, str): + self.logger.debug(f"System prompt is not a string: {type(system_prompt)}") + return system_prompt async def _apply_conversation_cache(self, messages: List[MessageParam], cache_mode: str) -> int: """Apply conversation caching if in auto mode. Returns number of cache blocks applied.""" - applied_count = 0 - if cache_mode == "auto" and self.history.should_apply_conversation_cache(): - cache_updates = self.history.get_conversation_cache_updates() - - # Remove cache control from old positions - if cache_updates["remove"]: - self.history.remove_cache_control_from_messages(messages, cache_updates["remove"]) - self.logger.debug( - f"Removed conversation cache_control from positions {cache_updates['remove']}" - ) - - # Add cache control to new positions - if cache_updates["add"]: - applied_count = self.history.add_cache_control_to_messages( - messages, cache_updates["add"] - ) - if applied_count > 0: - self.history.apply_conversation_cache_updates(cache_updates) - self.logger.debug( - f"Applied conversation cache_control to positions {cache_updates['add']} ({applied_count} blocks)" - ) - else: - self.logger.debug( - f"Failed to apply conversation cache_control to positions {cache_updates['add']}" - ) + + if cache_mode != "auto" or not self.history.should_apply_conversation_cache(): + return 0 + + cache_updates = self.history.get_conversation_cache_updates() + + if cache_updates["remove"]: + self.history.remove_cache_control_from_messages(messages, cache_updates["remove"]) + self.logger.debug(f"Removed conversation cache_control from positions {cache_updates['remove']}") + + if cache_updates["add"]: + applied_count = self.history.add_cache_control_to_messages(messages, cache_updates["add"]) + if applied_count > 0: + self.history.apply_conversation_cache_updates(cache_updates) + self.logger.debug(f"Applied conversation cache_control to positions {cache_updates['add']} ({applied_count} blocks)") + return applied_count + else: + self.logger.debug(f"Failed to apply conversation cache_control to positions {cache_updates['add']}") + + return 0 - return applied_count + def _check_cache_limit(self, conversation_cache_count: int, system_prompt: Any, cache_mode: str): + """Warns if the number of cache blocks exceeds Anthropic's limit.""" + system_cache_count = 1 if cache_mode != "off" and system_prompt else 0 + total_cache_blocks = conversation_cache_count + system_cache_count + if total_cache_blocks > 4: + self.logger.warning(f"Total cache blocks ({total_cache_blocks}) exceeds Anthropic limit of 4") async def _process_structured_output( self, - content_block: Any, + content_block: ToolUseBlock, ) -> Tuple[str, CallToolResult, TextContent]: """ Process a structured output tool call from Anthropic. + (For the special 'return_structured_output' tool call.) This handles the special case where Anthropic's model was forced to use a 'return_structured_output' tool via tool_choice. The tool input contains @@ -191,54 +212,55 @@ async def _process_structured_output( """ tool_args = content_block.input tool_use_id = content_block.id - + # Show the formatted JSON response to the user - json_response = json.dumps(tool_args, indent=2) + json_response = json.dumps(tool_args, indent=2) await self.show_assistant_message(json_response) - # Create the content for responses - structured_content = TextContent(type="text", text=json.dumps(tool_args)) + structured_content = TextContent(type="text", text=json.dumps(tool_args)) # Create the content for responses - # Create a CallToolResult to satisfy Anthropic's API requirements - # This represents the "result" of our structured output "tool" - tool_result = CallToolResult(isError=False, content=[structured_content]) + tool_result = CallToolResult(isError=False, content=[structured_content]) # Create a CallToolResult to satisfy Anthropic's API requirements. This represents the "result" of our structured output "tool" return tool_use_id, tool_result, structured_content async def _process_regular_tool_call( self, - content_block: Any, + content_block: ToolUseBlock, available_tools: List[ToolParam], is_first_tool: bool, message_text: str | Text, ) -> Tuple[str, CallToolResult]: """ - Process a regular MCP tool call. - - This handles actual tool execution via the MCP aggregator. + Process a regular MCP tool call via the MCP aggregator. """ - tool_name = content_block.name - tool_args = content_block.input - tool_use_id = content_block.id - if is_first_tool: - await self.show_assistant_message(message_text, tool_name) + await self.show_assistant_message( + message_text, + content_block.name + ) - self.show_tool_call(available_tools, tool_name, tool_args) + self.show_tool_call( + available_tools=available_tools, + tool_name=content_block.name, + tool_args=content_block.input, + ) tool_call_request = CallToolRequest( method="tools/call", - params=CallToolRequestParams(name=tool_name, arguments=tool_args), + params=CallToolRequestParams( + name=content_block.name, + arguments=content_block.input, + ), ) - result = await self.call_tool(request=tool_call_request, tool_call_id=tool_use_id) + result = await self.call_tool(request=tool_call_request, tool_call_id=content_block.id) self.show_tool_result(result) - return tool_use_id, result + return content_block.id, result async def _process_tool_calls( self, - tool_uses: List[Any], + tool_uses: List[ToolUseBlock], available_tools: List[ToolParam], message_text: str | Text, - structured_model: Type[ModelT] | None = None, + structured_model: Optional[Type[ModelT]] = None, ) -> Tuple[List[Tuple[str, CallToolResult]], List[ContentBlock]]: """ Process tool calls, handling both structured output and regular MCP tools. @@ -252,32 +274,122 @@ async def _process_tool_calls( - Calls actual MCP tools via the aggregator - Returns real CallToolResults """ - tool_results = [] - responses = [] + tool_results_for_api = [] + final_content_responses = [] for tool_idx, content_block in enumerate(tool_uses): - tool_name = content_block.name is_first_tool = tool_idx == 0 - if tool_name == "return_structured_output" and structured_model: + if content_block.name == "return_structured_output" and structured_model: # Structured output: extract JSON, don't call external tools ( tool_use_id, tool_result, structured_content, - ) = await self._process_structured_output(content_block) - responses.append(structured_content) - # Add to tool_results to satisfy Anthropic's API requirement for tool_result messages - tool_results.append((tool_use_id, tool_result)) + ) = await self._process_structured_output(content_block=content_block) + + final_content_responses.append(structured_content) + + tool_results_for_api.append((tool_use_id, tool_result)) # Add to tool_results to satisfy Anthropic's API requirement for tool_result messages else: # Regular tool: call external MCP tool tool_use_id, tool_result = await self._process_regular_tool_call( - content_block, available_tools, is_first_tool, message_text + content_block=content_block, + available_tools=available_tools, + is_first_tool=is_first_tool, + message_text=message_text, ) - tool_results.append((tool_use_id, tool_result)) - responses.extend(tool_result.content) - return tool_results, responses + final_content_responses.extend(tool_result.content) + tool_results_for_api.append((tool_use_id, tool_result)) + + return tool_results_for_api, final_content_responses + + def _prepare_request_payload( + self, messages: List[MessageParam], params: RequestParams, tools: List[ToolParam], system_prompt: Any, structured_model: Optional[Type[ModelT]] + ) -> dict: + """Assembles the final dictionary of arguments for the Anthropic API call.""" + base_args = { + "model": params.model, + "messages": messages, + "system": system_prompt, + "stop_sequences": params.stopSequences, + "tools": tools, + } + if structured_model: + base_args["tool_choice"] = {"type": "tool", "name": "return_structured_output"} + if params.maxTokens is not None: + base_args["max_tokens"] = params.maxTokens + + # Use the base class method to merge remaining sampling parameters + return self.prepare_provider_arguments(base_args, params, self.ANTHROPIC_EXCLUDE_FIELDS) + + async def _execute_streaming_call(self, arguments: dict, model: str) -> Message: + """Executes the API call, processes the stream for real-time feedback, and returns the final message.""" + estimated_tokens = 0 + try: + async with self.client.messages.stream(**arguments) as stream: + async for event in stream: + if event.type == "content_block_delta" and event.delta.type == "text_delta": + estimated_tokens = self._update_streaming_progress(event.delta.text, model, estimated_tokens) + elif event.type == "message_delta" and hasattr(event, "usage"): + self._log_final_streaming_progress(event.usage.output_tokens, model) + + message = await stream.get_final_message() + if hasattr(message, "usage") and message.usage: + self.logger.info(f"Streaming complete - Model: {model}, Input tokens: {message.usage.input_tokens}, Output tokens: {message.usage.output_tokens}") + return message + except AuthenticationError as e: + raise ProviderKeyError("Invalid Anthropic API key was rejected during a call.", "Please check your API key.") from e + except APIError as e: + self.logger.error(f"Anthropic API Error: {e}", exc_info=True) + + return Message( # Create a synthetic error message to avoid crashing the agent + id="error", model="error", role="assistant", type="message", + content=[TextBlock(type="text", text=f"Error during generation: {e}")], + stop_reason="end_turn", usage=Usage(input_tokens=0, output_tokens=0) + ) + + async def _process_response_actions( + self, response: Message, messages: List[MessageParam], available_tools: List[ToolParam], params: RequestParams, structured_model: Optional[Type[ModelT]] + ) -> Tuple[str, List[ContentBlock], Optional[MessageParam]]: + """ + Processes the final API message, handles actions based on stop_reason, and returns the outcome. + Returns a tuple of (action, content_responses, next_message_to_append). + """ + response_as_message_param = self.convert_message_to_message_param(response) + + text_content = "".join( + [block.text for block in response.content if hasattr(block, "type") and block.type == "text"] + ) + + if response.stop_reason == "tool_use": + tool_uses = [c for c in response.content if isinstance(c, ToolUseBlock)] + if not tool_uses: + return self.ACTIONS.STOP, [], response_as_message_param + + message_text = text_content or Text("the assistant requested tool calls", style="dim green italic") + tool_results_for_api, tool_content = await self._process_tool_calls( + tool_uses, available_tools, message_text, structured_model + ) + + # For structured output, we stop after getting the tool call result. + if structured_model: + return self.ACTIONS.STOP, tool_content, response_as_message_param + + # For regular tools, we create a tool_results message and continue the loop. + tool_results_message = AnthropicConverter.create_tool_results_message(tool_results_for_api) + return "CONTINUE_WITH_TOOLS", tool_content, tool_results_message + + # Handle all terminal states + if response.stop_reason in ["end_turn", "stop_sequence"]: + await self.show_assistant_message(text_content) + elif response.stop_reason == "max_tokens": + limit = f"({params.maxTokens})" if params.maxTokens else "" + await self.show_assistant_message(Text(f"the assistant has reached the maximum token limit {limit}", style="dim green italic")) + + final_responses = [TextContent(type="text", text=text_content)] if text_content else [] + return self.ACTIONS.STOP, final_responses, response_as_message_param async def _process_stream(self, stream: AsyncMessageStream, model: str) -> Message: """Process the streaming response and display real-time token usage.""" @@ -328,245 +440,101 @@ async def _process_stream(self, stream: AsyncMessageStream, model: str) -> Messa async def _anthropic_completion( self, - message_param, - request_params: RequestParams | None = None, - structured_model: Type[ModelT] | None = None, + message_param: MessageParam, + request_params: Optional[RequestParams] = None, + structured_model: Optional[Type[ModelT]] = None, ) -> list[ContentBlock]: """ + Orchestrates the process of sending a prompt to Anthropic and handling the response. Process a query using an LLM and available tools. - Override this method to use a different LLM. """ + params = self.get_request_params(request_params) + model = params.model - api_key = self._api_key() - base_url = self._base_url() - if base_url and base_url.endswith("/v1"): - base_url = base_url.rstrip("/v1") + # 1. Prepare initial messages and tools + messages: List[MessageParam] = self.history.get(include_completion_history=params.use_history) + messages.append(message_param) - try: - anthropic = AsyncAnthropic(api_key=api_key, base_url=base_url) - messages: List[MessageParam] = [] - params = self.get_request_params(request_params) - except AuthenticationError as e: - raise ProviderKeyError( - "Invalid Anthropic API key", - "The configured Anthropic API key was rejected.\nPlease check that your API key is valid and not expired.", - ) from e - - # Always include prompt messages, but only include conversation history - # if use_history is True - messages.extend(self.history.get(include_completion_history=params.use_history)) - - messages.append(message_param) # message_param is the current user turn - - # Get cache mode configuration + available_tools = await self._prepare_tools(structured_model) + system_prompt = self.instruction or params.systemPrompt cache_mode = self._get_cache_mode() self.logger.debug(f"Anthropic cache_mode: {cache_mode}") - - available_tools = await self._prepare_tools(structured_model) - - responses: List[ContentBlock] = [] - - model = self.default_request_params.model + all_content_responses: List[ContentBlock] = [] # Note: We'll cache tools+system together by putting cache_control only on system prompt for i in range(params.max_iterations): self._log_chat_progress(self.chat_turn(), model=model) - # Create base arguments dictionary - base_args = { - "model": model, - "messages": messages, - "system": self.instruction or params.systemPrompt, - "stop_sequences": params.stopSequences, - "tools": available_tools, - } - - # Add tool_choice for structured output mode - if structured_model: - base_args["tool_choice"] = {"type": "tool", "name": "return_structured_output"} - - # Apply cache control to system prompt - self._apply_system_cache(base_args, cache_mode) - - # Apply conversation caching - applied_count = await self._apply_conversation_cache(messages, cache_mode) - - # Verify we don't exceed Anthropic's 4 cache block limit - if applied_count > 0: - total_cache_blocks = applied_count - if cache_mode != "off" and base_args["system"]: - total_cache_blocks += 1 # tools+system cache block - if total_cache_blocks > 4: - self.logger.warning( - f"Total cache blocks ({total_cache_blocks}) exceeds Anthropic limit of 4" - ) - - if params.maxTokens is not None: - base_args["max_tokens"] = params.maxTokens - - # Use the base class method to prepare all arguments with Anthropic-specific exclusions - arguments = self.prepare_provider_arguments( - base_args, params, self.ANTHROPIC_EXCLUDE_FIELDS + # 2. Apply Caching + final_system_prompt = self._apply_system_cache(system_prompt=system_prompt, cache_mode=cache_mode) + conversation_cache_count = await self._apply_conversation_cache(messages=messages, cache_mode=cache_mode) + self._check_cache_limit(conversation_cache_count=conversation_cache_count, system_prompt=final_system_prompt, cache_mode=cache_mode) + + # 3. Build Payload and Execute API Call + arguments = self._prepare_request_payload( + messages=messages, + params=params, + tools=available_tools, + system_prompt=final_system_prompt, + structured_model=structured_model, ) - - self.logger.debug(f"{arguments}") - - # Use streaming API with helper - async with anthropic.messages.stream(**arguments) as stream: - # Process the stream - response = await self._process_stream(stream, model) - - # Track usage if response is valid and has usage data - if ( - hasattr(response, "usage") - and response.usage - and not isinstance(response, BaseException) - ): - try: - turn_usage = TurnUsage.from_anthropic( - response.usage, model or DEFAULT_ANTHROPIC_MODEL - ) - self._finalize_turn_usage(turn_usage) - # self._show_usage(response.usage, turn_usage) - except Exception as e: - self.logger.warning(f"Failed to track usage: {e}") - - if isinstance(response, AuthenticationError): - raise ProviderKeyError( - "Invalid Anthropic API key", - "The configured Anthropic API key was rejected.\nPlease check that your API key is valid and not expired.", - ) from response - elif isinstance(response, BaseException): - error_details = str(response) - self.logger.error(f"Error: {error_details}", data=BaseException) - - # Try to extract more useful information for API errors - if hasattr(response, "status_code") and hasattr(response, "response"): - try: - error_json = response.response.json() - error_details = f"Error code: {response.status_code} - {error_json}" - except: # noqa: E722 - error_details = f"Error code: {response.status_code} - {str(response)}" - - # Convert other errors to text response - error_message = f"Error during generation: {error_details}" - response = Message( - id="error", - model="error", - role="assistant", - type="message", - content=[TextBlock(type="text", text=error_message)], - stop_reason="end_turn", - usage=Usage(input_tokens=0, output_tokens=0), - ) - - self.logger.debug( - f"{model} response:", - data=response, + self.logger.debug(f"Prepared arguments for Anthropic API: {str(arguments)[:1500]}") + response = await self._execute_streaming_call( + arguments=arguments, + model=model, ) - - response_as_message = self.convert_message_to_message_param(response) - messages.append(response_as_message) - if response.content and response.content[0].type == "text": - responses.append(TextContent(type="text", text=response.content[0].text)) - - if response.stop_reason == "end_turn": - message_text = "" - for block in response_as_message["content"]: - if isinstance(block, dict) and block.get("type") == "text": - message_text += block.get("text", "") - elif hasattr(block, "type") and block.type == "text": - message_text += block.text - - await self.show_assistant_message(message_text) - - self.logger.debug(f"Iteration {i}: Stopping because finish_reason is 'end_turn'") - break - elif response.stop_reason == "stop_sequence": - # We have reached a stop sequence - self.logger.debug( - f"Iteration {i}: Stopping because finish_reason is 'stop_sequence'" + assistant_message = self.convert_message_to_message_param(response) + messages.append(assistant_message) + + # 4. Track Usage + if hasattr(response, "usage") and response.usage: + turn_usage = TurnUsage.from_anthropic( + usage=response.usage, + model=model ) + self._finalize_turn_usage(turn_usage=turn_usage) + + # 5. Process Response and Determine Next Action + action, new_content, tool_results_message = await self._process_response_actions( + response=response, + messages=messages, + available_tools=available_tools, + params=params, + structured_model=structured_model, + ) + if new_content: + all_content_responses.extend(new_content) + + if tool_results_message: + messages.append(tool_results_message) + + if action == self.ACTIONS.STOP: + self.logger.debug(f"Iteration {i}: Stopping because action is {response.stop_reason}") break - elif response.stop_reason == "max_tokens": - # We have reached the max tokens limit - - self.logger.debug(f"Iteration {i}: Stopping because finish_reason is 'max_tokens'") - if params.maxTokens is not None: - message_text = Text( - f"the assistant has reached the maximum token limit ({params.maxTokens})", - style="dim green italic", - ) - else: - message_text = Text( - "the assistant has reached the maximum token limit", - style="dim green italic", - ) - - await self.show_assistant_message(message_text) - - break - else: - message_text = "" - for block in response_as_message["content"]: - if isinstance(block, dict) and block.get("type") == "text": - message_text += block.get("text", "") - elif hasattr(block, "type") and block.type == "text": - message_text += block.text - - # response.stop_reason == "tool_use": - # First, collect all tool uses in this turn - tool_uses = [c for c in response.content if c.type == "tool_use"] - - if tool_uses: - if message_text == "": - message_text = Text( - "the assistant requested tool calls", - style="dim green italic", - ) - - # Process all tool calls using the helper method - tool_results, tool_responses = await self._process_tool_calls( - tool_uses, available_tools, message_text, structured_model - ) - responses.extend(tool_responses) - - # Always add tool_results_message first (required by Anthropic API) - messages.append(AnthropicConverter.create_tool_results_message(tool_results)) - - # For structured output, we have our result and should exit after sending tool_result - if structured_model and any( - tool.name == "return_structured_output" for tool in tool_uses - ): - self.logger.debug("Structured output received, breaking iteration loop") - break - - # Only save the new conversation messages to history if use_history is true - # Keep the prompt messages separate + else: + self.logger.warning(f"Exceeded max iterations ({params.max_iterations}) without stopping.") + + # 6. Finalize History + # Apply cache control to system prompt if params.use_history: - # Get current prompt messages - prompt_messages = self.history.get(include_completion_history=False) - new_messages = messages[len(prompt_messages) :] - self.history.set(new_messages) + prompt_len = len(self.history.get(include_completion_history=False)) + self.history.set(messages[prompt_len:]) self._log_chat_finished(model=model) - - return responses + return all_content_responses async def generate_messages( self, - message_param, - request_params: RequestParams | None = None, + message_param: MessageParam, + request_params: Optional[RequestParams] = None, ) -> PromptMessageMultipart: """ Process a query using an LLM and available tools. The default implementation uses Claude as the LLM. Override this method to use a different LLM. - """ - # Reset tool call counter for new turn - self._reset_turn_tool_calls() + self._reset_turn_tool_calls() # Reset tool call counter for new turn res = await self._anthropic_completion( message_param=message_param, @@ -574,105 +542,111 @@ async def generate_messages( ) return Prompt.assistant(*res) + def _prepare_and_set_history(self, multipart_messages: List[PromptMessageMultipart], is_template: bool) -> None: + """Converts messages and adds them to history, applying prompt caching if applicable.""" + cache_mode = self._get_cache_mode() + converted = [] + for msg in multipart_messages: + anthropic_msg = AnthropicConverter.convert_to_anthropic(msg) + # Apply caching to template messages + if is_template and cache_mode in ["prompt", "auto"] and isinstance(anthropic_msg.get("content"), list): + content_list = cast(list, anthropic_msg["content"]) + if content_list and isinstance(content_list[-1], dict): + content_list[-1]["cache_control"] = {"type": "ephemeral"} + self.logger.debug(f"Applied cache_control to template message with role {anthropic_msg.get('role')}") + converted.append(anthropic_msg) + self.history.extend(converted, is_prompt=is_template) + async def _apply_prompt_provider_specific( self, multipart_messages: List["PromptMessageMultipart"], request_params: RequestParams | None = None, is_template: bool = False, ) -> PromptMessageMultipart: - # Check the last message role - last_message = multipart_messages[-1] - - # Add all previous messages to history (or all messages if last is from assistant) - messages_to_add = ( + """Applies a prompt, handling history and generating a response if the last message is from the user.""" + last_message = multipart_messages[-1] # Check the last message role + messages_to_add_to_history = ( multipart_messages[:-1] if last_message.role == "user" else multipart_messages ) - converted = [] - - # Get cache mode configuration - cache_mode = self._get_cache_mode() - - for msg in messages_to_add: - anthropic_msg = AnthropicConverter.convert_to_anthropic(msg) - - # Apply caching to template messages if cache_mode is "prompt" or "auto" - if is_template and cache_mode in ["prompt", "auto"] and anthropic_msg.get("content"): - content_list = anthropic_msg["content"] - if isinstance(content_list, list) and content_list: - # Apply cache control to the last content block - last_block = content_list[-1] - if isinstance(last_block, dict): - last_block["cache_control"] = {"type": "ephemeral"} - self.logger.debug( - f"Applied cache_control to template message with role {anthropic_msg.get('role')}" - ) - - converted.append(anthropic_msg) - - self.history.extend(converted, is_prompt=is_template) + self._prepare_and_set_history(messages_to_add_to_history, is_template) if last_message.role == "user": self.logger.debug("Last message in prompt is from user, generating assistant response") message_param = AnthropicConverter.convert_to_anthropic(last_message) return await self.generate_messages(message_param, request_params) - else: - # For assistant messages: Return the last message content as text - self.logger.debug("Last message in prompt is from assistant, returning it directly") - return last_message + + self.logger.debug("Last message in prompt is from assistant, returning it directly.") + return last_message async def _apply_prompt_provider_specific_structured( self, multipart_messages: List[PromptMessageMultipart], model: Type[ModelT], - request_params: RequestParams | None = None, - ) -> Tuple[ModelT | None, PromptMessageMultipart]: # noqa: F821 - request_params = self.get_request_params(request_params) - - # Check the last message role - last_message = multipart_messages[-1] - - # Add all previous messages to history (or all messages if last is from assistant) - messages_to_add = ( + request_params: Optional[RequestParams] = None, + ) -> Tuple[Optional[ModelT], PromptMessageMultipart]: + """Applies a prompt and generates a structured (JSON) response. + """ + last_message = multipart_messages[-1] # Check the last message role + + messages_to_add_to_history = ( # Add all previous messages to history (or all messages if last is from assistant) multipart_messages[:-1] if last_message.role == "user" else multipart_messages ) - converted = [] - - for msg in messages_to_add: - anthropic_msg = AnthropicConverter.convert_to_anthropic(msg) - converted.append(anthropic_msg) - self.history.extend(converted, is_prompt=False) + self._prepare_and_set_history(messages_to_add_to_history, is_template=False) if last_message.role == "user": self.logger.debug("Last message in prompt is from user, generating structured response") message_param = AnthropicConverter.convert_to_anthropic(last_message) - - # Call _anthropic_completion with the structured model response_content = await self._anthropic_completion( - message_param, request_params, structured_model=model + message_param=message_param, + request_params=request_params, + structured_model=model ) - # Extract the structured data from the response - for content in response_content: + for content in response_content: # Extract the structured data from the response if content.type == "text": - try: - # Parse the JSON response from the tool - data = json.loads(content.text) + try: + data = json.loads(content.text) # Parse the JSON response from the tool parsed_model = model(**data) - # Create assistant response - assistant_response = Prompt.assistant(content) - return parsed_model, assistant_response + return parsed_model, Prompt.assistant(content) + except (json.JSONDecodeError, ValueError) as e: self.logger.error(f"Failed to parse structured output: {e}") - assistant_response = Prompt.assistant(content) - return None, assistant_response + return None, Prompt.assistant(content) + + return None, Prompt.assistant() # If no valid response found + + + # For assistant messages: Return the last message content + self.logger.debug("Last message in prompt is from assistant, returning it directly") + return None, last_message + + def _update_streaming_progress( + self, + text_chunk: str, + model: str, + estimated_tokens: int, + ) -> int: + """ + This calls a method on the parent class AugmentedLLM. + """ + return super()._update_streaming_progress(text_chunk, model, estimated_tokens) + + def _log_final_streaming_progress( + self, + actual_tokens: int, + model: str, + ) -> None: + token_str = str(actual_tokens).rjust(5) + data = { + "progress_action": ProgressAction.STREAMING, + "model": model, + "agent_name": self.name, + "chat_turn": self.chat_turn(), + "details": token_str.strip(), + } + self.logger.info("Streaming progress", data=data) - # If no valid response found - return None, Prompt.assistant() - else: - # For assistant messages: Return the last message content - self.logger.debug("Last message in prompt is from assistant, returning it directly") - return None, last_message def _show_usage(self, raw_usage: Usage, turn_usage: TurnUsage) -> None: # Print raw usage for debugging @@ -697,7 +671,11 @@ def _show_usage(self, raw_usage: Usage, turn_usage: TurnUsage) -> None: print("===========================\n") @classmethod - def convert_message_to_message_param(cls, message: Message, **kwargs) -> MessageParam: + def convert_message_to_message_param( + cls, + message: Message, + **kwargs, + ) -> MessageParam: """Convert a response object to an input parameter object to allow LLM calls to be chained.""" content = [] diff --git a/tests/unit/mcp_agent/llm/providers/test_augmented_llm_anthropic_caching.py b/tests/unit/mcp_agent/llm/providers/test_augmented_llm_anthropic_caching.py index a7eabb31..04455f7d 100644 --- a/tests/unit/mcp_agent/llm/providers/test_augmented_llm_anthropic_caching.py +++ b/tests/unit/mcp_agent/llm/providers/test_augmented_llm_anthropic_caching.py @@ -12,56 +12,56 @@ class TestAnthropicCaching(unittest.IsolatedAsyncioTestCase): """Test cases for Anthropic caching functionality.""" def setUp(self): - """Set up test environment.""" - self.mock_context = MagicMock() - self.mock_context.config = Settings() - self.mock_aggregator = AsyncMock() - self.mock_aggregator.list_tools = AsyncMock( - return_value=MagicMock( - tools=[ - MagicMock( - name="test_tool", - description="Test tool", - inputSchema={"type": "object", "properties": {}}, - ) - ] - ) - ) + """Set up test environment.""" + self.mock_context = MagicMock() + self.mock_context.config = Settings() + self.mock_aggregator = AsyncMock() + self.mock_aggregator.list_tools.return_value = MagicMock(tools=[]) + def _create_llm(self, cache_mode: str = "off") -> AnthropicAugmentedLLM: """Create an AnthropicAugmentedLLM instance with specified cache mode.""" self.mock_context.config.anthropic = AnthropicSettings( api_key="test_key", cache_mode=cache_mode ) + return AnthropicAugmentedLLM(context=self.mock_context, aggregator=self.mock_aggregator) - llm = AnthropicAugmentedLLM(context=self.mock_context, aggregator=self.mock_aggregator) - return llm - - @patch("mcp_agent.llm.providers.augmented_llm_anthropic.AsyncAnthropic") - async def test_caching_off_mode(self, mock_anthropic_class): - """Test that no caching is applied when cache_mode is 'off'.""" - llm = self._create_llm(cache_mode="off") - llm.instruction = "Test system prompt" - - # Capture the arguments passed to the streaming API - captured_args = None - - # Mock the Anthropic client - mock_client = MagicMock() - mock_anthropic_class.return_value = mock_client - # Create a proper async context manager for the stream + def _create_mock_stream_class(self): + """Helper to create the MockStream class for tests.""" class MockStream: async def __aenter__(self): + mock_usage = MagicMock(input_tokens=100, output_tokens=50) + final_message = MagicMock( + content=[MagicMock(type="text", text="Test response")], + stop_reason="end_turn", + usage=mock_usage, + ) + self.get_final_message = AsyncMock(return_value=final_message) return self async def __aexit__(self, exc_type, exc, tb): return None - def __aiter__(self): - return iter([]) + async def __aiter__(self): + # This creates a proper async iterator that yields nothing + if False: + yield + return MockStream + + @patch("mcp_agent.llm.providers.augmented_llm_anthropic.AsyncAnthropic") + async def test_caching_off_mode(self, mock_anthropic_class): + """Test that no caching is applied when cache_mode is 'off'.""" + mock_client = MagicMock() + mock_anthropic_class.return_value = mock_client + + # FIX: Correct cache_mode and remove duplicate mock setup + llm = self._create_llm(cache_mode="off") + llm.instruction = "Test system prompt" + + captured_args = None + MockStream = self._create_mock_stream_class() - # Capture arguments and return the mock stream def stream_method(**kwargs): nonlocal captured_args captured_args = kwargs @@ -69,64 +69,27 @@ def stream_method(**kwargs): mock_client.messages.stream = stream_method - # Mock the _process_stream method to return a response - # Create a usage mock that won't trigger warnings - mock_usage = MagicMock() - mock_usage.input_tokens = 100 - mock_usage.output_tokens = 50 - mock_usage.cache_creation_input_tokens = None - mock_usage.cache_read_input_tokens = None - mock_usage.trafficType = None # Add trafficType to prevent Google genai warning - - mock_response = MagicMock( - content=[MagicMock(type="text", text="Test response")], - stop_reason="end_turn", - usage=mock_usage, - ) - llm._process_stream = AsyncMock(return_value=mock_response) - - # Create a test message message_param = {"role": "user", "content": [{"type": "text", "text": "Test message"}]} - - # Run the completion await llm._anthropic_completion(message_param) - # Verify arguments were captured self.assertIsNotNone(captured_args) - - # Check that system prompt exists but has no cache_control system = captured_args.get("system") - self.assertIsNotNone(system) - - # When cache_mode is "off", system should remain a string self.assertIsInstance(system, str) self.assertEqual(system, "Test system prompt") @patch("mcp_agent.llm.providers.augmented_llm_anthropic.AsyncAnthropic") async def test_caching_prompt_mode(self, mock_anthropic_class): """Test caching behavior in 'prompt' mode.""" + mock_client = MagicMock() + mock_anthropic_class.return_value = mock_client + + # FIX: Correct cache_mode and remove duplicate mock setup llm = self._create_llm(cache_mode="prompt") llm.instruction = "Test system prompt" - # Capture the arguments passed to the streaming API captured_args = None + MockStream = self._create_mock_stream_class() - # Mock the Anthropic client - mock_client = MagicMock() - mock_anthropic_class.return_value = mock_client - - # Create a proper async context manager for the stream - class MockStream: - async def __aenter__(self): - return self - - async def __aexit__(self, exc_type, exc, tb): - return None - - def __aiter__(self): - return iter([]) - - # Capture arguments and return the mock stream def stream_method(**kwargs): nonlocal captured_args captured_args = kwargs @@ -134,53 +97,24 @@ def stream_method(**kwargs): mock_client.messages.stream = stream_method - # Mock the _process_stream method to return a response - # Create a usage mock that won't trigger warnings - mock_usage = MagicMock() - mock_usage.input_tokens = 100 - mock_usage.output_tokens = 50 - mock_usage.cache_creation_input_tokens = None - mock_usage.cache_read_input_tokens = None - mock_usage.trafficType = None # Add trafficType to prevent Google genai warning - - mock_response = MagicMock( - content=[MagicMock(type="text", text="Test response")], - stop_reason="end_turn", - usage=mock_usage, - ) - llm._process_stream = AsyncMock(return_value=mock_response) - - # Create a test message message_param = {"role": "user", "content": [{"type": "text", "text": "Test message"}]} - - # Run the completion await llm._anthropic_completion(message_param) - # Verify arguments were captured self.assertIsNotNone(captured_args) - - # Check that system prompt has cache_control when cache_mode is "prompt" system = captured_args.get("system") - self.assertIsNotNone(system) - - # When cache_mode is "prompt", system should be converted to a list with cache_control self.assertIsInstance(system, list) - self.assertEqual(len(system), 1) - self.assertEqual(system[0]["type"], "text") - self.assertEqual(system[0]["text"], "Test system prompt") - self.assertIn("cache_control", system[0]) - self.assertEqual(system[0]["cache_control"]["type"], "ephemeral") - - # Note: According to the code comment, tools and system are cached together - # via the system prompt, so tools themselves don't get cache_control + self.assertEqual(system[0].get("cache_control"), {"type": "ephemeral"}) @patch("mcp_agent.llm.providers.augmented_llm_anthropic.AsyncAnthropic") async def test_caching_auto_mode(self, mock_anthropic_class): """Test caching behavior in 'auto' mode.""" + mock_client = MagicMock() + mock_anthropic_class.return_value = mock_client + + # FIX: Remove duplicate mock setup llm = self._create_llm(cache_mode="auto") llm.instruction = "Test system prompt" - - # Add some messages to history to test message caching + llm.history.extend( [ {"role": "user", "content": [{"type": "text", "text": "First message"}]}, @@ -189,77 +123,24 @@ async def test_caching_auto_mode(self, mock_anthropic_class): ] ) - # Capture the arguments passed to the streaming API captured_args = None + MockStream = self._create_mock_stream_class() - # Mock the Anthropic client - mock_client = MagicMock() - mock_anthropic_class.return_value = mock_client - - # Create a proper async context manager for the stream - class MockStream: - async def __aenter__(self): - return self - - async def __aexit__(self, exc_type, exc, tb): - return None - - def __aiter__(self): - return iter([]) - - # Capture arguments and return the mock stream def stream_method(**kwargs): nonlocal captured_args captured_args = kwargs return MockStream() mock_client.messages.stream = stream_method - - # Mock the _process_stream method to return a response - # Create a usage mock that won't trigger warnings - mock_usage = MagicMock() - mock_usage.input_tokens = 100 - mock_usage.output_tokens = 50 - mock_usage.cache_creation_input_tokens = None - mock_usage.cache_read_input_tokens = None - mock_usage.trafficType = None # Add trafficType to prevent Google genai warning - - mock_response = MagicMock( - content=[MagicMock(type="text", text="Test response")], - stop_reason="end_turn", - usage=mock_usage, - ) - llm._process_stream = AsyncMock(return_value=mock_response) - - # Create a test message + message_param = {"role": "user", "content": [{"type": "text", "text": "Test message"}]} - - # Run the completion await llm._anthropic_completion(message_param) - # Verify arguments were captured self.assertIsNotNone(captured_args) - - # Check that system prompt has cache_control when cache_mode is "auto" system = captured_args.get("system") - self.assertIsNotNone(system) - - # When cache_mode is "auto", system should be converted to a list with cache_control self.assertIsInstance(system, list) - self.assertEqual(len(system), 1) - self.assertEqual(system[0]["type"], "text") - self.assertEqual(system[0]["text"], "Test system prompt") - self.assertIn("cache_control", system[0]) - self.assertEqual(system[0]["cache_control"]["type"], "ephemeral") - - # In auto mode, conversation messages may have cache control if there are enough messages - messages = captured_args.get("messages", []) - self.assertGreater(len(messages), 0) - - # Verify we have the expected messages - # History has 3 messages + prompt messages (if any) + the new message - # Let's just verify we have messages and the structure is correct - self.assertGreaterEqual(len(messages), 4) # At least the history + new message + self.assertEqual(system[0].get("cache_control"), {"type": "ephemeral"}) + async def test_template_caching_prompt_mode(self): """Test that template messages are cached in 'prompt' mode.""" From 23f6ce6d5a60555c5e084ac41d58a83ff476dba1 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 13:51:00 +0200 Subject: [PATCH 02/30] Refactored the Google Gemini AUgmentedLLM class --- src/mcp_agent/llm/augmented_llm.py | 1 + .../providers/augmented_llm_google_native.py | 647 +++++++++--------- 2 files changed, 307 insertions(+), 341 deletions(-) diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index b30b2aa9..5d5e3027 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -110,6 +110,7 @@ class AugmentedLLM(ContextDependent, AugmentedLLMProtocol, Generic[MessageParamT class _Actions: STOP = "Stop" # Making the actions available like so: self.ACTIONS.STOP + CONTINUE_WITH_TOOLS = "CONTINUE_WITH_TOOLS" ACTIONS = _Actions() provider: Provider | None = None diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 79431dc6..180dbf4f 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -1,11 +1,15 @@ -from typing import List - -# Import necessary types and client from google.genai +# region External Imports +## External Imports -- General Imports +import json +from rich.text import Text +from typing import List, Tuple, Type, Optional +## External Imports -- Provider-Specific Imports from google import genai from google.genai import ( - errors, # For error handling + errors, types, ) +## External Imports -- MCP from mcp.types import ( CallToolRequest, CallToolRequestParams, @@ -13,18 +17,22 @@ ContentBlock, TextContent, ) -from rich.text import Text +# endregion +# region Internal Imports +## Internal -- Core from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.core.prompt import Prompt from mcp_agent.core.request_params import RequestParams +## Internal -- LLM from mcp_agent.llm.augmented_llm import AugmentedLLM from mcp_agent.llm.provider_types import Provider - -# Import the new converter class from mcp_agent.llm.providers.google_converter import GoogleConverter from mcp_agent.llm.usage_tracking import TurnUsage +## Internal -- MCP +from mcp_agent.mcp.interfaces import ModelT from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart +#endregion # Define default model and potentially other Google-specific defaults DEFAULT_GOOGLE_MODEL = "gemini-2.0-flash" @@ -35,122 +43,6 @@ class GoogleNativeAugmentedLLM(AugmentedLLM[types.Content, types.Content]): Google LLM provider using the native google.genai library. """ - async def _apply_prompt_provider_specific_structured( - self, - multipart_messages, - model, - request_params=None, - ): - """ - Handles structured output for Gemini models using response_schema and response_mime_type. - """ - import json - - # Check if the last message is from assistant - if multipart_messages and multipart_messages[-1].role == "assistant": - last_message = multipart_messages[-1] - - # Extract text content from the assistant message - assistant_text = last_message.first_text() - - if assistant_text: - try: - json_data = json.loads(assistant_text) - validated_model = model.model_validate(json_data) - - # Update history with all messages including the assistant message - self.history.extend(multipart_messages, is_prompt=False) - - # Return the validated model and the assistant message - return validated_model, last_message - - except (json.JSONDecodeError, Exception) as e: - self.logger.warning( - f"Failed to parse assistant message as structured response: {e}" - ) - # Return None and the assistant message on failure - self.history.extend(multipart_messages, is_prompt=False) - return None, last_message - - # Prepare request params - request_params = self.get_request_params(request_params) - # Convert Pydantic model to schema dict for Gemini - schema = None - try: - schema = model.model_json_schema() - except Exception: - pass - - # Set up Gemini config for structured output - def _get_schema_type(model): - # Try to get the type annotation for the model (for list[...] etc) - # Fallback to dict schema if not available - try: - return model - except Exception: - return None - - # Use the schema as a dict or as a type, as Gemini supports both - response_schema = _get_schema_type(model) - if schema is not None: - response_schema = schema - - # Set config for structured output - generate_content_config = self._converter.convert_request_params_to_google_config( - request_params - ) - generate_content_config.response_mime_type = "application/json" - generate_content_config.response_schema = response_schema - - # Convert messages to google.genai format - conversation_history = self._converter.convert_to_google_content(multipart_messages) - - # Call Gemini API - try: - api_response = await self._google_client.aio.models.generate_content( - model=request_params.model, - contents=conversation_history, - config=generate_content_config, - ) - except Exception as e: - self.logger.error(f"Error during Gemini structured call: {e}") - # Return None and a dummy assistant message - return None, Prompt.assistant(f"Error: {e}") - - # Parse the response as JSON and validate against the model - if not api_response.candidates or not api_response.candidates[0].content.parts: - return None, Prompt.assistant("No structured response returned.") - - # Try to extract the JSON from the first part - text = None - for part in api_response.candidates[0].content.parts: - if part.text: - text = part.text - break - if text is None: - return None, Prompt.assistant("No structured text returned.") - - try: - json_data = json.loads(text) - validated_model = model.model_validate(json_data) - # Update LLM history with user and assistant messages for correct history tracking - # Add user message(s) - for msg in multipart_messages: - self.history.append(msg) - # Add assistant message - assistant_msg = Prompt.assistant(text) - self.history.append(assistant_msg) - return validated_model, assistant_msg - except Exception as e: - self.logger.warning(f"Failed to parse structured response: {e}") - # Still update history for consistency - for msg in multipart_messages: - self.history.append(msg) - assistant_msg = Prompt.assistant(text) - self.history.append(assistant_msg) - return None, assistant_msg - - # Define Google-specific parameter exclusions if necessary GOOGLE_EXCLUDE_FIELDS = { # Add fields that should not be passed directly from RequestParams to google.genai config AugmentedLLM.PARAM_MESSAGES, # Handled by contents @@ -164,9 +56,7 @@ def _get_schema_type(model): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, provider=Provider.GOOGLE, **kwargs) - # Initialize the google.genai client self._google_client = self._initialize_google_client() - # Initialize the converter self._converter = GoogleConverter() def _initialize_google_client(self) -> genai.Client: @@ -176,16 +66,12 @@ def _initialize_google_client(self) -> genai.Client: Reads Google API key or Vertex AI configuration from context config. """ try: - # Example: Authenticate using API key from config - api_key = self._api_key() # Assuming _api_key() exists in base class - if not api_key: - # Handle case where API key is missing + if not self._api_key(): # _api_key() from base class. raise ProviderKeyError( "Google API key not found.", "Please configure your Google API key." ) - - # Check for Vertex AI configuration - if ( + + if ( # Check if Vertex or Gemini API self.context and self.context.config and hasattr(self.context.config, "google") @@ -203,7 +89,7 @@ def _initialize_google_client(self) -> genai.Client: else: # Default to Gemini Developer API return genai.Client( - api_key=api_key, + api_key=self._api_key(), # http_options=types.HttpOptions(api_version='v1') # Example for v1 API ) except Exception as e: @@ -221,247 +107,326 @@ def _initialize_default_params(self, kwargs: dict) -> RequestParams: max_iterations=20, use_history=True, maxTokens=65536, # Default max tokens for Google models - # Include other relevant default parameters ) - async def _google_completion( - self, - request_params: RequestParams | None = None, - ) -> List[ContentBlock]: + async def _completion_orchestrator( + self, + messages_for_turn: List[types.Content], + params: RequestParams, + structured_model: Optional[Type[ModelT]] = None, + + ) -> Tuple[List[ContentBlock], List[types.Content]]: """ - Process a query using Google's generate_content API and available tools. + Orchestrates the agentic loop of API calls and tool use for a single turn. + + This method does not modify self.history directly. """ - request_params = self.get_request_params(request_params=request_params) - responses: List[ContentBlock] = [] - - # Load full conversation history if use_history is true - if request_params.use_history: - # Get history from self.history and convert to google.genai format - conversation_history = self._converter.convert_to_google_content( - self.history.get(include_completion_history=True) - ) - else: - # If not using history, convert the last message to google.genai format - conversation_history = self._converter.convert_to_google_content( - self.history.get(include_completion_history=True)[-1:] + all_content_responses: List[ContentBlock] = [] + turn_conversation_history = list(messages_for_turn) + + for i in range(params.max_iterations): + self._log_chat_progress(self.chat_turn(), model=params.model) + + # 1. Prepare the request for the API + available_tools = await self.aggregator.list_tools() + google_tools = self._converter.convert_to_google_tools(available_tools.tools) + payload = self._prepare_request_payload( + conversation_history=turn_conversation_history, + params=params, + tools=google_tools, + structured_model=structured_model, ) - self.logger.debug(f"Google completion requested with messages: {conversation_history}") - self._log_chat_progress( - self.chat_turn(), model=request_params.model - ) # Log chat progress at the start of completion + # 2. Execute the API call + api_response = await self._execute_api_call(payload) + if not api_response.candidates: + self.logger.warning(f"No candidates returned from Gemini API.") + break - # Keep track of the number of messages in history before this turn - initial_history_length = len(conversation_history) + # 3. Process the response to determine the next action + candidate = api_response.candidates[0] + action, content_blocks, assistant_message= self._process_response(candidate) + turn_conversation_history.append(assistant_message) + + # 4. Execute the determined action + if action == self.ACTIONS.STOP: + all_content_responses.extend(content_blocks) + if any(isinstance(c, TextContent) and c.text for c in content_blocks): + await self.show_assistant_message("".join(c.text for c in content_blocks if isinstance(c, TextContent))) + + self.logger.debug(f"Iteration {i}: Stopping because finish_reason is {candidate.finish_reason}") + break - for i in range(request_params.max_iterations): - # 1. Get available tools - aggregator_response = await self.aggregator.list_tools() - available_tools = self._converter.convert_to_google_tools( - aggregator_response.tools - ) # Convert fast-agent tools to google.genai tools + else: + self.logger.warning(f"Exceeded max iterations ({params.max_iterations}) without stopping.") - # 2. Prepare generate_content arguments - generate_content_config = self._converter.convert_request_params_to_google_config( - request_params - ) + new_messages = turn_conversation_history[len(messages_for_turn):] # Return the final content and the new messages generated during this turn. + return all_content_responses, new_messages - # Add tools and tool_config to generate_content_config if tools are available - if available_tools: - generate_content_config.tools = available_tools - # Set tool_config mode to AUTO to allow the model to decide when to call tools - generate_content_config.tool_config = types.ToolConfig( - function_calling_config=types.FunctionCallingConfig(mode="AUTO") - ) + # -------------------------------------------------------------------------- + # Helper Methods (New & Refactored) + # -------------------------------------------------------------------------- - # 3. Call the google.genai API - try: - # Use the async client - api_response = await self._google_client.aio.models.generate_content( - model=request_params.model, - contents=conversation_history, # Pass the current turn's conversation history - config=generate_content_config, - ) - self.logger.debug("Google generate_content response:", data=api_response) - - # Track usage if response is valid and has usage data - if ( - hasattr(api_response, "usage_metadata") - and api_response.usage_metadata - and not isinstance(api_response, BaseException) - ): - try: - turn_usage = TurnUsage.from_google( - api_response.usage_metadata, request_params.model - ) - self._finalize_turn_usage(turn_usage) - - except Exception as e: - self.logger.warning(f"Failed to track usage: {e}") - - except errors.APIError as e: - # Handle specific Google API errors - self.logger.error(f"Google API Error: {e.code} - {e.message}") - raise ProviderKeyError(f"Google API Error: {e.code}", e.message or "") from e - except Exception as e: - self.logger.error(f"Error during Google generate_content call: {e}") - # Decide how to handle other exceptions - potentially re-raise or return an error message - raise e - - # 4. Process the API response - if not api_response.candidates: - # No response from the model, we're done - self.logger.debug(f"Iteration {i}: No candidates returned.") - break + def _prepare_request_payload( + self, + conversation_history: List[types.Content], + params: RequestParams, + tools: List[types.Tool], + structured_model: Optional[Type[ModelT]] = None, + ) -> dict: + """Assembles the final dictionary of arguments for the Gemini API call.""" + config = self._converter.convert_Request_params_to_google_config(params) + tool_config = None + + if tools: + tool_config = types.ToolConfig( + function_calling_config=types.FunctionCallingConfig(mode="AUTO") + ) + + if structured_model: + config.response_mime_type = "application/json" + config.response_schema = structured_model.model_json_schema() + tools = None # In JSON mode, no other tools are used. + + return { + "model": params.model, + "contents": conversation_history, + "generation_config": config, + "tools": tools, + "tool_config": tool_config, + "system_instruction": params.systemPrompt or self.instruction + } + + async def _execute_api_call( + self, + payload: dict + ) -> genai.types.GenerateContentResponse: + """Executes the raw API call and handles usage tracking.""" - candidate = api_response.candidates[0] # Process the first candidate + try: + model_instance = self._google_client + if payload.get("model"): + model_instance = genai.GenerativeModel(payload["model"]) # Create a model instance with the specific model for this call - # Convert the model's response content to fast-agent types - model_response_content_parts = self._converter.convert_from_google_content( - candidate.content - ) + api_response = await model_instance.generate_content_async(**payload) - # Add model's response to conversation history for potential next turn - # This is for the *internal* conversation history of this completion call - # to handle multi-turn tool use within one _google_completion call. - conversation_history.append(candidate.content) - - # Extract and process text content and tool calls - assistant_message_parts = [] - tool_calls_to_execute = [] - - for part in model_response_content_parts: - if isinstance(part, TextContent): - responses.append(part) # Add text content to the final responses to be returned - assistant_message_parts.append( - part - ) # Collect text for potential assistant message display - elif isinstance(part, CallToolRequestParams): - # This is a function call requested by the model - tool_calls_to_execute.append(part) # Collect tool calls to execute - - # Display assistant message if there is text content - if assistant_message_parts: - # Combine text parts for display - assistant_text = "".join( - [p.text for p in assistant_message_parts if isinstance(p, TextContent)] + if hasattr(api_response, "usage_metadata") and api_response.usage_metadata: + turn_usage = TurnUsage.from_google( + api_response.usage_meta, + payload["model"], ) - # Display the assistant message. If there are tool calls, indicate that. - if tool_calls_to_execute: - tool_names = ", ".join([tc.name for tc in tool_calls_to_execute]) - display_text = Text( - f"{assistant_text}\nAssistant requested tool calls: {tool_names}", - style="dim green italic", - ) - await self.show_assistant_message(display_text, tool_names) - else: - await self.show_assistant_message(Text(assistant_text)) - - # 5. Handle tool calls if any - if tool_calls_to_execute: - tool_results = [] - for tool_call_params in tool_calls_to_execute: - # Convert to CallToolRequest and execute - tool_call_request = CallToolRequest( - method="tools/call", params=tool_call_params - ) - self.show_tool_call( - aggregator_response.tools, # Pass fast-agent tool definitions for display - tool_call_request.params.name, - str( - tool_call_request.params.arguments - ), # Convert dict to string for display - ) - - # Execute the tool call. google.genai does not provide a tool_call_id, pass None. - result = await self.call_tool(tool_call_request, None) - self.show_tool_result(result) - - tool_results.append((tool_call_params.name, result)) # Store name and result - - # Add tool result content to the overall responses to be returned - responses.extend(result.content) - - # Convert tool results back to google.genai format and add to conversation_history for the next turn - tool_response_google_contents = self._converter.convert_function_results_to_google( - tool_results - ) - conversation_history.extend(tool_response_google_contents) + self._finalize_turn_usage(turn_usage=turn_usage) + + return api_response - self.logger.debug(f"Iteration {i}: Tool call results processed.") - else: - # If no tool calls, check finish reason to stop or continue - # google.genai finish reasons: STOP, MAX_TOKENS, SAFETY, RECITATION, OTHER - if candidate.finish_reason in ["STOP", "MAX_TOKENS", "SAFETY"]: - self.logger.debug( - f"Iteration {i}: Stopping because finish_reason is '{candidate.finish_reason}'" - ) - # Display message if stopping due to max tokens - if ( - candidate.finish_reason == "MAX_TOKENS" - and request_params - and request_params.maxTokens is not None - ): - message_text = Text( - f"the assistant has reached the maximum token limit ({request_params.maxTokens})", - style="dim green italic", - ) - await self.show_assistant_message(message_text) - break # Exit the loop if a stopping condition is met - # If no tool calls and no explicit stopping reason, the model might be done. - # Break to avoid infinite loops if the model doesn't explicitly stop or call tools. - self.logger.debug( - f"Iteration {i}: No tool calls and no explicit stop reason, breaking." - ) - break + except errors.GoogleAPICallError as e: + self.logger.error(f"Google API Error: {e}") + raise ProviderKeyError(f"Google API Error: {e.message}", str(e)) from e - # 6. Update history after all iterations are done (or max_iterations reached) - # Only add the new messages generated during this completion turn to history - if request_params.use_history: - new_google_messages = conversation_history[initial_history_length:] - new_multipart_messages = self._converter.convert_from_google_content_list( - new_google_messages + except Exception as e: + self.logger.error(f"Error during Google generate_content call: {e}") + raise e + + def _process_response( + self, + candidate: types.Candidate, + ) -> Tuple[str, List[ContentBlock], types.Content]: + """Parses a response candidate to extract content and determine the next action.""" + + assistant_message_content_parts = self._converter.convert_from_google_content(candidate.content) # Convert the raw assistant message for internal use. + raw_assistant_message = candidate.content # Keep the raw assistant message to append to the turn's history. + + text_blocks = [block for block in assistant_message_content_parts if isinstance(block, TextContent)] + tool_requests = [block for block in assistant_message_content_parts if isinstance(block, CallToolRequestParams)] + + if candidate.finish_reson == "TOOL_USE" and tool_requests: # Determine next action + return self.ACTIONS.CONTINUE_WITH_TOOLS, tool_requests, raw_assistant_message + + else: + return self.ACTIONS.STOP, text_blocks, raw_assistant_message + + async def _execute_tool_calls( + self, + tool_requests: List[CallToolRequestParams], + available_tools, + ) -> List[types.Content]: + """Manages the execution of tool calls and converts results for the API.""" + tool_results_for_next_turn = [] + + if tool_requests: + await self.show_assistant_message(Text(f"Assistant requested tool calls...", style="dim green italic")) + + for tool_call_params in tool_requests: + tool_call_request = CallToolRequest(method="tools/call", params=tool_call_params) + + self.show_tool_call( + available_tools=available_tools.tools, + tool_name=tool_call_request.params.name, + tool_args=str(tool_call_request.params.arguments), ) - self.history.extend(new_multipart_messages) - self._log_chat_finished(model=request_params.model) # Use model from request_params - return responses # Return the accumulated responses (fast-agent content types) + result = await self.call_tool(tool_call_request, None) + self.show_tool_result(result) + + tool_results_for_next_turn.append((tool_call_params.name, result)) + + return self._converter.convert_function_results_to_google(tool_results_for_next_turn) + + # -------------------------------------------------------------------------- + # Main Entry Points + # -------------------------------------------------------------------------- async def _apply_prompt_provider_specific( - self, + self, multipart_messages: List[PromptMessageMultipart], - request_params: RequestParams | None = None, + request_params: Optional[RequestParams] = None, is_template: bool = False, ) -> PromptMessageMultipart: - """ - Applies the prompt messages and potentially calls the LLM for completion. - """ - # Reset tool call counter for new turn + """Applies a prompt, handling history and generating a response if the last message is from the user.""" + self._reset_turn_tool_calls() - request_params = self.get_request_params( - request_params=request_params - ) # Get request params + params = self.get_request_params(request_params) - # Add incoming messages to history before calling completion - # This ensures the current user message is part of the history for the API call + # 1. Prepare messages for the current turn self.history.extend(multipart_messages, is_prompt=is_template) + messages_for_turn = self._converter.convert_to_google_content( + self.history.get(include_completion_history=params.use_history) + ) last_message_role = multipart_messages[-1].role if multipart_messages else None + if last_message_role != "user": + return multipart_messages[-1] + + # 2. Call the orchestrator + final_content, new_history_messages = await self._completion_orchestrator( + messages_for_turn=messages_for_turn, + params=params + ) + + # 3. Update history with the generated messages (is_prompt=False) + new_multipart_messages = self._converter_convert_from_google_content_list(new_history_messages) + self.history.extend(new_multipart_messages, is_prompt=False) + + self._log_chart_finished(model=params.model) + return Prompt.assistant(*final_content) + + async def _apply_prompt_provider_specific_structured( + self, + multipart_messages: List[PromptMessageMultipart], + model: Type[ModelT], + request_params: Optional[RequestParams] = None, + ) -> Tuple[Optional[ModelT], PromptMessageMultipart]: + """ + Applies a prompt and generates a structured (JSON) response by callingthe orchestrator. + + Handles structured output for Gemini models using response_schema and response_mime_type. + """ + params = self.get_request_params(request_params) + self.history.extend(multipart_messages, is_prompt=False) + + messages_for_turn = self._converter.convert_to_google_content( + self.history.get(include_completion_history=params.use_history) + ) + + final_content, new_history_messages = await self._completion_orchestrator( + messages_for_turn=messages_for_turn, + params=params, + structured_model=model, + ) + + new_multipart_messages = self._converter.convert_from_google_content_list(new_history_messages) + self.history.extend(new_multipart_messages, is_prompt=False) + + assistant_msg = Prompt.assistant(*final_content) + + # Parse and validate the response + if final_content and isinstance(final_content[0], TextContent): + text_response = final_content[0].text + try: + json_data = json.loads(text_response) + validated_model = model.model_validate(json_data) + return validated_model, assistant_msg + + except (json.JSONDecodeError, Exception) as e: + self.logger.warning(f"Failed to parse or validate structured response: {e}") + return None, assistant_msg + + return None, assistant_msg + + + # Set up Gemini config for structured output + def _get_schema_type(model): + # Try to get the type annotation for the model (for list[...] etc) + # Fallback to dict schema if not available + try: + return model + except Exception: + return None + + # Use the schema as a dict or as a type, as Gemini supports both + response_schema = _get_schema_type(model) + if schema is not None: + response_schema = schema + + # Set config for structured output + generate_content_config = self._converter.convert_request_params_to_google_config( + request_params + ) + generate_content_config.response_mime_type = "application/json" + generate_content_config.response_schema = response_schema + + # Convert messages to google.genai format + conversation_history = self._converter.convert_to_google_content(multipart_messages) - if last_message_role == "user": - # If the last message is from the user, call the LLM for a response - # _google_completion will now load history internally - responses = await self._google_completion(request_params=request_params) + # Call Gemini API + try: + api_response = await self._google_client.aio.models.generate_content( + model=request_params.model, + contents=conversation_history, + config=generate_content_config, + ) + except Exception as e: + self.logger.error(f"Error during Gemini structured call: {e}") + # Return None and a dummy assistant message + return None, Prompt.assistant(f"Error: {e}") + + # Parse the response as JSON and validate against the model + if not api_response.candidates or not api_response.candidates[0].content.parts: + return None, Prompt.assistant("No structured response returned.") + + # Try to extract the JSON from the first part + text = None + for part in api_response.candidates[0].content.parts: + if part.text: + text = part.text + break + if text is None: + return None, Prompt.assistant("No structured text returned.") - # History update is now handled within _google_completion - pass + try: + json_data = json.loads(text) + validated_model = model.model_validate(json_data) + # Update LLM history with user and assistant messages for correct history tracking + # Add user message(s) + for msg in multipart_messages: + self.history.append(msg) + # Add assistant message + assistant_msg = Prompt.assistant(text) + self.history.append(assistant_msg) + return validated_model, assistant_msg + except Exception as e: + self.logger.warning(f"Failed to parse structured response: {e}") + # Still update history for consistency + for msg in multipart_messages: + self.history.append(msg) + assistant_msg = Prompt.assistant(text) + self.history.append(assistant_msg) + return None, assistant_msg - return Prompt.assistant(*responses) # Return combined responses as an assistant message - else: - # If the last message is not from the user (e.g., assistant), no completion is needed for this step - # The messages have already been added to history by the calling code/framework - return multipart_messages[-1] # Return the last message as is + # -------------------------------------------------------------------------- + # Pro and Post Tool Call + # -------------------------------------------------------------------------- async def pre_tool_call(self, tool_call_id: str | None, request: CallToolRequest): """ From 940b6079b5d8db0471b549a47e6cd3916c5a5e51 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 13:58:22 +0200 Subject: [PATCH 03/30] Ran linter --- .../llm/providers/augmented_llm_anthropic.py | 18 +++++++----------- .../providers/augmented_llm_google_native.py | 15 ++++++++++----- 2 files changed, 17 insertions(+), 16 deletions(-) diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index d10b29de..c6647e7f 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -1,11 +1,11 @@ import json from typing import ( - TYPE_CHECKING, - Any, - List, - Tuple, - Type, + TYPE_CHECKING, + Any, + List, Optional, + Tuple, + Type, cast, ) @@ -28,11 +28,7 @@ from mcp import ListToolsResult -from anthropic import ( - APIError, - AsyncAnthropic, - AuthenticationError -) +from anthropic import APIError, AsyncAnthropic, AuthenticationError from anthropic.lib.streaming import AsyncMessageStream from anthropic.types import ( Message, @@ -550,7 +546,7 @@ def _prepare_and_set_history(self, multipart_messages: List[PromptMessageMultipa anthropic_msg = AnthropicConverter.convert_to_anthropic(msg) # Apply caching to template messages if is_template and cache_mode in ["prompt", "auto"] and isinstance(anthropic_msg.get("content"), list): - content_list = cast(list, anthropic_msg["content"]) + content_list = cast("list", anthropic_msg["content"]) if content_list and isinstance(content_list[-1], dict): content_list[-1]["cache_control"] = {"type": "ephemeral"} self.logger.debug(f"Applied cache_control to template message with role {anthropic_msg.get('role')}") diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 180dbf4f..09e740de 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -1,14 +1,15 @@ # region External Imports ## External Imports -- General Imports import json -from rich.text import Text -from typing import List, Tuple, Type, Optional +from typing import List, Optional, Tuple, Type + ## External Imports -- Provider-Specific Imports from google import genai from google.genai import ( errors, types, ) + ## External Imports -- MCP from mcp.types import ( CallToolRequest, @@ -17,21 +18,25 @@ ContentBlock, TextContent, ) -# endregion +from rich.text import Text +# endregion # region Internal Imports ## Internal -- Core from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.core.prompt import Prompt from mcp_agent.core.request_params import RequestParams + ## Internal -- LLM from mcp_agent.llm.augmented_llm import AugmentedLLM from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.google_converter import GoogleConverter from mcp_agent.llm.usage_tracking import TurnUsage + ## Internal -- MCP from mcp_agent.mcp.interfaces import ModelT from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart + #endregion # Define default model and potentially other Google-specific defaults @@ -140,7 +145,7 @@ async def _completion_orchestrator( # 2. Execute the API call api_response = await self._execute_api_call(payload) if not api_response.candidates: - self.logger.warning(f"No candidates returned from Gemini API.") + self.logger.warning("No candidates returned from Gemini API.") break # 3. Process the response to determine the next action @@ -254,7 +259,7 @@ async def _execute_tool_calls( tool_results_for_next_turn = [] if tool_requests: - await self.show_assistant_message(Text(f"Assistant requested tool calls...", style="dim green italic")) + await self.show_assistant_message(Text("Assistant requested tool calls...", style="dim green italic")) for tool_call_params in tool_requests: tool_call_request = CallToolRequest(method="tools/call", params=tool_call_params) From d4e7f96d97bcb3ff291d6b1a735f9535b03e81dc Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 14:07:07 +0200 Subject: [PATCH 04/30] Minor cleanup, removed unused code --- .../providers/augmented_llm_google_native.py | 92 +++---------------- 1 file changed, 14 insertions(+), 78 deletions(-) diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 09e740de..ad47ca5d 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -158,9 +158,15 @@ async def _completion_orchestrator( all_content_responses.extend(content_blocks) if any(isinstance(c, TextContent) and c.text for c in content_blocks): await self.show_assistant_message("".join(c.text for c in content_blocks if isinstance(c, TextContent))) - - self.logger.debug(f"Iteration {i}: Stopping because finish_reason is {candidate.finish_reason}") - break + self.logger.debug(f"Iteration {i}: Stopping because finish_reason is '{candidate.finish_reason}'") + break # Correctly breaks the loop + + # ADD THIS BLOCK + elif action == self.ACTIONS.CONTINUE_WITH_TOOLS: + tool_requests = [block for block in content_blocks if isinstance(block, CallToolRequestParams)] + tool_results_for_api = await self._execute_tool_calls(tool_requests, available_tools) + turn_conversation_history.extend(tool_results_for_api) + # Loop continues to the next iteration else: self.logger.warning(f"Exceeded max iterations ({params.max_iterations}) without stopping.") @@ -180,7 +186,7 @@ def _prepare_request_payload( structured_model: Optional[Type[ModelT]] = None, ) -> dict: """Assembles the final dictionary of arguments for the Gemini API call.""" - config = self._converter.convert_Request_params_to_google_config(params) + config = self._converter.convert_request_params_to_google_config(params) tool_config = None if tools: @@ -217,7 +223,7 @@ async def _execute_api_call( if hasattr(api_response, "usage_metadata") and api_response.usage_metadata: turn_usage = TurnUsage.from_google( - api_response.usage_meta, + api_response.usage_metadata, payload["model"], ) self._finalize_turn_usage(turn_usage=turn_usage) @@ -244,7 +250,7 @@ def _process_response( text_blocks = [block for block in assistant_message_content_parts if isinstance(block, TextContent)] tool_requests = [block for block in assistant_message_content_parts if isinstance(block, CallToolRequestParams)] - if candidate.finish_reson == "TOOL_USE" and tool_requests: # Determine next action + if candidate.finish_reason == "TOOL_USE" and tool_requests: # Determine next action return self.ACTIONS.CONTINUE_WITH_TOOLS, tool_requests, raw_assistant_message else: @@ -310,10 +316,10 @@ async def _apply_prompt_provider_specific( ) # 3. Update history with the generated messages (is_prompt=False) - new_multipart_messages = self._converter_convert_from_google_content_list(new_history_messages) + new_multipart_messages = self._converter._converter_convert_from_google_content_list(new_history_messages) self.history.extend(new_multipart_messages, is_prompt=False) - self._log_chart_finished(model=params.model) + self._log_chat_finished(model=params.model) return Prompt.assistant(*final_content) async def _apply_prompt_provider_specific_structured( @@ -359,76 +365,6 @@ async def _apply_prompt_provider_specific_structured( return None, assistant_msg - - # Set up Gemini config for structured output - def _get_schema_type(model): - # Try to get the type annotation for the model (for list[...] etc) - # Fallback to dict schema if not available - try: - return model - except Exception: - return None - - # Use the schema as a dict or as a type, as Gemini supports both - response_schema = _get_schema_type(model) - if schema is not None: - response_schema = schema - - # Set config for structured output - generate_content_config = self._converter.convert_request_params_to_google_config( - request_params - ) - generate_content_config.response_mime_type = "application/json" - generate_content_config.response_schema = response_schema - - # Convert messages to google.genai format - conversation_history = self._converter.convert_to_google_content(multipart_messages) - - # Call Gemini API - try: - api_response = await self._google_client.aio.models.generate_content( - model=request_params.model, - contents=conversation_history, - config=generate_content_config, - ) - except Exception as e: - self.logger.error(f"Error during Gemini structured call: {e}") - # Return None and a dummy assistant message - return None, Prompt.assistant(f"Error: {e}") - - # Parse the response as JSON and validate against the model - if not api_response.candidates or not api_response.candidates[0].content.parts: - return None, Prompt.assistant("No structured response returned.") - - # Try to extract the JSON from the first part - text = None - for part in api_response.candidates[0].content.parts: - if part.text: - text = part.text - break - if text is None: - return None, Prompt.assistant("No structured text returned.") - - try: - json_data = json.loads(text) - validated_model = model.model_validate(json_data) - # Update LLM history with user and assistant messages for correct history tracking - # Add user message(s) - for msg in multipart_messages: - self.history.append(msg) - # Add assistant message - assistant_msg = Prompt.assistant(text) - self.history.append(assistant_msg) - return validated_model, assistant_msg - except Exception as e: - self.logger.warning(f"Failed to parse structured response: {e}") - # Still update history for consistency - for msg in multipart_messages: - self.history.append(msg) - assistant_msg = Prompt.assistant(text) - self.history.append(assistant_msg) - return None, assistant_msg - # -------------------------------------------------------------------------- # Pro and Post Tool Call # -------------------------------------------------------------------------- From 8392427affdb0fa68825119463f5e95b69f3dd0a Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 14:23:37 +0200 Subject: [PATCH 05/30] Harmonized _initialized_client() method in Azure and OpenAI classes --- pyproject.toml | 2 + .../llm/providers/augmented_llm_azure.py | 2 +- .../llm/providers/augmented_llm_openai.py | 4 +- .../llm/providers/test_augmented_llm_azure.py | 4 +- .../unit/mcp_agent/llm/test_model_factory.py | 37 ++++++++++++++----- 5 files changed, 35 insertions(+), 14 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 7bbe501f..08cae281 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -57,6 +57,7 @@ dev = [ "ruff>=0.8.4", "tomli>=2.2.1", "pytest>=7.4.0", + "pytest-mock", "pytest-asyncio>=0.21.1", "pytest-cov", ] @@ -107,6 +108,7 @@ dev = [ "pytest>=7.4.0", "pytest-asyncio>=0.21.1", "pytest-cov>=6.1.1", + "pytest-mock", "ipdb>=0.13.13", ] diff --git a/src/mcp_agent/llm/providers/augmented_llm_azure.py b/src/mcp_agent/llm/providers/augmented_llm_azure.py index 8f54b2d0..37251711 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_azure.py +++ b/src/mcp_agent/llm/providers/augmented_llm_azure.py @@ -99,7 +99,7 @@ def _api_key(self): return "AzureCredential" return super()._api_key() - def _openai_client(self) -> AsyncOpenAI: + def _initialize_client(self) -> AsyncOpenAI: """ Returns an AzureOpenAI client, handling both API Key and DefaultAzureCredential. """ diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index 1d488a91..0781dc18 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -106,7 +106,7 @@ def _initialize_default_params(self, kwargs: dict) -> RequestParams: def _base_url(self) -> str: return self.context.config.openai.base_url if self.context.config.openai else None - def _openai_client(self) -> AsyncOpenAI: + def _initialize_client(self) -> AsyncOpenAI: try: return AsyncOpenAI(api_key=self._api_key(), base_url=self._base_url()) @@ -344,7 +344,7 @@ async def _openai_completion( self._log_chat_progress(self.chat_turn(), model=self.default_request_params.model) # Use basic streaming API - stream = await self._openai_client().chat.completions.create(**arguments) + stream = await self._initialize_client().chat.completions.create(**arguments) # Process the stream response = await self._process_stream(stream, self.default_request_params.model) diff --git a/tests/unit/mcp_agent/llm/providers/test_augmented_llm_azure.py b/tests/unit/mcp_agent/llm/providers/test_augmented_llm_azure.py index 20612f1d..9aa849e8 100644 --- a/tests/unit/mcp_agent/llm/providers/test_augmented_llm_azure.py +++ b/tests/unit/mcp_agent/llm/providers/test_augmented_llm_azure.py @@ -48,7 +48,7 @@ def test_openai_client_with_base_url_only(): cfg.resource_name = None ctx = DummyContext(azure_cfg=cfg) llm = AzureOpenAIAugmentedLLM(context=ctx) - client = llm._openai_client() + client = llm._initialize_client() assert hasattr(client, "chat") # Should be AzureOpenAI instance @@ -103,6 +103,6 @@ def __init__(self): dacfg = DACfg() ctx = DummyContext(azure_cfg=dacfg) llm = AzureOpenAIAugmentedLLM(context=ctx) - client = llm._openai_client() + client = llm._initialize_client() # Just checking that the client is created and has chat assert hasattr(client, "chat") diff --git a/tests/unit/mcp_agent/llm/test_model_factory.py b/tests/unit/mcp_agent/llm/test_model_factory.py index c4963e6e..5a1b7515 100644 --- a/tests/unit/mcp_agent/llm/test_model_factory.py +++ b/tests/unit/mcp_agent/llm/test_model_factory.py @@ -57,9 +57,18 @@ def test_invalid_inputs(): with pytest.raises(ModelConfigError): ModelFactory.parse_model_string(invalid_str) - -def test_llm_class_creation(): +def test_llm_class_creation(mocker): """Test creation of LLM classes""" + # Mock the client initialization for all relevant LLM providers + mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._initialize_client', + return_value=mocker.MagicMock() + ) + mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_openai.OpenAIAugmentedLLM._initialize_client', + return_value=mocker.MagicMock() + ) + cases = [ ("gpt-4.1", OpenAIAugmentedLLM), ("claude-3-haiku-20240307", AnthropicAugmentedLLM), @@ -68,19 +77,29 @@ def test_llm_class_creation(): for model_str, expected_class in cases: factory = ModelFactory.create_factory(model_str) - # Check that we get a callable factory function assert callable(factory) - # Instantiate with minimal params to check it creates the correct class - # Note: You may need to adjust params based on what the factory requires - instance = factory(None) + # This will now succeed without needing an API key + instance = factory(agent=None) assert isinstance(instance, expected_class) - -def test_allows_generic_model(): +def test_allows_generic_model(mocker): """Test that generic model names are allowed""" + # Mock the client and the base_url method for a more robust test + mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_generic.GenericAugmentedLLM._initialize_client', + return_value=mocker.MagicMock() + ) + mock_base_url = mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_generic.GenericAugmentedLLM._base_url', + return_value="http://localhost:11434/v1" + ) + generic_model = "generic.llama3.2:latest" factory = ModelFactory.create_factory(generic_model) - instance = factory(None) + instance = factory(agent=None) + assert isinstance(instance, GenericAugmentedLLM) + # Assert against the value returned by the mocked method assert instance._base_url() == "http://localhost:11434/v1" + mock_base_url.assert_called_once() \ No newline at end of file From d444609ee4ee1eec5b89a9720c441224f809f7c3 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 15:11:32 +0200 Subject: [PATCH 06/30] Corrected Anthropic test --- tests/unit/mcp_agent/llm/test_model_database.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/tests/unit/mcp_agent/llm/test_model_database.py b/tests/unit/mcp_agent/llm/test_model_database.py index 5b147258..76b668b3 100644 --- a/tests/unit/mcp_agent/llm/test_model_database.py +++ b/tests/unit/mcp_agent/llm/test_model_database.py @@ -37,9 +37,14 @@ def test_model_database_tokenizes(): assert ModelDatabase.get_tokenizes("unknown-model") is None -def test_llm_uses_model_database_for_max_tokens(): +def test_llm_uses_model_database_for_max_tokens(mocker): """Test that LLM instances use ModelDatabase for maxTokens defaults""" + mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._initialize_client', + return_value=mocker.MagicMock() + ) + # Test with a model that has 8192 max_output_tokens (should get full amount) factory = ModelFactory.create_factory("claude-sonnet-4-0") llm = factory(agent=None) From c0643f7f943e7880c079353cfb84e4e111ad8b16 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 15:13:36 +0200 Subject: [PATCH 07/30] Fixed another test --- tests/unit/mcp_agent/llm/test_prepare_arguments.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/tests/unit/mcp_agent/llm/test_prepare_arguments.py b/tests/unit/mcp_agent/llm/test_prepare_arguments.py index dfae9401..3c6ba6da 100644 --- a/tests/unit/mcp_agent/llm/test_prepare_arguments.py +++ b/tests/unit/mcp_agent/llm/test_prepare_arguments.py @@ -132,8 +132,13 @@ def test_openai_provider_arguments(self): assert "max_iterations" not in result # Should be excluded assert "parallel_tool_calls" not in result # Should be excluded - def test_anthropic_provider_arguments(self): + def test_anthropic_provider_arguments(self, mocker): """Test prepare_provider_arguments with Anthropic provider""" + mocker.patch( + 'mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._initialize_client', + return_value=mocker.MagicMock() + ) + # Create an Anthropic LLM instance without initializing provider connections llm = AnthropicAugmentedLLM() From 7b868fb8252f22664b8265fb78fda7e21db5a7de Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 18:14:21 +0200 Subject: [PATCH 08/30] Truncation for Gemini and Anthropic using the refactored classes --- src/mcp_agent/core/agent_types.py | 12 + .../context_truncation_and_summarization.py | 196 ++ .../llm/providers/augmented_llm_anthropic.py | 65 +- .../providers/augmented_llm_google_native.py | 62 +- uv.lock | 1938 +++++++++-------- 5 files changed, 1280 insertions(+), 993 deletions(-) create mode 100644 src/mcp_agent/llm/context_truncation_and_summarization.py diff --git a/src/mcp_agent/core/agent_types.py b/src/mcp_agent/core/agent_types.py index 943feee5..c9306786 100644 --- a/src/mcp_agent/core/agent_types.py +++ b/src/mcp_agent/core/agent_types.py @@ -24,6 +24,14 @@ class AgentType(Enum): CHAIN = "chain" +class ContextTruncationMode(str, Enum): + """Enumeration of supported context truncation strategies.""" + + NONE = None + SUMMARIZE = "summarize" + REMOVE = "remove" + + @dataclass class AgentConfig: """Configuration for an Agent instance""" @@ -36,6 +44,10 @@ class AgentConfig: prompts: Optional[Dict[str, List[str]]] = None model: str | None = None use_history: bool = True + + context_truncation_or_summarization_mode: Optional[ContextTruncationMode] = None + context_truncation_or_summarization_length_limit: Optional[int] = None + default_request_params: RequestParams | None = None human_input: bool = False agent_type: AgentType = AgentType.BASIC diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py new file mode 100644 index 00000000..4592d897 --- /dev/null +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -0,0 +1,196 @@ +""" +Context truncation manager for LLM conversations. +""" +# region Imports -- Internal Imports +import tiktoken +from typing import List, Optional, Any +# endregion + +# region Imports -- External Imports +from mcp_agent.context_dependent import ContextDependent +from mcp_agent.logging.logger import get_logger +from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart +from mcp_agent.core.agent_types import ContextTruncationMode +# endregion + + + +class ContextTruncation(ContextDependent): + """ + Manages the context window of an LLM by truncating the message history + when it exceeds a specified token limit. + + Takes PromptMessageMultipart and truncates those. It does not deal with provider-specific + formats. Provider-specific formats should be converted somewhere else! + """ + + def __init__(self, summarizer_llm: Optional[Any] = None): + """ + Initializes the truncator. + Args: + summarizer_llm: An LLM client instance (like your Gemini class) + that has a `generate_text(prompt: str) -> str` method. + This is only required if you use the SUMMARIZE mode. + """ + self.logger = get_logger(__name__) + self._summarization_llm = summarizer_llm + self.logger.info("Initialized ContextTruncation") + + def truncate_if_required( + self, + messages: List[PromptMessageMultipart], + truncation_mode: Optional[ContextTruncationMode], + limit: Optional[int], + model_name: str, + system_prompt: Optional[str] = None, + ) -> List[PromptMessageMultipart]: + """ + Checks if truncation is needed and applies the specified strategy. + This is a synchronous wrapper for easier integration. + """ + if not truncation_mode or truncation_mode == ContextTruncationMode.NONE or not limit: + return messages + + if not self._needs_truncation(messages, limit, model_name, system_prompt): + return messages + + if truncation_mode == ContextTruncationMode.SUMMARIZE: + if not self._summarization_llm: + raise ValueError("Summarizer LLM instance is required for SUMMARIZE mode.") + return self._summarize_and_truncate(messages, limit, model_name, system_prompt) + + elif truncation_mode == ContextTruncationMode.REMOVE: + return self._truncate(messages, limit, model_name, system_prompt) + + return messages + + def _summarize_and_truncate( + self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + ) -> List[PromptMessageMultipart]: + """(Private) Truncates history by summarizing older messages.""" + self.logger.info(f"Context has exceeded {max_tokens} tokens. Applying summarization.") + + system_messages = [m for m in messages if m.role == "system"] + conversation_messages = [m for m in messages if m.role != "system"] + + # Fallback to simple truncation if conversation is too short + if len(conversation_messages) <= 2: + return self._truncate(messages, max_tokens, model, system_prompt) + + # Keep the last 2 messages, summarize the rest + split_index = len(conversation_messages) - 2 + messages_to_summarize = conversation_messages[:split_index] + messages_to_keep = conversation_messages[split_index:] + + summary_text = self._summarize_messages(messages_to_summarize) + + summary_injection = [ + PromptMessageMultipart( + role="user", + content=[{"type": "text", "text": f"Here is a summary of our conversation so far: {summary_text}"}] + ), + PromptMessageMultipart( + role="assistant", + content=[{"type": "text", "text": "Thanks, I am caught up. Let's continue."}] + ) + ] + + new_messages = system_messages + summary_injection + messages_to_keep + + # Final check, if still too long, truncate further + if self._needs_truncation(new_messages, max_tokens, model, system_prompt): + self.logger.warning("Context still too long after summarization. Applying simple truncation.") + return self._truncate(new_messages, max_tokens, model, system_prompt) + + return new_messages + + def _summarize_messages(self, messages_to_summarize: List[PromptMessageMultipart]) -> str: + """Uses the provided LLM to summarize a list of messages.""" + self.logger.info("Summarizing older messages...") + + # Format the conversation history into a single string for the prompt + conversation_text = "\n".join( + f"{msg.role}: {msg.first_text()}" for msg in messages_to_summarize + ) + + prompt = ( + "You are a conversation summarizer. Your task is to create a concise summary " + "of the following dialogue. The summary should be neutral, retain key information, " + "and be no more than five sentences long.\n\n" + f"--- Conversation ---\n{conversation_text}\n\n--- Summary ---" + ) + + # Call the summarizer LLM's text generation method + response = self._summarization_llm.generate_text(prompt) + return response.strip() + + def get_summarization_llm(self, model: str): + """ + Gets an LLM instance for summarization based on the provided model string. + """ + from mcp_agent.llm.model_factory import create_llm + self.logger.info(f"Creating a summarization LLM using model: {model}") + + # ✅ Create a new LLM instance using the current model string + # Caching is removed to ensure the correct model is always used. + return create_llm( + model=model, + context=self.context, + name="summarizer", + ) + + def _estimate_tokens( + self, messages: List[PromptMessageMultipart], model: str, system_prompt: str | None = None + ) -> int: + """Estimate the number of tokens for a list of messages using tiktoken.""" + try: + encoding = tiktoken.encoding_for_model(model) + except KeyError: + self.logger.warning(f"Model {model} not found. Using cl100k_base tokenizer.") + encoding = tiktoken.get_encoding("cl100k_base") + + num_tokens = len(encoding.encode(system_prompt)) if system_prompt else 0 + for message in messages: + # Assuming first_text() gets the main text content + num_tokens += len(encoding.encode(message.first_text())) + + num_tokens += len(messages) * 4 # Approximation for message overhead + return num_tokens + + def _needs_truncation( + self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + ) -> bool: + """Check if the context needs to be truncated.""" + if not max_tokens: + return False + current_tokens = self._estimate_tokens(messages, model, system_prompt) + return current_tokens > max_tokens + + def _truncate( + self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + ) -> List[PromptMessageMultipart]: + """(Private) Truncates history by removing the oldest messages.""" + initial_tokens = self._estimate_tokens(messages, model, system_prompt) + self.logger.warning( + f"Context ({initial_tokens} tokens) has exceeded the limit of {max_tokens} tokens. " + "Applying simple truncation (remove)." + ) + + truncated_messages = list(messages) + + # Loop until the token count is within the limit + while len(truncated_messages) > 1 and self._needs_truncation( + truncated_messages, max_tokens, model, system_prompt + ): + # Find the first non-system message to remove + for i, msg in enumerate(truncated_messages): + if msg.role != "system": + truncated_messages.pop(i) + break + else: # No non-system messages left to remove + break + + final_tokens = self._estimate_tokens(truncated_messages, model, system_prompt) + self.logger.info(f"Simple truncation complete. New token count: {final_tokens}") + + return truncated_messages \ No newline at end of file diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index c6647e7f..4f4e5cdf 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -1,3 +1,4 @@ +# region External Imports import json from typing import ( TYPE_CHECKING, @@ -8,26 +9,10 @@ Type, cast, ) - from mcp.types import TextContent - -from mcp_agent.core.prompt import Prompt -from mcp_agent.event_progress import ProgressAction -from mcp_agent.llm.provider_types import Provider -from mcp_agent.llm.providers.multipart_converter_anthropic import ( - AnthropicConverter, -) -from mcp_agent.llm.providers.sampling_converter_anthropic import ( - AnthropicSamplingConverter, -) -from mcp_agent.llm.usage_tracking import TurnUsage -from mcp_agent.mcp.interfaces import ModelT -from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart - if TYPE_CHECKING: from mcp import ListToolsResult - from anthropic import APIError, AsyncAnthropic, AuthenticationError from anthropic.lib.streaming import AsyncMessageStream from anthropic.types import ( @@ -47,13 +32,30 @@ ContentBlock, ) from rich.text import Text +# endregion +# region Internal Imports +## Internal Imports -- Core +from mcp_agent.core.prompt import Prompt +## Internal Imports -- Progress +from mcp_agent.event_progress import ProgressAction +## Internal Imports -- LLM +from mcp_agent.llm.provider_types import Provider +from mcp_agent.llm.providers.multipart_converter_anthropic import AnthropicConverter +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation +from mcp_agent.llm.providers.sampling_converter_anthropic import AnthropicSamplingConverter +from mcp_agent.llm.usage_tracking import TurnUsage +## Internal Imports -- MCP +from mcp_agent.mcp.interfaces import ModelT +from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.llm.augmented_llm import ( AugmentedLLM, RequestParams, ) from mcp_agent.logging.logger import get_logger +# endregion + DEFAULT_ANTHROPIC_MODEL = "claude-3-7-sonnet-latest" @@ -89,6 +91,8 @@ def __init__(self, *args, **kwargs) -> None: ) self.client = self._initialize_client() # Initialize the client once and reuse it + self.converter = AnthropicConverter() + self.truncation_manager = ContextTruncation(self.context) def _initialize_client(self) -> AsyncAnthropic: """Initializes and returns the Anthropic API client.""" @@ -109,6 +113,7 @@ def _initialize_default_params(self, kwargs: dict) -> RequestParams: """Initialize Anthropic-specific default parameters""" base_params = super()._initialize_default_params(kwargs) # Get base defaults from parent (includes ModelDatabase lookup) base_params.model = kwargs.get("model", DEFAULT_ANTHROPIC_MODEL) # Override with Anthropic-specific settings + return base_params def _base_url(self) -> Optional[str]: @@ -457,11 +462,35 @@ async def _anthropic_completion( self.logger.debug(f"Anthropic cache_mode: {cache_mode}") all_content_responses: List[ContentBlock] = [] - # Note: We'll cache tools+system together by putting cache_control only on system prompt - for i in range(params.max_iterations): self._log_chat_progress(self.chat_turn(), model=model) + if hasattr(params, "context_truncation_or_summarization_mode") and params.context_truncation_or_summarization_mode: + # 1. Convert from Anthropic's format to your internal MCP format + multipart_messages = self.converter.convert_from_anthropic_list(messages) + + if hasattr(params, params.context_truncation_or_summarization_limit) and params.context_truncation_or_summarization_limit: + token_limit_for_truncation = params.context_truncation_or_summarization_limit + else: + token_limit_for_truncation = params.maxTokens + + # 2. Call the truncation manager to truncate the history if needed + truncated_multipart = await self.truncation_manager.summarize_or_truncate_if_required( + messages=multipart_messages, + context_truncation_or_summarization_mode=params.context_truncation_or_summarization_mode, + limit=token_limit_for_truncation, + model=params.model, + system_prompt=system_prompt, + ) + + # 3. If truncation occurred, convert back and update the messages list + if len(truncated_multipart) < len(multipart_messages): + self.logger.info( + f"History truncated from {len(multipart_messages)} to {len(truncated_multipart)} messages." + ) + messages = self.converter.convert_to_anthropic_list(truncated_multipart) + + # 2. Apply Caching final_system_prompt = self._apply_system_cache(system_prompt=system_prompt, cache_mode=cache_mode) conversation_cache_count = await self._apply_conversation_cache(messages=messages, cache_mode=cache_mode) diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index ad47ca5d..cbd86f27 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -26,12 +26,15 @@ from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.core.prompt import Prompt from mcp_agent.core.request_params import RequestParams +from mcp_agent.core.agent_types import ContextTruncationMode +from mcp_agent.llm.model_database import ModelDatabase ## Internal -- LLM from mcp_agent.llm.augmented_llm import AugmentedLLM from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.google_converter import GoogleConverter from mcp_agent.llm.usage_tracking import TurnUsage +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation ## Internal -- MCP from mcp_agent.mcp.interfaces import ModelT @@ -63,6 +66,7 @@ def __init__(self, *args, **kwargs) -> None: super().__init__(*args, provider=Provider.GOOGLE, **kwargs) self._google_client = self._initialize_google_client() self._converter = GoogleConverter() + self.truncation_manager = ContextTruncation(self.context) def _initialize_google_client(self) -> genai.Client: """ @@ -103,16 +107,11 @@ def _initialize_google_client(self) -> genai.Client: def _initialize_default_params(self, kwargs: dict) -> RequestParams: """Initialize Google-specific default parameters.""" - chosen_model = kwargs.get("model", DEFAULT_GOOGLE_MODEL) - - return RequestParams( - model=chosen_model, - systemPrompt=self.instruction, # System instruction will be mapped in _google_completion - parallel_tool_calls=True, # Assume parallel tool calls are supported by default with native API - max_iterations=20, - use_history=True, - maxTokens=65536, # Default max tokens for Google models - ) + base_params = super()._initialize_default_params(kwargs) # Get base defaults from parent (includes ModelDatabase lookup) + base_params.model = kwargs.get("model", DEFAULT_GOOGLE_MODEL) + base_params.maxTokens = 65536 # Override the parent's default + + return base_params async def _completion_orchestrator( self, @@ -135,7 +134,7 @@ async def _completion_orchestrator( # 1. Prepare the request for the API available_tools = await self.aggregator.list_tools() google_tools = self._converter.convert_to_google_tools(available_tools.tools) - payload = self._prepare_request_payload( + payload = await self._prepare_request_payload( conversation_history=turn_conversation_history, params=params, tools=google_tools, @@ -178,14 +177,46 @@ async def _completion_orchestrator( # Helper Methods (New & Refactored) # -------------------------------------------------------------------------- - def _prepare_request_payload( + async def _prepare_request_payload( self, conversation_history: List[types.Content], params: RequestParams, tools: List[types.Tool], structured_model: Optional[Type[ModelT]] = None, ) -> dict: - """Assembles the final dictionary of arguments for the Gemini API call.""" + """Assembles the final dictionary of arguments for the Gemini API call, applying truncation first.""" + + initial_length = len(conversation_history) + + if hasattr(params, "context_truncation_or_summarization_mode") and params.context_truncation_or_summarization_mode: + # 1. Convert from Google's native format to your internal format + # Note: You might need a `convert_from_google_content_list` method on your converter + conversation_history = self._converter.convert_from_google_content_list(conversation_history) + + if hasattr(params, params.context_truncation_or_summarization_limit) and params.context_truncation_or_summarization_limit: + token_limit_for_truncation = params.context_truncation_or_summarization_limit + else: + token_limit_for_truncation = params.maxTokens + + # 2. Call the truncation manager (now awaited) + truncated_multipart = await self.truncation_manager.summarize_or_truncate_if_required( + messages=conversation_history, + context_truncation_or_summarization_mode=params.truncation_mode, + limit=token_limit_for_truncation, + model=params.model, + system_prompt=params.systemPrompt or self.instruction, + ) + + # 3. Convert back to Google's native format if changes were made + if len(truncated_multipart) < len(conversation_history): + self.logger.info(f"History truncated from {initial_length} to {len(conversation_history)} messages.") + + try: + conversation_history = self._converter.convert_to_google_content(conversation_history) + except: + self.logger.info(f"conversion_history was already in Google format.") + pass + config = self._converter.convert_request_params_to_google_config(params) tool_config = None @@ -198,6 +229,7 @@ def _prepare_request_payload( config.response_mime_type = "application/json" config.response_schema = structured_model.model_json_schema() tools = None # In JSON mode, no other tools are used. + return { "model": params.model, @@ -312,7 +344,9 @@ async def _apply_prompt_provider_specific( # 2. Call the orchestrator final_content, new_history_messages = await self._completion_orchestrator( messages_for_turn=messages_for_turn, - params=params + params=params, + # Pass the raw multipart messages for truncation logic + multipart_messages=self.history.get(...) ) # 3. 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"https://files.pythonhosted.org/packages/ad/da/f64669af4cae46f17b90798a827519ce3737d31dbafad65d391e49643dc4/zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343", size = 9796, upload-time = "2025-05-26T14:46:30.775Z" }, + { url = "https://files.pythonhosted.org/packages/ad/da/f64669af4cae46f17b90798a827519ce3737d31dbafad65d391e49643dc4/zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343", size = 9796 }, ] From c10de51bc71a172cb509357e7f590889011e9cc7 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Thu, 24 Jul 2025 18:15:56 +0200 Subject: [PATCH 09/30] Made linter happy --- .../context_truncation_and_summarization.py | 8 ++++--- .../llm/providers/augmented_llm_anthropic.py | 23 ++++++++++++------- .../providers/augmented_llm_google_native.py | 8 +++---- 3 files changed, 23 insertions(+), 16 deletions(-) diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index 4592d897..c3081592 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -2,15 +2,17 @@ Context truncation manager for LLM conversations. """ # region Imports -- Internal Imports +from typing import Any, List, Optional + import tiktoken -from typing import List, Optional, Any -# endregion +# endregion # region Imports -- External Imports from mcp_agent.context_dependent import ContextDependent +from mcp_agent.core.agent_types import ContextTruncationMode from mcp_agent.logging.logger import get_logger from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart -from mcp_agent.core.agent_types import ContextTruncationMode + # endregion diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 4f4e5cdf..319f447d 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -9,7 +9,9 @@ Type, cast, ) + from mcp.types import TextContent + if TYPE_CHECKING: from mcp import ListToolsResult @@ -32,28 +34,33 @@ ContentBlock, ) from rich.text import Text -# endregion +from mcp_agent.core.exceptions import ProviderKeyError + +# endregion # region Internal Imports ## Internal Imports -- Core from mcp_agent.core.prompt import Prompt + ## Internal Imports -- Progress from mcp_agent.event_progress import ProgressAction +from mcp_agent.llm.augmented_llm import ( + AugmentedLLM, + RequestParams, +) +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation + ## Internal Imports -- LLM from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.multipart_converter_anthropic import AnthropicConverter -from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.llm.providers.sampling_converter_anthropic import AnthropicSamplingConverter from mcp_agent.llm.usage_tracking import TurnUsage +from mcp_agent.logging.logger import get_logger + ## Internal Imports -- MCP from mcp_agent.mcp.interfaces import ModelT from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart -from mcp_agent.core.exceptions import ProviderKeyError -from mcp_agent.llm.augmented_llm import ( - AugmentedLLM, - RequestParams, -) -from mcp_agent.logging.logger import get_logger + # endregion diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index cbd86f27..43e3ac50 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -26,15 +26,13 @@ from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.core.prompt import Prompt from mcp_agent.core.request_params import RequestParams -from mcp_agent.core.agent_types import ContextTruncationMode -from mcp_agent.llm.model_database import ModelDatabase ## Internal -- LLM from mcp_agent.llm.augmented_llm import AugmentedLLM +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.google_converter import GoogleConverter from mcp_agent.llm.usage_tracking import TurnUsage -from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation ## Internal -- MCP from mcp_agent.mcp.interfaces import ModelT @@ -213,8 +211,8 @@ async def _prepare_request_payload( try: conversation_history = self._converter.convert_to_google_content(conversation_history) - except: - self.logger.info(f"conversion_history was already in Google format.") + except Exception as e: + self.logger.info(f"conversion_history was already in Google format ({e}).") pass config = self._converter.convert_request_params_to_google_config(params) From 3c8f63031a061e4a084f9af5740bb9608449badc Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Fri, 25 Jul 2025 23:32:55 +0200 Subject: [PATCH 10/30] Implemented truncation for Anthropic and Gemini --- scripts/event_viewer.py | 2 +- src/mcp_agent/core/agent_types.py | 4 +- src/mcp_agent/llm/augmented_llm.py | 13 +- .../context_truncation_and_summarization.py | 304 ++++-- src/mcp_agent/llm/model_factory.py | 4 + .../llm/providers/augmented_llm_anthropic.py | 70 +- .../providers/augmented_llm_google_native.py | 239 +++-- .../multipart_converter_anthropic.py | 152 ++- .../multipart_converter_tensorzero.py | 2 +- src/mcp_agent/mcp/prompts/prompt_server.py | 2 +- .../test_multipart_converter_anthropic.py | 940 ++++-------------- .../mcp_agent/llm/test_prepare_arguments.py | 85 +- 12 files changed, 775 insertions(+), 1042 deletions(-) diff --git a/scripts/event_viewer.py b/scripts/event_viewer.py index a60d6d45..41f19f10 100755 --- a/scripts/event_viewer.py +++ b/scripts/event_viewer.py @@ -173,7 +173,7 @@ def load_events(path: Path) -> List[Event]: events.append(event) except Exception as e: print(f"Error on line {line_num}: {e}") - print(f"Line content: {line.strip()}") + print(f"Line content: {line.strip()[:500]}") raise except Exception as e: print(f"Error loading file: {e}") diff --git a/src/mcp_agent/core/agent_types.py b/src/mcp_agent/core/agent_types.py index c9306786..971b698e 100644 --- a/src/mcp_agent/core/agent_types.py +++ b/src/mcp_agent/core/agent_types.py @@ -45,8 +45,8 @@ class AgentConfig: model: str | None = None use_history: bool = True - context_truncation_or_summarization_mode: Optional[ContextTruncationMode] = None - context_truncation_or_summarization_length_limit: Optional[int] = None + context_truncation_mode: Optional[ContextTruncationMode] = None + context_truncation_length_limit: Optional[int] = None default_request_params: RequestParams | None = None human_input: bool = False diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index 5d5e3027..7fb3d183 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -104,9 +104,17 @@ class AugmentedLLM(ContextDependent, AugmentedLLMProtocol, Generic[MessageParamT PARAM_USE_HISTORY = "use_history" PARAM_MAX_ITERATIONS = "max_iterations" PARAM_TEMPLATE_VARS = "template_vars" + PARAM_CONTEXT_TRUNCATION_MODE = "context_truncation_mode" + PARAM_CONTEXT_TRUNCATION_LENGTH_LIMIT = "context_truncation_length_limit" + PARAM_REQUEST_DELAY_SECONDS = "request_delay_seconds" # Base set of fields that should always be excluded - BASE_EXCLUDE_FIELDS = {PARAM_METADATA} + BASE_EXCLUDE_FIELDS = { + PARAM_METADATA, + PARAM_CONTEXT_TRUNCATION_MODE, + PARAM_CONTEXT_TRUNCATION_LENGTH_LIMIT, + PARAM_REQUEST_DELAY_SECONDS, + } class _Actions: STOP = "Stop" # Making the actions available like so: self.ACTIONS.STOP @@ -205,6 +213,9 @@ def _initialize_default_params(self, kwargs: dict) -> RequestParams: parallel_tool_calls=True, max_iterations=20, use_history=True, + context_truncation_mode=None, + context_truncation_length_limit=None, + request_delay_seconds=0.0, ) async def generate( diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index c3081592..e010f0c2 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -1,21 +1,37 @@ """ Context truncation manager for LLM conversations. """ -# region Imports -- Internal Imports -from typing import Any, List, Optional +# region Imports -- External Imports +import json +from typing import List, Optional import tiktoken -# endregion -# region Imports -- External Imports +## Types +from mcp.types import ( + TextContent, +) + +## Context from mcp_agent.context_dependent import ContextDependent + +## Core from mcp_agent.core.agent_types import ContextTruncationMode + +# endregion +# region Imports -- Internal Imports +## LLM +from mcp_agent.llm.augmented_llm import AugmentedLLM + +## Logging from mcp_agent.logging.logger import get_logger + +## MCP from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart # endregion - +logger = get_logger(__name__) class ContextTruncation(ContextDependent): """ @@ -26,89 +42,97 @@ class ContextTruncation(ContextDependent): formats. Provider-specific formats should be converted somewhere else! """ - def __init__(self, summarizer_llm: Optional[Any] = None): - """ - Initializes the truncator. - Args: - summarizer_llm: An LLM client instance (like your Gemini class) - that has a `generate_text(prompt: str) -> str` method. - This is only required if you use the SUMMARIZE mode. - """ - self.logger = get_logger(__name__) - self._summarization_llm = summarizer_llm - self.logger.info("Initialized ContextTruncation") - - def truncate_if_required( - self, + @classmethod + async def truncate_if_required( + cls, messages: List[PromptMessageMultipart], truncation_mode: Optional[ContextTruncationMode], limit: Optional[int], model_name: str, - system_prompt: Optional[str] = None, + system_prompt: str, + provider: AugmentedLLM, ) -> List[PromptMessageMultipart]: """ Checks if truncation is needed and applies the specified strategy. This is a synchronous wrapper for easier integration. """ - if not truncation_mode or truncation_mode == ContextTruncationMode.NONE or not limit: + + logger.warning(f""" +truncate_if_required() + +messages: {messages} +truncation_mode: {str(truncation_mode)} +limit: {str(limit)} +model_name: {model_name} +system_prompt: {system_prompt} + +""") + + + logger.warning(f""" + +limit: {str(limit)} + +""") + + estimated_tokens = cls._estimate_tokens( + messages=messages, + model=model_name, + ) + logger.warning(f"[006] estimated_tokens: {estimated_tokens}") + + + ############# NO NEED TO TRUNCATE IF LIMIT NOT CROSSED ############## + if estimated_tokens <= limit: return messages - if not self._needs_truncation(messages, limit, model_name, system_prompt): + ############## RETURN EARLY IF NO TRUNCATION OR NO LIMIT ############### + if not truncation_mode or truncation_mode == ContextTruncationMode.NONE or not limit: + return messages + + elif not cls._needs_truncation(messages, limit, model_name): return messages + ########## IF ARGUMENTS VALID: ACT UPON TRUNCATION MODE ########## if truncation_mode == ContextTruncationMode.SUMMARIZE: - if not self._summarization_llm: - raise ValueError("Summarizer LLM instance is required for SUMMARIZE mode.") - return self._summarize_and_truncate(messages, limit, model_name, system_prompt) + return await cls._summarize_and_truncate(messages, limit, model_name, provider=provider) elif truncation_mode == ContextTruncationMode.REMOVE: - return self._truncate(messages, limit, model_name, system_prompt) + logger.warning("[004]") + return cls._truncate(messages, limit, model_name) + ######## RETURN TRUNCATED MESSAGES ############ return messages - def _summarize_and_truncate( - self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + @classmethod + async def _summarize_and_truncate( + cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, provider: AugmentedLLM ) -> List[PromptMessageMultipart]: """(Private) Truncates history by summarizing older messages.""" - self.logger.info(f"Context has exceeded {max_tokens} tokens. Applying summarization.") + logger.info(f"Context has exceeded {max_tokens} tokens. Applying summarization.") - system_messages = [m for m in messages if m.role == "system"] conversation_messages = [m for m in messages if m.role != "system"] - # Fallback to simple truncation if conversation is too short - if len(conversation_messages) <= 2: - return self._truncate(messages, max_tokens, model, system_prompt) - - # Keep the last 2 messages, summarize the rest - split_index = len(conversation_messages) - 2 - messages_to_summarize = conversation_messages[:split_index] - messages_to_keep = conversation_messages[split_index:] + summary_string = await cls._summarize_messages( + messages_to_summarize=conversation_messages, + provider=provider + ) - summary_text = self._summarize_messages(messages_to_summarize) - - summary_injection = [ - PromptMessageMultipart( - role="user", - content=[{"type": "text", "text": f"Here is a summary of our conversation so far: {summary_text}"}] - ), - PromptMessageMultipart( - role="assistant", - content=[{"type": "text", "text": "Thanks, I am caught up. Let's continue."}] - ) - ] - - new_messages = system_messages + summary_injection + messages_to_keep - - # Final check, if still too long, truncate further - if self._needs_truncation(new_messages, max_tokens, model, system_prompt): - self.logger.warning("Context still too long after summarization. Applying simple truncation.") - return self._truncate(new_messages, max_tokens, model, system_prompt) + summary = PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text=summary_string)], + ) - return new_messages + return [summary] - def _summarize_messages(self, messages_to_summarize: List[PromptMessageMultipart]) -> str: + @classmethod + async def _summarize_messages( + cls, + messages_to_summarize: List[PromptMessageMultipart], + provider: AugmentedLLM, + ) -> str: """Uses the provided LLM to summarize a list of messages.""" - self.logger.info("Summarizing older messages...") + logger.info("Summarizing older messages...") # Format the conversation history into a single string for the prompt conversation_text = "\n".join( @@ -117,63 +141,150 @@ def _summarize_messages(self, messages_to_summarize: List[PromptMessageMultipart prompt = ( "You are a conversation summarizer. Your task is to create a concise summary " - "of the following dialogue. The summary should be neutral, retain key information, " - "and be no more than five sentences long.\n\n" + "of the following agentic workflow. " + "Keep in mind that it should help the agent " + "to get back to work where it left off -- meaning that " + "you can roughly outline the steps that were taken already, " + "things that worked, things that did not work, and tasks that " + "were already completed. " + "The conversation may contain tool call results. \n\n" + f"--- Conversation ---\n{conversation_text}\n\n--- Summary ---" ) - # Call the summarizer LLM's text generation method - response = self._summarization_llm.generate_text(prompt) - return response.strip() - - def get_summarization_llm(self, model: str): - """ - Gets an LLM instance for summarization based on the provided model string. - """ - from mcp_agent.llm.model_factory import create_llm - self.logger.info(f"Creating a summarization LLM using model: {model}") - - # ✅ Create a new LLM instance using the current model string - # Caching is removed to ensure the correct model is always used. - return create_llm( - model=model, - context=self.context, - name="summarizer", + # Call the provider's API call method. This helps to make the ContextTruncation class provider-agnostic. + summary_string = await provider.execute_simple_api_call( + message_string=prompt ) + + return summary_string + @classmethod def _estimate_tokens( - self, messages: List[PromptMessageMultipart], model: str, system_prompt: str | None = None + cls, + messages: List[PromptMessageMultipart], + model: str, + system_prompt: Optional[str] = None, ) -> int: """Estimate the number of tokens for a list of messages using tiktoken.""" try: encoding = tiktoken.encoding_for_model(model) except KeyError: - self.logger.warning(f"Model {model} not found. Using cl100k_base tokenizer.") + logger.warning(f"Model {model} not found. Using cl100k_base tokenizer.") encoding = tiktoken.get_encoding("cl100k_base") - num_tokens = len(encoding.encode(system_prompt)) if system_prompt else 0 - for message in messages: + total_tokens = len(encoding.encode(system_prompt)) if system_prompt else 0 + + for message_index, message in enumerate(messages): # Assuming first_text() gets the main text content - num_tokens += len(encoding.encode(message.first_text())) + + num_tokens_current_message = cls._estimate_tokens_from_message(message=message, encoding=encoding) + total_tokens += num_tokens_current_message + logger.info(f"[007] Message {message_index} with text {str(message)[:1000]} has {num_tokens_current_message} tokens.") + + logger.info("[008] Adding an overhead of 4 tokens per message.") + total_tokens += len(messages) * 4 # Approximation for message overhead + return total_tokens + + @classmethod + def _estimate_tokens_from_message( + cls, + message: PromptMessageMultipart, + encoding: tiktoken.Encoding + ) -> int: + """Estimates tokens for a single, potentially multi-paar message.""" + + tokens = 4 # Base overhead. + + if not message.content: + return tokens + + for block in message.content: + block_type = getattr(block, 'type', '').lower() + + if block_type == "text": + text = getattr(block, 'text', '') + if text: + tokens += len(encoding.encode(text)) + + elif block_type == "tool_use": + tool_name = getattr(block, 'name', '') + tool_args = getattr(block, 'input', {}) + tool_id = getattr(block, 'id', '') + + if tool_name: + tokens += len(encoding.encode(tool_name)) + if tool_args: + args_json = json.dumps(tool_args) + tokens += len(encoding.encode(args_json)) + if tool_id: + tokens += len(encoding.encode(tool_id)) + + tokens += 10 # Add overhead for tool use structure + + + elif block_type == "tool_result": + # Count tool result ID + tool_use_id = getattr(block, 'tool_use_id', '') + if tool_use_id: + tokens += len(encoding.encode(tool_use_id)) + + # Count tool result content + tool_content = getattr(block, 'content', []) + if isinstance(tool_content, str): + tokens += len(encoding.encode(tool_content)) + elif isinstance(tool_content, list): + for nested_block in tool_content: + nested_type = getattr(nested_block, 'type', '').lower() + if nested_type == "text": + nested_text = getattr(nested_block, 'text', '') + if nested_text: + tokens += len(encoding.encode(nested_text)) + # Add more nested block types as needed + + # Add overhead for tool result structure + tokens += 10 + + elif block_type == "image": + # Images have a fixed token cost in most models + tokens += 85 # Anthropic's typical image token cost + + elif block_type == "resource": + # Estimate tokens for embedded resources + resource = getattr(block, 'resource', None) + if resource: + # Count resource text content + resource_text = getattr(resource, 'text', '') + if resource_text: + tokens += len(encoding.encode(resource_text)) + else: + # For binary resources, add a fixed cost + tokens += 20 + + else: + # Unknown block type - add minimal overhead + logger.warning(f"Unknown block type in token estimation: {block_type}") + tokens += 5 - num_tokens += len(messages) * 4 # Approximation for message overhead - return num_tokens + return tokens + @classmethod def _needs_truncation( - self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None ) -> bool: """Check if the context needs to be truncated.""" if not max_tokens: return False - current_tokens = self._estimate_tokens(messages, model, system_prompt) + current_tokens = cls._estimate_tokens(messages, model, system_prompt) return current_tokens > max_tokens + @classmethod def _truncate( - self, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None ) -> List[PromptMessageMultipart]: """(Private) Truncates history by removing the oldest messages.""" - initial_tokens = self._estimate_tokens(messages, model, system_prompt) - self.logger.warning( + initial_tokens = cls._estimate_tokens(messages, model, system_prompt) + logger.warning( f"Context ({initial_tokens} tokens) has exceeded the limit of {max_tokens} tokens. " "Applying simple truncation (remove)." ) @@ -181,18 +292,19 @@ def _truncate( truncated_messages = list(messages) # Loop until the token count is within the limit - while len(truncated_messages) > 1 and self._needs_truncation( - truncated_messages, max_tokens, model, system_prompt + while len(truncated_messages) >= 1 and cls._needs_truncation( + messages=truncated_messages, max_tokens=max_tokens, model=model, system_prompt=system_prompt ): + # Find the first non-system message to remove for i, msg in enumerate(truncated_messages): if msg.role != "system": truncated_messages.pop(i) break - else: # No non-system messages left to remove + else: # No non-system messages left to remove break - final_tokens = self._estimate_tokens(truncated_messages, model, system_prompt) - self.logger.info(f"Simple truncation complete. New token count: {final_tokens}") + final_tokens = cls._estimate_tokens(truncated_messages, model, system_prompt) + logger.info(f"Simple truncation complete. New token count: {final_tokens}") return truncated_messages \ No newline at end of file diff --git a/src/mcp_agent/llm/model_factory.py b/src/mcp_agent/llm/model_factory.py index c3e3a22d..9a13a205 100644 --- a/src/mcp_agent/llm/model_factory.py +++ b/src/mcp_agent/llm/model_factory.py @@ -110,7 +110,11 @@ class ModelFactory: "claude-sonnet-4-0": Provider.ANTHROPIC, "deepseek-chat": Provider.DEEPSEEK, "gemini-2.0-flash": Provider.GOOGLE, + "gemini-2.5-flash-lite": Provider.GOOGLE, + "gemini-2.5-flash-lite-06-17": Provider.GOOGLE, + "gemini-2.5-flash": Provider.GOOGLE, "gemini-2.5-flash-preview-05-20": Provider.GOOGLE, + "gemini-2.5-pro": Provider.GOOGLE, "gemini-2.5-pro-preview-05-06": Provider.GOOGLE, "grok-4": Provider.XAI, "grok-4-0709": Provider.XAI, diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 319f447d..51c9216c 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -1,4 +1,5 @@ # region External Imports +import asyncio import json from typing import ( TYPE_CHECKING, @@ -87,6 +88,9 @@ class AnthropicAugmentedLLM(AugmentedLLM[MessageParam, Message]): AugmentedLLM.PARAM_MAX_ITERATIONS, AugmentedLLM.PARAM_PARALLEL_TOOL_CALLS, AugmentedLLM.PARAM_TEMPLATE_VARS, + AugmentedLLM.PARAM_CONTEXT_TRUNCATION_MODE, + AugmentedLLM.PARAM_CONTEXT_TRUNCATION_LENGTH_LIMIT, + AugmentedLLM.PARAM_REQUEST_DELAY_SECONDS, } def __init__(self, *args, **kwargs) -> None: @@ -99,7 +103,6 @@ def __init__(self, *args, **kwargs) -> None: self.client = self._initialize_client() # Initialize the client once and reuse it self.converter = AnthropicConverter() - self.truncation_manager = ContextTruncation(self.context) def _initialize_client(self) -> AsyncAnthropic: """Initializes and returns the Anthropic API client.""" @@ -115,7 +118,6 @@ def _initialize_client(self) -> AsyncAnthropic: "The configured Anthropic API key was rejected.\nPlease check that your API key is valid and not expired.", ) from e - def _initialize_default_params(self, kwargs: dict) -> RequestParams: """Initialize Anthropic-specific default parameters""" base_params = super()._initialize_default_params(kwargs) # Get base defaults from parent (includes ModelDatabase lookup) @@ -332,6 +334,19 @@ def _prepare_request_payload( # Use the base class method to merge remaining sampling parameters return self.prepare_provider_arguments(base_args, params, self.ANTHROPIC_EXCLUDE_FIELDS) + async def execute_simple_api_call(self, message_string, max_tokens=2_000) -> str: + model = self.default_request_params.model + arguments = { + "max_tokens": max_tokens, + "messages": [{"role": "user", "content": message_string}], + "model": model, + } + + response = await self._execute_streaming_call(arguments=arguments, model=model) + response_string = response.content[0].text + + return response_string + async def _execute_streaming_call(self, arguments: dict, model: str) -> Message: """Executes the API call, processes the stream for real-time feedback, and returns the final message.""" estimated_tokens = 0 @@ -357,7 +372,7 @@ async def _execute_streaming_call(self, arguments: dict, model: str) -> Message: content=[TextBlock(type="text", text=f"Error during generation: {e}")], stop_reason="end_turn", usage=Usage(input_tokens=0, output_tokens=0) ) - + async def _process_response_actions( self, response: Message, messages: List[MessageParam], available_tools: List[ToolParam], params: RequestParams, structured_model: Optional[Type[ModelT]] ) -> Tuple[str, List[ContentBlock], Optional[MessageParam]]: @@ -457,7 +472,6 @@ async def _anthropic_completion( Process a query using an LLM and available tools. """ params = self.get_request_params(request_params) - model = params.model # 1. Prepare initial messages and tools messages: List[MessageParam] = self.history.get(include_completion_history=params.use_history) @@ -470,40 +484,43 @@ async def _anthropic_completion( all_content_responses: List[ContentBlock] = [] for i in range(params.max_iterations): - self._log_chat_progress(self.chat_turn(), model=model) + self._log_chat_progress(self.chat_turn(), model=params.model) - if hasattr(params, "context_truncation_or_summarization_mode") and params.context_truncation_or_summarization_mode: - # 1. Convert from Anthropic's format to your internal MCP format - multipart_messages = self.converter.convert_from_anthropic_list(messages) + if hasattr(params, "context_truncation_mode") and params.context_truncation_mode: + # 1. Convert from Anthropic's format to your internal MCP format + multipart_messages = self.converter.convert_from_anthropic_list_to_multipart(messages) - if hasattr(params, params.context_truncation_or_summarization_limit) and params.context_truncation_or_summarization_limit: - token_limit_for_truncation = params.context_truncation_or_summarization_limit + if hasattr(params, "context_truncation_length_limit") and params.context_truncation_length_limit: + token_limit_for_truncation = params.context_truncation_length_limit else: token_limit_for_truncation = params.maxTokens # 2. Call the truncation manager to truncate the history if needed - truncated_multipart = await self.truncation_manager.summarize_or_truncate_if_required( + truncated_multipart: List[PromptMessageMultipart] = await ContextTruncation().truncate_if_required( messages=multipart_messages, - context_truncation_or_summarization_mode=params.context_truncation_or_summarization_mode, + truncation_mode=params.context_truncation_mode, limit=token_limit_for_truncation, - model=params.model, + model_name=params.model, system_prompt=system_prompt, + provider=self, ) # 3. If truncation occurred, convert back and update the messages list - if len(truncated_multipart) < len(multipart_messages): + old_token_length = ContextTruncation()._estimate_tokens(messages=multipart_messages, model=params.model, system_prompt="") + new_token_length = ContextTruncation()._estimate_tokens(messages=truncated_multipart, model=params.model, system_prompt="") + + if new_token_length < old_token_length: self.logger.info( - f"History truncated from {len(multipart_messages)} to {len(truncated_multipart)} messages." + f"History truncated from {old_token_length} to {new_token_length} tokens." ) - messages = self.converter.convert_to_anthropic_list(truncated_multipart) + messages = self.converter.convert_from_multipart_to_anthropic_list(truncated_multipart) - - # 2. Apply Caching + # 4. Apply Caching final_system_prompt = self._apply_system_cache(system_prompt=system_prompt, cache_mode=cache_mode) conversation_cache_count = await self._apply_conversation_cache(messages=messages, cache_mode=cache_mode) self._check_cache_limit(conversation_cache_count=conversation_cache_count, system_prompt=final_system_prompt, cache_mode=cache_mode) - # 3. Build Payload and Execute API Call + # 5. Build Payload and Execute API Call arguments = self._prepare_request_payload( messages=messages, params=params, @@ -511,10 +528,16 @@ async def _anthropic_completion( system_prompt=final_system_prompt, structured_model=structured_model, ) - self.logger.debug(f"Prepared arguments for Anthropic API: {str(arguments)[:1500]}") + + self.logger.debug(f"Prepared arguments for Anthropic API: {str(arguments)[:50]}") + self.logger.debug(f"params: {params}") + + if params.request_delay_seconds > 0.0: + self.logger.info(f"Sleeping for {self.PARAM_REQUEST_DELAY_SECONDS} seconds.") + asyncio.sleep(self.PARAM_REQUEST_DELAY_SECONDS) response = await self._execute_streaming_call( arguments=arguments, - model=model, + model=params.model, ) assistant_message = self.convert_message_to_message_param(response) messages.append(assistant_message) @@ -523,7 +546,7 @@ async def _anthropic_completion( if hasattr(response, "usage") and response.usage: turn_usage = TurnUsage.from_anthropic( usage=response.usage, - model=model + model=params.model ) self._finalize_turn_usage(turn_usage=turn_usage) @@ -553,7 +576,7 @@ async def _anthropic_completion( prompt_len = len(self.history.get(include_completion_history=False)) self.history.set(messages[prompt_len:]) - self._log_chat_finished(model=model) + self._log_chat_finished(model=params.model) return all_content_responses async def generate_messages( @@ -679,7 +702,6 @@ def _log_final_streaming_progress( } self.logger.info("Streaming progress", data=data) - def _show_usage(self, raw_usage: Usage, turn_usage: TurnUsage) -> None: # Print raw usage for debugging print(f"\n=== USAGE DEBUG ({turn_usage.model}) ===") diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 43e3ac50..f9da34e3 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -41,7 +41,7 @@ #endregion # Define default model and potentially other Google-specific defaults -DEFAULT_GOOGLE_MODEL = "gemini-2.0-flash" +DEFAULT_GOOGLE_MODEL = "gemini-2.5-flash" class GoogleNativeAugmentedLLM(AugmentedLLM[types.Content, types.Content]): @@ -58,57 +58,57 @@ class GoogleNativeAugmentedLLM(AugmentedLLM[types.Content, types.Content]): AugmentedLLM.PARAM_USE_HISTORY, # Handled by AugmentedLLM base / this class's logic AugmentedLLM.PARAM_MAX_ITERATIONS, # Handled by this class's loop # Add any other OpenAI-specific params not applicable to google.genai + AugmentedLLM.PARAM_CONTEXT_TRUNCATION_MODE, + AugmentedLLM.PARAM_CONTEXT_TRUNCATION_LENGTH_LIMIT, }.union(AugmentedLLM.BASE_EXCLUDE_FIELDS) def __init__(self, *args, **kwargs) -> None: super().__init__(*args, provider=Provider.GOOGLE, **kwargs) - self._google_client = self._initialize_google_client() + self.client = self._initialize_google_client() self._converter = GoogleConverter() - self.truncation_manager = ContextTruncation(self.context) + self.truncation_manager = ContextTruncation( - def _initialize_google_client(self) -> genai.Client: - """ - Initializes the google.genai client. + ) - Reads Google API key or Vertex AI configuration from context config. + def _initialize_google_client(self) -> None: """ - try: - if not self._api_key(): # _api_key() from base class. - raise ProviderKeyError( - "Google API key not found.", "Please configure your Google API key." - ) - - if ( # Check if Vertex or Gemini API - self.context - and self.context.config - and hasattr(self.context.config, "google") - and hasattr(self.context.config.google, "vertex_ai") - and self.context.config.google.vertex_ai.enabled - ): - vertex_config = self.context.config.google.vertex_ai - return genai.Client( - vertexai=True, - project=vertex_config.project_id, - location=vertex_config.location, - # Add other Vertex AI specific options if needed - # http_options=types.HttpOptions(api_version='v1') # Example for v1 API - ) - else: - # Default to Gemini Developer API - return genai.Client( - api_key=self._api_key(), - # http_options=types.HttpOptions(api_version='v1') # Example for v1 API - ) - except Exception as e: - # Catch potential initialization errors and raise ProviderKeyError - raise ProviderKeyError("Failed to initialize Google GenAI client.", str(e)) from e + Returns a Google client. + """ + api_key = self._api_key() + + if not api_key: + raise ProviderKeyError( + "Google API key not found.", "Please configure your GOOGLE_API_KEY environment variable for the standard API path." + ) + + if ( + self.context + and self.context.config + and hasattr(self.context.config, "google") + and hasattr(self.context.config.google, "vertex_ai") + and self.context.config.google.vertex_ai.enabled + ): + + self.logger.debug("Using Vertex AI path.") + vertex_config = self.context.config.google.vertex_ai + client = genai.Client( + vertexai=True, + project=vertex_config.project_id, + location=vertex_config.location, + ) + + else: + + self.logger.debug("Using standard Gemini API path for model.") + client = genai.Client(api_key=api_key) + + return client def _initialize_default_params(self, kwargs: dict) -> RequestParams: - """Initialize Google-specific default parameters.""" + """Initialize Anthropic-specific default parameters""" base_params = super()._initialize_default_params(kwargs) # Get base defaults from parent (includes ModelDatabase lookup) - base_params.model = kwargs.get("model", DEFAULT_GOOGLE_MODEL) - base_params.maxTokens = 65536 # Override the parent's default - + base_params.model = kwargs.get("model", DEFAULT_GOOGLE_MODEL) # Override with Anthropic-specific settings + return base_params async def _completion_orchestrator( @@ -125,13 +125,13 @@ async def _completion_orchestrator( """ all_content_responses: List[ContentBlock] = [] turn_conversation_history = list(messages_for_turn) + available_tools = await self.aggregator.list_tools() + google_tools = self._converter.convert_to_google_tools(available_tools.tools) for i in range(params.max_iterations): self._log_chat_progress(self.chat_turn(), model=params.model) # 1. Prepare the request for the API - available_tools = await self.aggregator.list_tools() - google_tools = self._converter.convert_to_google_tools(available_tools.tools) payload = await self._prepare_request_payload( conversation_history=turn_conversation_history, params=params, @@ -147,32 +147,32 @@ async def _completion_orchestrator( # 3. Process the response to determine the next action candidate = api_response.candidates[0] - action, content_blocks, assistant_message= self._process_response(candidate) + action, content_blocks, assistant_message = self._process_response(candidate) turn_conversation_history.append(assistant_message) # 4. Execute the determined action if action == self.ACTIONS.STOP: all_content_responses.extend(content_blocks) if any(isinstance(c, TextContent) and c.text for c in content_blocks): - await self.show_assistant_message("".join(c.text for c in content_blocks if isinstance(c, TextContent))) + text_to_show = "".join(c.text for c in content_blocks if isinstance(c, TextContent)) + await self.show_assistant_message(text_to_show) self.logger.debug(f"Iteration {i}: Stopping because finish_reason is '{candidate.finish_reason}'") - break # Correctly breaks the loop + break - # ADD THIS BLOCK elif action == self.ACTIONS.CONTINUE_WITH_TOOLS: tool_requests = [block for block in content_blocks if isinstance(block, CallToolRequestParams)] tool_results_for_api = await self._execute_tool_calls(tool_requests, available_tools) turn_conversation_history.extend(tool_results_for_api) - # Loop continues to the next iteration - else: - self.logger.warning(f"Exceeded max iterations ({params.max_iterations}) without stopping.") + + else: + self.logger.warning(f"Exceeded max iterations ({params.max_iterations}) without stopping.") new_messages = turn_conversation_history[len(messages_for_turn):] # Return the final content and the new messages generated during this turn. return all_content_responses, new_messages # -------------------------------------------------------------------------- - # Helper Methods (New & Refactored) + # Helper Methods # -------------------------------------------------------------------------- async def _prepare_request_payload( @@ -183,37 +183,28 @@ async def _prepare_request_payload( structured_model: Optional[Type[ModelT]] = None, ) -> dict: """Assembles the final dictionary of arguments for the Gemini API call, applying truncation first.""" - - initial_length = len(conversation_history) - if hasattr(params, "context_truncation_or_summarization_mode") and params.context_truncation_or_summarization_mode: - # 1. Convert from Google's native format to your internal format - # Note: You might need a `convert_from_google_content_list` method on your converter - conversation_history = self._converter.convert_from_google_content_list(conversation_history) - - if hasattr(params, params.context_truncation_or_summarization_limit) and params.context_truncation_or_summarization_limit: - token_limit_for_truncation = params.context_truncation_or_summarization_limit - else: - token_limit_for_truncation = params.maxTokens - - # 2. Call the truncation manager (now awaited) - truncated_multipart = await self.truncation_manager.summarize_or_truncate_if_required( - messages=conversation_history, - context_truncation_or_summarization_mode=params.truncation_mode, + # 1. Convert from Google's native format to Multipart format for processing + multipart_history: List[PromptMessageMultipart] = self._converter.convert_from_google_content_list(conversation_history) + + # 2. Apply truncation logic + if hasattr(params, "context_truncation_mode") and params.context_truncation_mode: + token_limit_for_truncation = params.context_truncation_length_limit or params.maxTokens + + truncated_multipart = await self.truncation_manager.truncate_if_required( + messages=multipart_history, + truncation_mode=params.context_truncation_mode, limit=token_limit_for_truncation, - model=params.model, + model_name=params.model, system_prompt=params.systemPrompt or self.instruction, + provider=self, ) + if len(truncated_multipart) < len(multipart_history): + self.logger.info(f"History truncated from {len(multipart_history)} to {len(truncated_multipart)} messages.") + multipart_history = truncated_multipart - # 3. Convert back to Google's native format if changes were made - if len(truncated_multipart) < len(conversation_history): - self.logger.info(f"History truncated from {initial_length} to {len(conversation_history)} messages.") - - try: - conversation_history = self._converter.convert_to_google_content(conversation_history) - except Exception as e: - self.logger.info(f"conversion_history was already in Google format ({e}).") - pass + # 3. Convert the final (potentially truncated) history back to Google's format + final_contents_for_api = self._converter.convert_to_google_content(multipart_history) config = self._converter.convert_request_params_to_google_config(params) tool_config = None @@ -224,50 +215,85 @@ async def _prepare_request_payload( ) if structured_model: - config.response_mime_type = "application/json" - config.response_schema = structured_model.model_json_schema() + config["response_mime_type"] = "application/json" + config["response_schema"] = types.Schema( + type=types.Type.OBJECT, + properties={k: types.Schema(**v) for k, v in structured_model.model_json_schema()['properties'].items()}, + required=structured_model.model_json_schema().get('required', []) + ) tools = None # In JSON mode, no other tools are used. return { "model": params.model, - "contents": conversation_history, + "contents": final_contents_for_api, "generation_config": config, "tools": tools, "tool_config": tool_config, "system_instruction": params.systemPrompt or self.instruction } + async def execute_simple_api_call(self, message_string, max_tokens=2_000) -> str: + model = self.default_request_params.model + payload = { + "model_name": model, + "contents": message_string, + } + + api_response = self._execute_api_call( + payload=payload + ) + + response_string = api_response.text + + return response_string + async def _execute_api_call( - self, - payload: dict - ) -> genai.types.GenerateContentResponse: - """Executes the raw API call and handles usage tracking.""" + self, + payload: dict + ) -> types.GenerateContentResponse: + """ + Executes the API call, choosing the correct model instantiation + pattern for either Vertex AI or the standard Gemini API. + """ + model_name = payload["model"] + contents = payload["contents"] + + if hasattr(payload, "generation_config"): + generation_config = payload["generation_config"] + generation_config.tools = payload["tools"] + generation_config.tool_config = payload["tool_config"] + generation_config.system_instruction = payload["system_instruction"] + else: + generation_config = {} try: - model_instance = self._google_client - if payload.get("model"): - model_instance = genai.GenerativeModel(payload["model"]) # Create a model instance with the specific model for this call - api_response = await model_instance.generate_content_async(**payload) + # The rest of the execution is the same for both paths + api_response = self.client.models.generate_content( + model=model_name, + contents=contents, + config=generation_config, + + ) if hasattr(api_response, "usage_metadata") and api_response.usage_metadata: turn_usage = TurnUsage.from_google( - api_response.usage_metadata, - payload["model"], + usage=api_response.usage_metadata, + model=model_name, ) self._finalize_turn_usage(turn_usage=turn_usage) return api_response - except errors.GoogleAPICallError as e: + except errors.APIError as e: self.logger.error(f"Google API Error: {e}") raise ProviderKeyError(f"Google API Error: {e.message}", str(e)) from e except Exception as e: self.logger.error(f"Error during Google generate_content call: {e}") raise e - + def _process_response( self, candidate: types.Candidate, @@ -280,11 +306,21 @@ def _process_response( text_blocks = [block for block in assistant_message_content_parts if isinstance(block, TextContent)] tool_requests = [block for block in assistant_message_content_parts if isinstance(block, CallToolRequestParams)] - if candidate.finish_reason == "TOOL_USE" and tool_requests: # Determine next action + # This is problematic. I found that the Google Gemini API provides: + # api_response.candidates[0].finish_reason = FinishReason.STOP + # even when function calls are present. + # + # if candidate.finish_reason == "TOOL_USE" and tool_requests: # Determine next action + # return self.ACTIONS.CONTINUE_WITH_TOOLS, tool_requests, raw_assistant_message + + if tool_requests: return self.ACTIONS.CONTINUE_WITH_TOOLS, tool_requests, raw_assistant_message - else: - return self.ACTIONS.STOP, text_blocks, raw_assistant_message + if candidate.finish_reason.lower() != "stop": + self.logger.warning(f"Stopping Gemini iteration even though finish_reason == {candidate.finish_reason.lower()} because no tool calls are present.") + + + return self.ACTIONS.STOP, text_blocks, raw_assistant_message async def _execute_tool_calls( self, @@ -326,7 +362,6 @@ async def _apply_prompt_provider_specific( """Applies a prompt, handling history and generating a response if the last message is from the user.""" self._reset_turn_tool_calls() - params = self.get_request_params(request_params) # 1. Prepare messages for the current turn @@ -343,12 +378,10 @@ async def _apply_prompt_provider_specific( final_content, new_history_messages = await self._completion_orchestrator( messages_for_turn=messages_for_turn, params=params, - # Pass the raw multipart messages for truncation logic - multipart_messages=self.history.get(...) ) # 3. Update history with the generated messages (is_prompt=False) - new_multipart_messages = self._converter._converter_convert_from_google_content_list(new_history_messages) + new_multipart_messages = self._converter.convert_from_google_content_list(new_history_messages) self.history.extend(new_multipart_messages, is_prompt=False) self._log_chat_finished(model=params.model) @@ -368,12 +401,12 @@ async def _apply_prompt_provider_specific_structured( params = self.get_request_params(request_params) self.history.extend(multipart_messages, is_prompt=False) - messages_for_turn = self._converter.convert_to_google_content( + initial_google_messages = self._converter.convert_to_google_content( self.history.get(include_completion_history=params.use_history) ) final_content, new_history_messages = await self._completion_orchestrator( - messages_for_turn=messages_for_turn, + messages_for_turn=initial_google_messages, params=params, structured_model=model, ) @@ -383,8 +416,8 @@ async def _apply_prompt_provider_specific_structured( assistant_msg = Prompt.assistant(*final_content) - # Parse and validate the response - if final_content and isinstance(final_content[0], TextContent): + + if final_content and isinstance(final_content[0], TextContent): # Parse and validate the response text_response = final_content[0].text try: json_data = json.loads(text_response) diff --git a/src/mcp_agent/llm/providers/multipart_converter_anthropic.py b/src/mcp_agent/llm/providers/multipart_converter_anthropic.py index 4da1994c..68a6c14a 100644 --- a/src/mcp_agent/llm/providers/multipart_converter_anthropic.py +++ b/src/mcp_agent/llm/providers/multipart_converter_anthropic.py @@ -1,5 +1,9 @@ +# region Internal Imports +import json from typing import List, Sequence, Union +# endregion +# region External imports from anthropic.types import ( Base64ImageSourceParam, Base64PDFSourceParam, @@ -41,6 +45,8 @@ from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart from mcp_agent.mcp.resource_utils import extract_title_from_uri +# endregion + _logger = get_logger("multipart_converter_anthropic") # List of image MIME types supported by Anthropic API @@ -79,26 +85,134 @@ def convert_to_anthropic(multipart_msg: PromptMessageMultipart) -> MessageParam: if not multipart_msg.content: return MessageParam(role=role, content=[]) - # Convert content blocks + # 1. Convert MCP content blocks to Anthropic content blocks anthropic_blocks = AnthropicConverter._convert_content_items( - multipart_msg.content, document_mode=True + multipart_msg.content, + document_mode=True, ) - # Filter blocks based on role (assistant can only have text blocks) + # 2. If the role is assistant, filter out any non-text/tool_use blocks if role == "assistant": - text_blocks = [] + filtered_blocks = [] for block in anthropic_blocks: - if block.get("type") == "text": - text_blocks.append(block) + # In Anthropic, assistant messages can contain text or tool_use blocks. + if block.get("type") in ("text", "tool_use"): + filtered_blocks.append(block) else: _logger.warning( - f"Removing non-text block from assistant message: {block.get('type')}" + f"Removing non-text/tool_use block from assistant message: {block.get('type')}" ) - anthropic_blocks = text_blocks + final_blocks = filtered_blocks + else: + # For user/tool roles, all converted blocks are fine. + final_blocks = anthropic_blocks + + return MessageParam(role=role, content=final_blocks) - # Create the Anthropic message - return MessageParam(role=role, content=anthropic_blocks) + @staticmethod + def convert_from_multipart_to_anthropic_list(messages: List[PromptMessageMultipart]) -> List[MessageParam]: + anthropic_messages: List[MessageParam] = [] + for message in messages: + anthropic_messages.append( + AnthropicConverter.convert_to_anthropic(multipart_msg=message) + ) + + return anthropic_messages + + @staticmethod + def convert_from_anthropic_list_to_multipart(messages: List[MessageParam]) -> List[PromptMessageMultipart]: + multipart_messages: List[PromptMessageMultipart] = [] + for message in messages: + multipart_messages.append( + AnthropicConverter.convert_from_anthropic_to_multipart(message=message) + ) + + return multipart_messages + @staticmethod + def convert_from_anthropic_to_multipart(message: MessageParam) -> PromptMessageMultipart: + """ + Converts a single Anthropic MessageParam to an MCP PromptMessageMultipart. + Handles text, image, and document content blocks. + """ + role = message["role"] + anthropic_content = message["content"] + mcp_content: List[ContentBlock] = [] + + # Handle simple string content for convenience + if isinstance(anthropic_content, str): + mcp_content.append(TextContent(type="text", text=anthropic_content)) + return PromptMessageMultipart(role=role, content=mcp_content) + + # Handle a list of content blocks + for block in anthropic_content: + block_type = block.get("type") + + if block_type == "text": + mcp_content.append(TextContent(type="text", text=block["text"])) + + elif block_type == "image": + source = block.get("source", {}) + if source.get("type") == "base64": + mcp_content.append( + ImageContent( + type="image", + mimeType=source.get("media_type", "application/octet-stream"), + data=source.get("data", ""), + ) + ) + else: + _logger.warning(f"Skipping unsupported Anthropic image source type: {source.get('type')}") + + elif block_type == "document": + source = block.get("source", {}) + resource_name = block.get('name', 'document.bin') + + if source.get("type") == "text": + resource = TextResourceContents( + uri=f"file:///{resource_name}", + mimeType=source.get("media_type", "text/plain"), + text=source.get("data", "") + ) + mcp_content.append(EmbeddedResource(type="resource", resource=resource)) + elif source.get("type") == "base64": + resource = BlobResourceContents( + uri=f"file:///{resource_name}", + mimeType=source.get("media_type", "application/octet-stream"), + blob=source.get("data", "") + ) + mcp_content.append(EmbeddedResource(type="resource", resource=resource)) + else: + _logger.warning(f"Skipping unsupported Anthropic document source type: {source.get('type')}") + + + elif block_type == "tool_use": + # For now, convert to text representation since MCP doesn't have native tool_use + text_repr = f"[Tool Use: {block.get('name')} with args {json.dumps(block.get('input', {}))}]" + mcp_content.append(TextContent(type="text", text=text_repr)) + + elif block_type == "tool_result": + # Handle tool result blocks + tool_id = block.get("tool_use_id") + is_error = block.get("is_error", False) + result_content = block.get("content", []) + + # Convert tool result content to text representation + result_text = f"[Tool Result for {tool_id}{'(ERROR)' if is_error else ''}]:\n" + + for result_item in result_content: + if result_item.get("type") == "text": + result_text += result_item.get("text", "") + # Handle other content types as needed + + mcp_content.append(TextContent(type="text", text=result_text)) + + + else: + _logger.warning(f"Skipping unknown Anthropic block type: {block_type}") + + return PromptMessageMultipart(role=role, content=mcp_content) + @staticmethod def convert_prompt_message_to_anthropic(message: PromptMessage) -> MessageParam: """ @@ -110,10 +224,13 @@ def convert_prompt_message_to_anthropic(message: PromptMessage) -> MessageParam: Returns: An Anthropic API MessageParam object """ - # Convert the PromptMessage to a PromptMessageMultipart containing a single content item - multipart = PromptMessageMultipart(role=message.role, content=[message.content]) - - # Use the existing conversion method + # Directly construct the multipart message. This is clearer and safer. + # A PromptMessage's content is a single item, so it must be wrapped in a list + # for the PromptMessageMultipart. + multipart = PromptMessageMultipart( + role=message.role, + content=[message.content] + ) return AnthropicConverter.convert_to_anthropic(multipart) @staticmethod @@ -122,14 +239,14 @@ def _convert_content_items( document_mode: bool = True, ) -> List[ContentBlockParam]: """ - Convert a list of content items to Anthropic content blocks. + Convert a list of content items to content blocks. Args: content_items: Sequence of MCP content items document_mode: Whether to convert text resources to document blocks (True) or text blocks (False) Returns: - List of Anthropic content blocks + List of content blocks """ anthropic_blocks: List[ContentBlockParam] = [] @@ -169,6 +286,9 @@ def _convert_content_items( block = AnthropicConverter._convert_embedded_resource(content_item, document_mode) anthropic_blocks.append(block) + else: + raise ValueError(f"content_item has no known type: {str(content_item)[:1000]}") + return anthropic_blocks @staticmethod diff --git a/src/mcp_agent/llm/providers/multipart_converter_tensorzero.py b/src/mcp_agent/llm/providers/multipart_converter_tensorzero.py index 74240363..fbde2d65 100644 --- a/src/mcp_agent/llm/providers/multipart_converter_tensorzero.py +++ b/src/mcp_agent/llm/providers/multipart_converter_tensorzero.py @@ -96,7 +96,7 @@ def convert_tool_results_to_t0_user_message( except json.JSONDecodeError: json_result = result_content_str # Fallback to string if not valid JSON except Exception as e: - _logger.error(f"Unexpected error processing tool result content: {e}") + _logger.error(f"Unexpected error processing tool result content: {str(e)[:500]}") json_result = str(result_content_str) # Safest fallback t0_block = { diff --git a/src/mcp_agent/mcp/prompts/prompt_server.py b/src/mcp_agent/mcp/prompts/prompt_server.py index e4106c44..01cba09a 100644 --- a/src/mcp_agent/mcp/prompts/prompt_server.py +++ b/src/mcp_agent/mcp/prompts/prompt_server.py @@ -459,7 +459,7 @@ async def test_prompt(prompt_name: str, config: PromptConfig) -> int: print("\nContent sections:") for i, section in enumerate(template.content_sections): print(f"\n[{i + 1}] Role: {section.role}") - print(f"Content: {section.text}") + print(f"Content: {section.text[:500]}") if section.resources: print(f"Resources: {', '.join(section.resources)}") diff --git a/tests/unit/mcp_agent/llm/providers/test_multipart_converter_anthropic.py b/tests/unit/mcp_agent/llm/providers/test_multipart_converter_anthropic.py index 18a9fc41..a0b52f0a 100644 --- a/tests/unit/mcp_agent/llm/providers/test_multipart_converter_anthropic.py +++ b/tests/unit/mcp_agent/llm/providers/test_multipart_converter_anthropic.py @@ -1,784 +1,212 @@ import base64 -import unittest +import json +from typing import Any, Dict, List, Tuple +import pytest +from anthropic.types import MessageParam from mcp.types import ( BlobResourceContents, CallToolResult, + ContentBlock, EmbeddedResource, ImageContent, PromptMessage, TextContent, TextResourceContents, ) -from pydantic import AnyUrl +from pydantic_core import to_jsonable_python -from mcp_agent.llm.providers.multipart_converter_anthropic import ( - AnthropicConverter, -) +from mcp_agent.llm.providers.multipart_converter_anthropic import AnthropicConverter from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart from mcp_agent.mcp.resource_utils import normalize_uri -PDF_BASE64 = base64.b64encode(b"fake_pdf_data").decode("utf-8") - - -def create_pdf_resource(pdf_base64) -> EmbeddedResource: - pdf_resource: BlobResourceContents = BlobResourceContents( - uri="test://example.com/document.pdf", +# --- Constants --- +# A dummy 1x1 red pixel PNG, base64 encoded +DUMMY_IMAGE_B64 = "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mP8/wcAAwAB/epv2AAAAABJRU5ErkJggg==" +# A dummy PDF, base64 encoded +DUMMY_PDF_B64 = base64.b64encode(b"%PDF-1.0\n1 0 obj<>endobj 2 0 obj<>endobj 3 0 obj<>endobj\nxref\n0 4\n0000000000 65535 f\n0000000010 00000 n\n0000000059 000000 n\n0000000103 000000 n\ntrailer<>\nstartxref\n149\n%%EOF").decode("utf-8") +DUMMY_SVG_CONTENT = '' + +# --- Helper Functions --- +def create_pdf_resource(pdf_base64: str, uri: str = "test://example.com/document.pdf") -> EmbeddedResource: + """Creates an EmbeddedResource for a PDF blob.""" + pdf_resource_contents = BlobResourceContents( + uri=uri, mimeType="application/pdf", blob=pdf_base64, ) - return EmbeddedResource(type="resource", resource=pdf_resource) - - -class TestAnthropicUserConverter(unittest.TestCase): - """Test cases for conversion from user role MCP message types to Anthropic API.""" - - def setUp(self): - """Set up test data.""" - self.sample_text = "This is a test message" - self.sample_image_base64 = base64.b64encode(b"fake_image_data").decode("utf-8") - - def test_text_content_conversion(self): - """Test conversion of TextContent to Anthropic text block.""" - # Create a text content message - text_content = TextContent(type="text", text=self.sample_text) - multipart = PromptMessageMultipart(role="user", content=[text_content]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access, not attribute access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - - def test_image_content_conversion(self): - """Test conversion of ImageContent to Anthropic image block.""" - # Create an image content message - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - multipart = PromptMessageMultipart(role="user", content=[image_content]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "image") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "base64") - self.assertEqual(anthropic_msg["content"][0]["source"]["media_type"], "image/jpeg") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], self.sample_image_base64) - - def test_embedded_resource_text_conversion(self): - """Test conversion of text-based EmbeddedResource to Anthropic document block.""" - # Create a text resource - text_resource = TextResourceContents( - uri="test://example.com/document.txt", - mimeType="text/plain", - text=self.sample_text, - ) - embedded_resource = EmbeddedResource(type="resource", resource=text_resource) - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "document") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["title"], "document.txt") - self.assertEqual(anthropic_msg["content"][0]["source"]["media_type"], "text/plain") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], self.sample_text) - - def test_embedded_resource_pdf_conversion(self): - """Test conversion of PDF EmbeddedResource to Anthropic document block.""" - # Create a PDF resource - pdf_resource = create_pdf_resource(PDF_BASE64) - multipart = PromptMessageMultipart(role="user", content=[pdf_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "document") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "base64") - self.assertEqual(anthropic_msg["content"][0]["source"]["media_type"], "application/pdf") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], PDF_BASE64) - - def test_embedded_resource_image_url_conversion(self): - """Test conversion of image URL in EmbeddedResource to Anthropic image block.""" - # Create an image resource with URL - image_resource = BlobResourceContents( - uri="https://example.com/image.jpg", - mimeType="image/jpeg", - blob=self.sample_image_base64, # This should be ignored for URL - ) - embedded_resource = EmbeddedResource(type="resource", resource=image_resource) - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "image") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "url") - self.assertEqual( - anthropic_msg["content"][0]["source"]["url"], - "https://example.com/image.jpg", - ) - - def test_assistant_role_restrictions(self): - """Test that assistant messages can only contain text blocks.""" - # Create mixed content for assistant - text_content = TextContent(type="text", text=self.sample_text) - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - multipart = PromptMessageMultipart(role="assistant", content=[text_content, image_content]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - only text should remain - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - - def test_multiple_content_blocks(self): - """Test conversion of messages with multiple content blocks.""" - # Create multiple content blocks - text_content1 = TextContent(type="text", text="First text") - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - text_content2 = TextContent(type="text", text="Second text") - - multipart = PromptMessageMultipart( - role="user", content=[text_content1, image_content, text_content2] - ) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 3) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], "First text") - self.assertEqual(anthropic_msg["content"][1]["type"], "image") - self.assertEqual(anthropic_msg["content"][2]["type"], "text") - self.assertEqual(anthropic_msg["content"][2]["text"], "Second text") - - def test_unsupported_mime_type_handling(self): - """Test handling of unsupported MIME types.""" - # Create an image with unsupported mime type - image_content = ImageContent( - type="image", - data=self.sample_image_base64, - mimeType="image/bmp", # Unsupported in Anthropic API - ) - text_content = TextContent(type="text", text="This is some text") - multipart = PromptMessageMultipart(role="user", content=[text_content, image_content]) - - # Convert to Anthropic format - should convert unsupported image to text fallback - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should have kept the text content and added a fallback text for the image - self.assertEqual(len(anthropic_msg["content"]), 2) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], "This is some text") - self.assertEqual(anthropic_msg["content"][1]["type"], "text") - self.assertIn( - "Image with unsupported format 'image/bmp'", - anthropic_msg["content"][1]["text"], - ) - - def test_svg_resource_conversion(self): - """Test handling of SVG resources - should convert to code block.""" - # Create an embedded SVG resource - svg_content = '' - svg_resource = TextResourceContents( - uri="test://example.com/image.svg", - mimeType="image/svg+xml", - text=svg_content, - ) - embedded_resource = EmbeddedResource(type="resource", resource=svg_resource) - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - should extract SVG as text - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should be converted to a text block with the SVG code - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertIn("```xml", anthropic_msg["content"][0]["text"]) - self.assertIn(svg_content, anthropic_msg["content"][0]["text"]) - - def test_empty_content_list(self): - """Test conversion with empty content list.""" - multipart = PromptMessageMultipart(role="user", content=[]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should have empty content list - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 0) - - def test_embedded_resource_pdf_url_conversion(self): - """Test conversion of PDF URL in EmbeddedResource to Anthropic document block.""" - # Create a PDF resource with URL - pdf_resource = BlobResourceContents( - uri="https://example.com/document.pdf", - mimeType="application/pdf", - blob=base64.b64encode(b"fake_pdf_data").decode("utf-8"), - ) - embedded_resource = EmbeddedResource(type="resource", resource=pdf_resource) - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) + return EmbeddedResource(type="resource", resource=pdf_resource_contents) - # Assertions - using dictionary access - self.assertEqual(anthropic_msg["content"][0]["type"], "document") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "url") - self.assertEqual( - anthropic_msg["content"][0]["source"]["url"], - "https://example.com/document.pdf", - ) - def test_mixed_content_with_unsupported_formats(self): - """Test conversion of mixed content where some items are unsupported.""" - # Create mixed content with supported and unsupported items - text_content = TextContent(type="text", text=self.sample_text) - unsupported_image = ImageContent( - type="image", - data=self.sample_image_base64, - mimeType="image/bmp", # Unsupported - ) - supported_image = ImageContent( - type="image", - data=self.sample_image_base64, - mimeType="image/jpeg", # Supported - ) - - multipart = PromptMessageMultipart( - role="user", content=[text_content, unsupported_image, supported_image] - ) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should have kept the text, created fallback for unsupported, and kept supported image - self.assertEqual(len(anthropic_msg["content"]), 3) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - self.assertEqual( - anthropic_msg["content"][1]["type"], "text" - ) # Fallback text for unsupported - self.assertEqual(anthropic_msg["content"][2]["type"], "image") # Supported image kept - self.assertEqual(anthropic_msg["content"][2]["source"]["media_type"], "image/jpeg") - - def test_code_file_as_text_document_with_filename(self): - """Test handling of code files using a simple filename.""" - code_text = "def hello_world():\n print('Hello, world!')" - - # Use the helper function with simple filename - code_resource = create_text_resource( - text=code_text, filename_or_uri="example.py", mime_type="text/x-python" - ) - - embedded_resource = EmbeddedResource(type="resource", resource=code_resource) - - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Check that title is set correctly - self.assertEqual(anthropic_msg["content"][0]["title"], "example.py") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], code_text) - self.assertEqual(anthropic_msg["content"][0]["source"]["media_type"], "text/plain") - - def test_code_file_as_text_document_with_uri(self): - """Test handling of code files using a proper URI.""" - code_text = "def hello_world():\n print('Hello, world!')" - - # Use the helper function with full URI - code_resource = create_text_resource( - text=code_text, - filename_or_uri="file:///projects/example.py", - mime_type="text/x-python", - ) - - embedded_resource = EmbeddedResource(type="resource", resource=code_resource) - - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should extract just the filename from the path - self.assertEqual(anthropic_msg["content"][0]["title"], "example.py") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], code_text) - - def test_unsupported_binary_resource_conversion(self): - """Test handling of unsupported binary resource types.""" - # Create an embedded resource with binary data - binary_data = base64.b64encode(b"This is binary data").decode("utf-8") # 20 bytes of data - binary_resource = BlobResourceContents( - uri="test://example.com/data.bin", - mimeType="application/octet-stream", - blob=binary_data, - ) - embedded_resource = EmbeddedResource(type="resource", resource=binary_resource) - multipart = PromptMessageMultipart(role="user", content=[embedded_resource]) - - # Convert to Anthropic format - should create text fallback - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should have a fallback text block - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - - # Check that the content describes it as unsupported format - fallback_text = anthropic_msg["content"][0]["text"] - self.assertIn( - "Embedded Resource test://example.com/data.bin with unsupported format application/octet-stream (28 characters)", - fallback_text, - ) - - -class TestAnthropicToolConverter(unittest.TestCase): - """Test cases for conversion of tool results to Anthropic API format.""" - - def setUp(self): - """Set up test data.""" - self.sample_text = "This is a tool result" - self.sample_image_base64 = base64.b64encode(b"fake_image_data").decode("utf-8") - self.tool_use_id = "toolu_01D7FLrfh4GYq7yT1ULFeyMV" - - def test_text_tool_result_conversion(self): - """Test conversion of text tool result to Anthropic format.""" - # Create a tool result with text content - text_content = TextContent(type="text", text=self.sample_text) - tool_result = CallToolResult(content=[text_content], isError=False) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Assertions - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - self.assertEqual(anthropic_block["is_error"], False) - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertEqual(anthropic_block["content"][0]["text"], self.sample_text) - - def test_image_tool_result_conversion(self): - """Test conversion of image tool result to Anthropic format.""" - # Create a tool result with image content - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - tool_result = CallToolResult(content=[image_content], isError=False) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Assertions - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - self.assertEqual(anthropic_block["is_error"], False) - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "image") - self.assertEqual(anthropic_block["content"][0]["source"]["type"], "base64") - self.assertEqual(anthropic_block["content"][0]["source"]["media_type"], "image/jpeg") - self.assertEqual(anthropic_block["content"][0]["source"]["data"], self.sample_image_base64) - - def test_mixed_tool_result_conversion(self): - """Test conversion of mixed content tool result to Anthropic format.""" - # Create a tool result with text and image content - text_content = TextContent(type="text", text=self.sample_text) - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - tool_result = CallToolResult(content=[text_content, image_content], isError=False) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Assertions - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - self.assertEqual(len(anthropic_block["content"]), 2) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertEqual(anthropic_block["content"][0]["text"], self.sample_text) - self.assertEqual(anthropic_block["content"][1]["type"], "image") - - def test_pdf_result_conversion(self): - """Test conversion of mixed content tool result to Anthropic format.""" - # Create a tool result with text and PDF content - text_content = TextContent(type="text", text=self.sample_text) - pdf_content = create_pdf_resource(PDF_BASE64) - tool_result = CallToolResult(content=[text_content, pdf_content], isError=False) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.create_tool_results_message( - [(self.tool_use_id, tool_result)] - ) - - # Assertions - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 2) - - # First block should be a tool result with just the text content - self.assertEqual(anthropic_msg["content"][0]["type"], "tool_result") - self.assertEqual(anthropic_msg["content"][0]["tool_use_id"], self.tool_use_id) - self.assertEqual(len(anthropic_msg["content"][0]["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["content"][0]["text"], self.sample_text) - - # Second block should be the document block with the PDF - self.assertEqual(anthropic_msg["content"][1]["type"], "document") - self.assertEqual(anthropic_msg["content"][1]["source"]["type"], "base64") - self.assertEqual(anthropic_msg["content"][1]["source"]["media_type"], "application/pdf") - self.assertEqual(anthropic_msg["content"][1]["source"]["data"], PDF_BASE64) - - def test_mixed_tool_markdown_result_conversion(self): - """Test conversion a text resource (tool) Anthropic format.""" - markdown_content = EmbeddedResource( - type="resource", - resource=TextResourceContents( - uri=AnyUrl("resource://test/content"), - mimeType="text/markdown", - text="markdown text", - ), - ) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - CallToolResult(content=[markdown_content]), self.tool_use_id - ) - - # Assertions - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertEqual(anthropic_block["content"][0]["text"], "markdown text") - - def test_binary_only_tool_result_conversion(self): - """Test that a tool result with only binary content still returns a tool result block.""" - # Create a PDF embedded resource with no text content - pdf_content = create_pdf_resource(PDF_BASE64) - tool_result = CallToolResult(content=[pdf_content], isError=False) - - # First test the individual tool result conversion - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # It should still have a tool_result type even if content might be empty - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - - # Now test the message creation with this result - anthropic_msg = AnthropicConverter.create_tool_results_message( - [(self.tool_use_id, tool_result)] - ) - - # Should have two blocks: one tool result (even if empty) and one document - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 2) - - # First block should be the tool result - self.assertEqual(anthropic_msg["content"][0]["type"], "tool_result") - - # Second block should be the document - self.assertEqual(anthropic_msg["content"][1]["type"], "document") - - def test_error_tool_result_conversion(self): - """Test conversion of error tool result to Anthropic format.""" - # Create a tool result with error flag set - text_content = TextContent(type="text", text="Error: Something went wrong") - tool_result = CallToolResult(content=[text_content], isError=True) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Assertions - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(anthropic_block["tool_use_id"], self.tool_use_id) - self.assertEqual(anthropic_block["is_error"], True) - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertEqual(anthropic_block["content"][0]["text"], "Error: Something went wrong") - - def test_unsupported_image_format_in_tool_result(self): - """Test handling of unsupported image format in tool result.""" - # Create a tool result with unsupported image format - image_content = ImageContent( - type="image", - data=self.sample_image_base64, - mimeType="image/bmp", # Unsupported - ) - tool_result = CallToolResult(content=[image_content], isError=False) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Unsupported image should be converted to text - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertIn( - "Image with unsupported format 'image/bmp'", - anthropic_block["content"][0]["text"], - ) - - def test_empty_tool_result_conversion(self): - """Test conversion of empty tool result to Anthropic format.""" - # Create a tool result with no content - tool_result = CallToolResult(content=[], isError=False) - - # Convert to Anthropic format - anthropic_block = AnthropicConverter.convert_tool_result_to_anthropic( - tool_result, self.tool_use_id - ) - - # Should have a placeholder text block - self.assertEqual(anthropic_block["type"], "tool_result") - self.assertEqual(len(anthropic_block["content"]), 1) - self.assertEqual(anthropic_block["content"][0]["type"], "text") - self.assertEqual(anthropic_block["content"][0]["text"], "[No content in tool result]") - - def test_create_tool_results_message(self): - """Test creation of user message with multiple tool results.""" - # Create two tool results - text_content = TextContent(type="text", text=self.sample_text) - image_content = ImageContent( - type="image", data=self.sample_image_base64, mimeType="image/jpeg" - ) - - tool_result1 = CallToolResult(content=[text_content], isError=False) - - tool_result2 = CallToolResult(content=[image_content], isError=False) - - tool_use_id1 = "tool_id_1" - tool_use_id2 = "tool_id_2" - - # Create tool results list - tool_results = [(tool_use_id1, tool_result1), (tool_use_id2, tool_result2)] - - # Convert to Anthropic message - anthropic_msg = AnthropicConverter.create_tool_results_message(tool_results) - - # Assertions - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 2) - - # Check first tool result - self.assertEqual(anthropic_msg["content"][0]["type"], "tool_result") - self.assertEqual(anthropic_msg["content"][0]["tool_use_id"], tool_use_id1) - self.assertEqual(anthropic_msg["content"][0]["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["content"][0]["text"], self.sample_text) - - # Check second tool result - self.assertEqual(anthropic_msg["content"][1]["type"], "tool_result") - self.assertEqual(anthropic_msg["content"][1]["tool_use_id"], tool_use_id2) - self.assertEqual(anthropic_msg["content"][1]["content"][0]["type"], "image") - - -def create_text_resource( - text: str, filename_or_uri: str, mime_type: str = None -) -> TextResourceContents: - """ - Helper function to create a TextResourceContents with proper URI handling. - - Args: - text: The text content - filename_or_uri: A filename or URI - mime_type: Optional MIME type - - Returns: - A properly configured TextResourceContents - """ - # Normalize the URI +def create_text_resource(text: str, filename_or_uri: str, mime_type: str = "text/plain") -> TextResourceContents: + """Creates a TextResourceContents with normalized URI.""" uri = normalize_uri(filename_or_uri) - return TextResourceContents(uri=uri, mimeType=mime_type, text=text) -class TestAnthropicAssistantConverter(unittest.TestCase): - """Test cases for conversion from assistant role MCP message types to Anthropic API.""" - - def setUp(self): - """Set up test data.""" - self.sample_text = "This is a response from the assistant" - - def test_assistant_text_content_conversion(self): - """Test conversion of assistant TextContent to Anthropic text block.""" - # Create a text content message from assistant - text_content = TextContent(type="text", text=self.sample_text) - multipart = PromptMessageMultipart(role="assistant", content=[text_content]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) +# --- Test Class --- +class TestAnthropicMultipartConverter: + """ + Harmonized test suite for AnthropicConverter, covering conversions between + MCP multipart messages and the Anthropic API format. + """ - # Assertions - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) + # --- Test MCP -> Anthropic Message Conversion --- + @pytest.mark.parametrize( + "role, mcp_content, expected_anthropic_content", + [ + # Basic Text (User) + ("user", [TextContent(type="text", text="Hello")], [{'type': 'text', 'text': 'Hello'}]), + # Basic Text (Assistant) + ("assistant", [TextContent(type="text", text="Hi there")], [{'type': 'text', 'text': 'Hi there'}]), + # Basic Image (User) + ("user", [ImageContent(type="image", mimeType="image/png", data=DUMMY_IMAGE_B64)], [{'type': 'image', 'source': {'type': 'base64', 'media_type': 'image/png', 'data': DUMMY_IMAGE_B64}}]), + # Text + Image (User) + ("user", [TextContent(type="text", text="Look:"), ImageContent(type="image", mimeType="image/jpeg", data=DUMMY_IMAGE_B64)], [{'type': 'text', 'text': 'Look:'}, {'type': 'image', 'source': {'type': 'base64', 'media_type': 'image/jpeg', 'data': DUMMY_IMAGE_B64}}]), + # Embedded Text Resource (User) + ("user", [EmbeddedResource(type="resource", resource=create_text_resource("doc content", "doc.txt"))], [{'type': 'document', 'title': 'doc.txt', 'source': {'type': 'text', 'media_type': 'text/plain', 'data': 'doc content'}}]), + # Embedded PDF Resource from Blob (User) + ("user", [create_pdf_resource(DUMMY_PDF_B64)], [{'type': 'document', 'title': 'document.pdf', 'source': {'type': 'base64', 'media_type': 'application/pdf', 'data': DUMMY_PDF_B64}}]), + # In your parametrize list for test_convert_to_anthropic + + # Corrected Image URL test case + ("user", [EmbeddedResource(type="resource", resource=BlobResourceContents(uri="https://example.com/image.jpg", mimeType="image/jpeg", blob="dummy_data"))], [{'type': 'image', 'source': {'type': 'url', 'url': 'https://example.com/image.jpg'}}]), + + # Corrected PDF URL test case + ("user", [EmbeddedResource(type="resource", resource=BlobResourceContents(uri="https://example.com/doc.pdf", mimeType="application/pdf", blob="dummy_data"))], [{'type': 'document', 'title': 'doc.pdf', 'source': {'type': 'url', 'url': 'https://example.com/doc.pdf'}}]), + # Unsupported Image Format (User) -> Fallback text + ("user", [ImageContent(type="image", mimeType="image/bmp", data="bmpdata")], [{'type': 'text', 'text': "Image with unsupported format 'image/bmp' (7 bytes)"}]), + # Unsupported Binary Resource (User) -> Fallback text + ("user", + [EmbeddedResource(type="resource", resource=BlobResourceContents(uri="resource://data.bin", mimeType="application/octet-stream", blob="bindata"))], + [{'type': 'text', 'text': "Embedded Resource resource://data.bin with unsupported format application/octet-stream (7 characters)"}] + ), + # SVG Resource (User) -> Text block with code fence + ("user", [EmbeddedResource(type="resource", resource=create_text_resource(DUMMY_SVG_CONTENT, "drawing.svg", "image/svg+xml"))], [{'type': 'text', 'text': f'```xml\n{DUMMY_SVG_CONTENT}\n```'}]), + # Python code file (User) -> Document + ("user", [EmbeddedResource(type="resource", resource=create_text_resource("print('hi')", "script.py", "text/x-python"))], [{'type': 'document', 'title': 'script.py', 'source': {'type': 'text', 'media_type': 'text/plain', 'data': "print('hi')"}}]), + # Empty Content List (User & Assistant) + ("user", [], []), + ("assistant", [], []), + # Assistant with non-text content -> Stripped + ("assistant", [TextContent(type="text", text="I can help."), ImageContent(type="image", mimeType="image/png", data=DUMMY_IMAGE_B64)], [{'type': 'text', 'text': 'I can help.'}]), + ("assistant", [TextContent(type="text", text="Okay."), create_pdf_resource(DUMMY_PDF_B64)], [{'type': 'text', 'text': 'Okay.'}]), + ], + ) + def test_convert_to_anthropic(self, role: str, mcp_content: List[ContentBlock], expected_anthropic_content: List[Dict[str, Any]], mocker): + """Tests conversion from PromptMessageMultipart to Anthropic's MessageParam format.""" + mock_logger = mocker.patch("mcp_agent.llm.providers.multipart_converter_anthropic._logger") + + multipart_msg = PromptMessageMultipart(role=role, content=mcp_content) + anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart_msg) + + assert anthropic_msg["role"] == role + + actual_json = json.dumps(to_jsonable_python(anthropic_msg["content"]), sort_keys=True) + expected_json = json.dumps(expected_anthropic_content, sort_keys=True) + + assert actual_json == expected_json + + if role == "assistant" and len(mcp_content) > len(expected_anthropic_content): + mock_logger.warning.assert_called() + + # --- Test Tool Result -> Anthropic Message Conversion --- + @pytest.mark.parametrize( + "tool_results, expected_anthropic_content", + [ + # Single text result + ( + [("tool1", CallToolResult(content=[TextContent(type="text", text="Result text")]))], + [{'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': 'Result text'}], 'is_error': False}] + ), + # Single image result + ( + [("tool1", CallToolResult(content=[ImageContent(type="image", mimeType="image/png", data=DUMMY_IMAGE_B64)]))], + [{'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'image', 'source': {'type': 'base64', 'media_type': 'image/png', 'data': DUMMY_IMAGE_B64}}], 'is_error': False}] + ), + # Error result + ( + [("tool1", CallToolResult(content=[TextContent(type="text", text="Failed")], isError=True))], + [{'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': 'Failed'}], 'is_error': True}] + ), + # Empty content result + ( + [("tool1", CallToolResult(content=[]))], + [{'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': '[No content in tool result]'}], 'is_error': False}] + ), + # PDF result -> Splits into tool_result and document blocks + ( + [("tool1", CallToolResult(content=[create_pdf_resource(DUMMY_PDF_B64)]))], + [ + {'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': '[No content in tool result]'}], 'is_error': False}, + {'type': 'document', 'title': 'document.pdf', 'source': {'type': 'base64', 'media_type': 'application/pdf', 'data': DUMMY_PDF_B64}} + ] + ), + # Text + PDF result -> Splits correctly + ( + [("tool1", CallToolResult(content=[TextContent(type="text", text="See attached PDF."), create_pdf_resource(DUMMY_PDF_B64)]))], + [ + {'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': 'See attached PDF.'}], 'is_error': False}, + {'type': 'document', 'title': 'document.pdf', 'source': {'type': 'base64', 'media_type': 'application/pdf', 'data': DUMMY_PDF_B64}} + ] + ), + # Multiple tool results + ( + [ + ("tool1", CallToolResult(content=[TextContent(type="text", text="First result")])), + ("tool2", CallToolResult(content=[ImageContent(type="image", mimeType="image/jpeg", data=DUMMY_IMAGE_B64)])) + ], + [ + {'type': 'tool_result', 'tool_use_id': 'tool1', 'content': [{'type': 'text', 'text': 'First result'}], 'is_error': False}, + {'type': 'tool_result', 'tool_use_id': 'tool2', 'content': [{'type': 'image', 'source': {'type': 'base64', 'media_type': 'image/jpeg', 'data': DUMMY_IMAGE_B64}}], 'is_error': False} + ] + ), + ] + ) + def test_create_tool_results_message(self, tool_results: List[Tuple[str, CallToolResult]], expected_anthropic_content: List[Dict[str, Any]]): + """Tests the creation of a user message from a list of tool results.""" + user_message = AnthropicConverter.create_tool_results_message(tool_results) + + assert user_message["role"] == "user" + + actual_json = json.dumps(to_jsonable_python(user_message["content"]), sort_keys=True) + expected_json = json.dumps(expected_anthropic_content, sort_keys=True) + + assert actual_json == expected_json + + # --- Test Anthropic -> MCP Message Conversion --- + @pytest.mark.parametrize( + "anthropic_message, expected_mcp_multipart", + [ + (MessageParam(role="assistant", content=[{"type": "text", "text": "Response text"}]), PromptMessageMultipart(role="assistant", content=[TextContent(type="text", text="Response text")])), + (MessageParam(role="user", content=[{"type": "image", "source": {"type": "base64", "media_type": "image/jpeg", "data": DUMMY_IMAGE_B64}}]), PromptMessageMultipart(role="user", content=[ImageContent(type="image", mimeType="image/jpeg", data=DUMMY_IMAGE_B64)])), + (MessageParam(role="user", content=[{"type": "document", "name": "report.txt", "source": {"type": "text", "media_type": "text/plain", "data": "This is the report."}}]), PromptMessageMultipart(role="user", content=[EmbeddedResource(type="resource", resource=TextResourceContents(uri="file:///report.txt", mimeType="text/plain", text="This is the report."))])), + (MessageParam(role="user", content=[{"type": "document", "name": "file.pdf", "source": {"type": "base64", "media_type": "application/pdf", "data": DUMMY_PDF_B64}}]), PromptMessageMultipart(role="user", content=[EmbeddedResource(type="resource", resource=BlobResourceContents(uri="file:///file.pdf", mimeType="application/pdf", blob=DUMMY_PDF_B64))])), + ] + ) + def test_convert_from_anthropic_to_multipart(self, anthropic_message: MessageParam, expected_mcp_multipart: PromptMessageMultipart): + """Test conversion from Anthropic's MessageParam to PromptMessageMultipart.""" + result = AnthropicConverter.convert_from_anthropic_to_multipart(anthropic_message) + assert result.role == expected_mcp_multipart.role + assert result.content == expected_mcp_multipart.content + + def test_convert_from_anthropic_list_to_multipart(self): + """Tests converting a list of Anthropic messages.""" + anthropic_messages = [MessageParam(role="user", content="Hello"), MessageParam(role="assistant", content="I am an assistant.")] + mcp_messages = AnthropicConverter.convert_from_anthropic_list_to_multipart(anthropic_messages) + assert len(mcp_messages) == 2 + assert mcp_messages[0].role == "user" + assert mcp_messages[0].content[0].text == "Hello" + assert mcp_messages[1].role == "assistant" + assert mcp_messages[1].content[0].text == "I am an assistant." def test_convert_prompt_message_to_anthropic(self): - """Test conversion of a standard PromptMessage to Anthropic format.""" - # Create a PromptMessage with TextContent - text_content = TextContent(type="text", text=self.sample_text) - prompt_message = PromptMessage(role="assistant", content=text_content) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_prompt_message_to_anthropic(prompt_message) - - # Assertions - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - - def test_convert_prompt_message_image_to_anthropic(self): - """Test conversion of a PromptMessage with image content to Anthropic format.""" - # Create a PromptMessage with ImageContent - image_base64 = base64.b64encode(b"fake_image_data").decode("utf-8") - image_content = ImageContent(type="image", data=image_base64, mimeType="image/jpeg") - prompt_message = PromptMessage(role="user", content=image_content) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_prompt_message_to_anthropic(prompt_message) - - # Assertions - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "image") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "base64") - self.assertEqual(anthropic_msg["content"][0]["source"]["media_type"], "image/jpeg") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], image_base64) - - def test_convert_prompt_message_embedded_resource_to_anthropic(self): - """Test conversion of a PromptMessage with embedded resource to Anthropic format.""" - # Create a PromptMessage with embedded text resource - text_resource = TextResourceContents( - uri="test://example.com/document.txt", - mimeType="text/plain", - text="This is a text resource", - ) - embedded_resource = EmbeddedResource(type="resource", resource=text_resource) - prompt_message = PromptMessage(role="user", content=embedded_resource) - - # Convert to Anthropic format + """Tests conversion of a single-content PromptMessage to Anthropic format.""" + prompt_message = PromptMessage(role="user", content=ImageContent(type="image", data=DUMMY_IMAGE_B64, mimeType="image/jpeg")) anthropic_msg = AnthropicConverter.convert_prompt_message_to_anthropic(prompt_message) - - # Assertions - self.assertEqual(anthropic_msg["role"], "user") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "document") - self.assertEqual(anthropic_msg["content"][0]["source"]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["title"], "document.txt") - self.assertEqual(anthropic_msg["content"][0]["source"]["data"], "This is a text resource") - - def test_assistant_multiple_text_blocks(self): - """Test conversion of assistant messages with multiple text blocks.""" - # Create multiple text content blocks - text_content1 = TextContent(type="text", text="First part of response") - text_content2 = TextContent(type="text", text="Second part of response") - - multipart = PromptMessageMultipart(role="assistant", content=[text_content1, text_content2]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Assertions - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 2) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], "First part of response") - self.assertEqual(anthropic_msg["content"][1]["type"], "text") - self.assertEqual(anthropic_msg["content"][1]["text"], "Second part of response") - - def test_assistant_non_text_content_stripped(self): - """Test that non-text content is stripped from assistant messages.""" - # Create a mixed content message with text and image - text_content = TextContent(type="text", text=self.sample_text) - image_content = ImageContent( - type="image", - data=base64.b64encode(b"fake_image_data").decode("utf-8"), - mimeType="image/jpeg", - ) - - multipart = PromptMessageMultipart(role="assistant", content=[text_content, image_content]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Only text should remain, image should be filtered out - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - - def test_assistant_embedded_resource_stripped(self): - """Test that embedded resources are stripped from assistant messages.""" - # Create a message with text and embedded resource - text_content = TextContent(type="text", text=self.sample_text) - - resource_content = TextResourceContents( - uri="test://example.com/document.txt", - mimeType="text/plain", - text="Some document content", - ) - embedded_resource = EmbeddedResource(type="resource", resource=resource_content) - - multipart = PromptMessageMultipart( - role="assistant", content=[text_content, embedded_resource] - ) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Only text should remain, resource should be filtered out - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 1) - self.assertEqual(anthropic_msg["content"][0]["type"], "text") - self.assertEqual(anthropic_msg["content"][0]["text"], self.sample_text) - - def test_assistant_empty_content(self): - """Test conversion with empty content from assistant.""" - multipart = PromptMessageMultipart(role="assistant", content=[]) - - # Convert to Anthropic format - anthropic_msg = AnthropicConverter.convert_to_anthropic(multipart) - - # Should have empty content list - self.assertEqual(anthropic_msg["role"], "assistant") - self.assertEqual(len(anthropic_msg["content"]), 0) + + assert anthropic_msg["role"] == "user" + assert len(anthropic_msg["content"]) == 1 + assert anthropic_msg["content"][0]["type"] == "image" + assert anthropic_msg["content"][0]["source"]["type"] == "base64" + assert anthropic_msg["content"][0]["source"]["media_type"] == "image/jpeg" \ No newline at end of file diff --git a/tests/unit/mcp_agent/llm/test_prepare_arguments.py b/tests/unit/mcp_agent/llm/test_prepare_arguments.py index 3c6ba6da..c2fbd672 100644 --- a/tests/unit/mcp_agent/llm/test_prepare_arguments.py +++ b/tests/unit/mcp_agent/llm/test_prepare_arguments.py @@ -1,3 +1,4 @@ +import pytest from typing import List from mcp_agent.core.request_params import RequestParams @@ -8,11 +9,12 @@ from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart -# Create a minimal testable subclass of AugmentedLLM -class TestLLM(AugmentedLLM): +# Renamed the class to avoid pytest discovery. Now it can have an __init__. +class MinimalLLM(AugmentedLLM): """Minimal implementation of AugmentedLLM for testing purposes""" def __init__(self, *args, **kwargs): + # The __init__ is now safe to use. super().__init__(provider=Provider.FAST_AGENT, *args, **kwargs) async def _apply_prompt_provider_specific( @@ -22,6 +24,7 @@ async def _apply_prompt_provider_specific( is_template: bool = False, ) -> PromptMessageMultipart: """Implement the abstract method with minimal functionality""" + # Return the last message for simplicity, or None if the list is empty. return multipart_messages[-1] if multipart_messages else None @@ -30,8 +33,8 @@ class TestRequestParamsInLLM: def test_base_prepare_provider_arguments(self): """Test the base prepare_provider_arguments method""" - # Create a testable LLM instance - llm = TestLLM() + # Use the renamed helper class + llm = MinimalLLM() # Test with minimal base arguments base_args = {"model": "test-model"} @@ -46,7 +49,7 @@ def test_base_prepare_provider_arguments(self): def test_prepare_arguments_with_exclusions(self): """Test prepare_provider_arguments with field exclusions""" - llm = TestLLM() + llm = MinimalLLM() # Test with exclusions base_args = {"model": "test-model"} @@ -64,7 +67,7 @@ def test_prepare_arguments_with_exclusions(self): def test_prepare_arguments_with_metadata(self): """Test prepare_provider_arguments with metadata override""" - llm = TestLLM() + llm = MinimalLLM() # Test with metadata base_args = {"model": "test-model", "temperature": 0.2} @@ -79,7 +82,7 @@ def test_prepare_arguments_with_metadata(self): def test_response_format_handling(self): """Test handling of response_format parameter""" - llm = TestLLM() + llm = MinimalLLM() json_format = { "type": "json_schema", @@ -108,12 +111,12 @@ def test_openai_provider_arguments(self): params = RequestParams( model="gpt-4.1", temperature=0.7, - maxTokens=2000, # This should be excluded and not conflict with max_tokens - systemPrompt="You are a helpful assistant", # This should be excluded + maxTokens=2000, + systemPrompt="You are a helpful assistant", response_format={"type": "json_object"}, - use_history=True, # This should be excluded - max_iterations=5, # This should be excluded - parallel_tool_calls=True, # This should be excluded + use_history=True, + max_iterations=5, + parallel_tool_calls=True, metadata={"seed": 42}, ) @@ -121,16 +124,16 @@ def test_openai_provider_arguments(self): result = llm.prepare_provider_arguments(base_args, params, llm.OPENAI_EXCLUDE_FIELDS) # Verify results - assert result["model"] == "gpt-4.1" # From base_args - assert result["max_tokens"] == 1000 # From base_args - assert result["temperature"] == 0.7 # From params - assert result["response_format"] == {"type": "json_object"} # From params - assert result["seed"] == 42 # From metadata - assert "maxTokens" not in result # Should be excluded - assert "systemPrompt" not in result # Should be excluded - assert "use_history" not in result # Should be excluded - assert "max_iterations" not in result # Should be excluded - assert "parallel_tool_calls" not in result # Should be excluded + assert result["model"] == "gpt-4.1" + assert result["max_tokens"] == 1000 + assert result["temperature"] == 0.7 + assert result["response_format"] == {"type": "json_object"} + assert result["seed"] == 42 + assert "maxTokens" not in result + assert "systemPrompt" not in result + assert "use_history" not in result + assert "max_iterations" not in result + assert "parallel_tool_calls" not in result def test_anthropic_provider_arguments(self, mocker): """Test prepare_provider_arguments with Anthropic provider""" @@ -139,7 +142,7 @@ def test_anthropic_provider_arguments(self, mocker): return_value=mocker.MagicMock() ) - # Create an Anthropic LLM instance without initializing provider connections + # Create an Anthropic LLM instance llm = AnthropicAugmentedLLM() # Basic setup @@ -154,11 +157,11 @@ def test_anthropic_provider_arguments(self, mocker): params = RequestParams( model="claude-3-7-sonnet", temperature=0.7, - maxTokens=2000, # This should be excluded - systemPrompt="You are a helpful assistant", # This should be excluded - use_history=True, # This should be excluded - max_iterations=5, # This should be excluded - parallel_tool_calls=True, # This should be excluded + maxTokens=2000, + systemPrompt="You are a helpful assistant", + use_history=True, + max_iterations=5, + parallel_tool_calls=True, metadata={"top_k": 10}, ) @@ -166,20 +169,20 @@ def test_anthropic_provider_arguments(self, mocker): result = llm.prepare_provider_arguments(base_args, params, llm.ANTHROPIC_EXCLUDE_FIELDS) # Verify results - assert result["model"] == "claude-3-7-sonnet" # From base_args - assert result["max_tokens"] == 1000 # From base_args - assert result["system"] == "You are a helpful assistant" # From base_args - assert result["temperature"] == 0.7 # From params - assert result["top_k"] == 10 # From metadata - assert "maxTokens" not in result # Should be excluded - assert "systemPrompt" not in result # Should be excluded - assert "use_history" not in result # Should be excluded - assert "max_iterations" not in result # Should be excluded - assert "parallel_tool_calls" not in result # Should be excluded + assert result["model"] == "claude-3-7-sonnet" + assert result["max_tokens"] == 1000 + assert result["system"] == "You are a helpful assistant" + assert result["temperature"] == 0.7 + assert result["top_k"] == 10 + assert "maxTokens" not in result + assert "systemPrompt" not in result + assert "use_history" not in result + assert "max_iterations" not in result + assert "parallel_tool_calls" not in result def test_params_dont_overwrite_base_args(self): """Test that params don't overwrite base_args with the same key""" - llm = TestLLM() + llm = MinimalLLM() # Set up conflicting keys base_args = {"model": "base-model", "temperature": 0.5} @@ -194,7 +197,7 @@ def test_params_dont_overwrite_base_args(self): def test_none_values_not_included(self): """Test that None values from params are not included""" - llm = TestLLM() + llm = MinimalLLM() base_args = {"model": "test-model"} params = RequestParams(temperature=None, top_p=0.9) @@ -203,4 +206,4 @@ def test_none_values_not_included(self): # None values should be excluded assert "temperature" not in result - assert result["top_p"] == 0.9 + assert result["top_p"] == 0.9 \ No newline at end of file From d44e0c21fb48d232a0e95c1a2792bb4621b0302b Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Fri, 25 Jul 2025 23:44:01 +0200 Subject: [PATCH 11/30] Minor change --- tests/unit/mcp_agent/llm/test_truncation_and_summarization.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tests/unit/mcp_agent/llm/test_truncation_and_summarization.py diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py new file mode 100644 index 00000000..e69de29b From 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(pyproject.toml) +aiohappyeyeballs==2.6.1 + # via aiohttp +aiohttp==3.12.14 + # via fast-agent-mcp (pyproject.toml) +aiosignal==1.4.0 + # via aiohttp +annotated-types==0.7.0 + # via pydantic +anthropic==0.59.0 + # via fast-agent-mcp (pyproject.toml) +anyio==4.9.0 + # via + # anthropic + # google-genai + # httpx + # mcp + # openai + # sse-starlette + # starlette +attrs==25.3.0 + # via + # aiohttp + # jsonschema + # referencing +azure-core==1.35.0 + # via azure-identity +azure-identity==1.23.1 + # via fast-agent-mcp (pyproject.toml) +boto3==1.39.14 + # via fast-agent-mcp (pyproject.toml) +botocore==1.39.14 + # via + # boto3 + # s3transfer +cachetools==5.5.2 + # via google-auth +certifi==2025.7.14 + # via + # httpcore + # httpx + # requests +cffi==1.17.1 + # via cryptography +charset-normalizer==3.4.2 + # via requests +click==8.2.1 + # via + # typer + # uvicorn +cryptography==45.0.5 + # via + # azure-identity + # msal + # pyjwt +deprecated==1.2.18 + # via fast-agent-mcp (pyproject.toml) +distro==1.9.0 + # via + # anthropic + # openai +dnspython==2.7.0 + # via email-validator +email-validator==2.2.0 + # via fast-agent-mcp (pyproject.toml) +fastapi==0.116.1 + # via + # fast-agent-mcp (pyproject.toml) + # a2a-sdk +frozenlist==1.7.0 + # via + # aiohttp + # aiosignal +google-auth==2.40.3 + # via google-genai +google-genai==1.27.0 + # via fast-agent-mcp (pyproject.toml) +googleapis-common-protos==1.70.0 + # via + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http +grpcio==1.74.0 + # via opentelemetry-exporter-otlp-proto-grpc +h11==0.16.0 + # via + # httpcore + # uvicorn +httpcore==1.0.9 + # via httpx +httpx==0.28.1 + # via + # a2a-sdk + # anthropic + # google-genai + # mcp + # openai + # tensorzero +httpx-sse==0.4.1 + # via + # a2a-sdk + # mcp +idna==3.10 + # via + # anyio + # email-validator + # httpx + # requests + # yarl +importlib-metadata==8.7.0 + # via opentelemetry-api +jiter==0.10.0 + # via + # anthropic + # openai +jmespath==1.0.1 + # via + # boto3 + # botocore +jsonschema==4.25.0 + # via mcp +jsonschema-specifications==2025.4.1 + # via jsonschema +markdown-it-py==3.0.0 + # via rich +mcp==1.12.1 + # via fast-agent-mcp (pyproject.toml) +mdurl==0.1.2 + # via markdown-it-py +msal==1.33.0 + # via + # azure-identity + # msal-extensions +msal-extensions==1.3.1 + # via azure-identity +multidict==6.6.3 + # via + # aiohttp + # yarl +openai==1.97.1 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-api==1.34.1 + # via + # a2a-sdk + # opentelemetry-distro + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http + # opentelemetry-instrumentation + # opentelemetry-instrumentation-anthropic + # opentelemetry-instrumentation-google-genai + # opentelemetry-instrumentation-mcp + # opentelemetry-instrumentation-openai + # opentelemetry-sdk + # opentelemetry-semantic-conventions +opentelemetry-distro==0.55b1 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-exporter-otlp==1.34.1 + # via opentelemetry-instrumentation-mcp +opentelemetry-exporter-otlp-proto-common==1.34.1 + # via + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http +opentelemetry-exporter-otlp-proto-grpc==1.34.1 + # via opentelemetry-exporter-otlp +opentelemetry-exporter-otlp-proto-http==1.34.1 + # via + # fast-agent-mcp (pyproject.toml) + # opentelemetry-exporter-otlp +opentelemetry-instrumentation==0.55b1 + # via + # opentelemetry-distro + # opentelemetry-instrumentation-anthropic + # opentelemetry-instrumentation-google-genai + # opentelemetry-instrumentation-mcp + # opentelemetry-instrumentation-openai +opentelemetry-instrumentation-anthropic==0.43.1 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-instrumentation-google-genai==0.3b0 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-instrumentation-mcp==0.43.1 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-instrumentation-openai==0.43.1 + # via fast-agent-mcp (pyproject.toml) +opentelemetry-proto==1.34.1 + # via + # opentelemetry-exporter-otlp-proto-common + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http +opentelemetry-sdk==1.34.1 + # via + # a2a-sdk + # opentelemetry-distro + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http +opentelemetry-semantic-conventions==0.55b1 + # via + # opentelemetry-instrumentation + # opentelemetry-instrumentation-anthropic + # opentelemetry-instrumentation-google-genai + # opentelemetry-instrumentation-mcp + # opentelemetry-instrumentation-openai + # opentelemetry-sdk +opentelemetry-semantic-conventions-ai==0.4.11 + # via + # opentelemetry-instrumentation-anthropic + # opentelemetry-instrumentation-mcp + # opentelemetry-instrumentation-openai +packaging==25.0 + # via opentelemetry-instrumentation +prompt-toolkit==3.0.51 + # via fast-agent-mcp (pyproject.toml) +propcache==0.3.2 + # via + # aiohttp + # yarl +protobuf==5.29.5 + # via + # googleapis-common-protos + # opentelemetry-proto +pyasn1==0.6.1 + # via + # pyasn1-modules + # rsa +pyasn1-modules==0.4.2 + # via google-auth +pycparser==2.22 + # via cffi +pydantic==2.11.7 + # via + # fast-agent-mcp (pyproject.toml) + # a2a-sdk + # anthropic + # fastapi + # google-genai + # mcp + # openai + # pydantic-settings +pydantic-core==2.33.2 + # via pydantic +pydantic-settings==2.10.1 + # via + # fast-agent-mcp (pyproject.toml) + # mcp +pygments==2.19.2 + # via rich +pyjwt==2.10.1 + # via msal +pyperclip==1.9.0 + # via fast-agent-mcp (pyproject.toml) +python-dateutil==2.9.0.post0 + # via botocore +python-dotenv==1.1.1 + # via pydantic-settings +python-multipart==0.0.20 + # via mcp +pyyaml==6.0.2 + # via fast-agent-mcp (pyproject.toml) +referencing==0.36.2 + # via + # jsonschema + # jsonschema-specifications +regex==2024.11.6 + # via tiktoken +requests==2.32.4 + # via + # azure-core + # google-genai + # msal + # opentelemetry-exporter-otlp-proto-http + # tiktoken +rich==14.1.0 + # via + # fast-agent-mcp (pyproject.toml) + # typer +rpds-py==0.26.0 + # via + # jsonschema + # referencing +rsa==4.9.1 + # via google-auth +s3transfer==0.13.1 + # via boto3 +shellingham==1.5.4 + # via typer +six==1.17.0 + # via + # azure-core + # python-dateutil +sniffio==1.3.1 + # via + # anthropic + # anyio + # openai +sse-starlette==2.4.1 + # via + # a2a-sdk + # mcp +starlette==0.47.2 + # via + # a2a-sdk + # fastapi + # mcp +tenacity==8.5.0 + # via google-genai +tensorzero==2025.7.4 + # via fast-agent-mcp (pyproject.toml) +tiktoken==0.9.0 + # via opentelemetry-instrumentation-openai +tqdm==4.67.1 + # via openai +typer==0.16.0 + # via fast-agent-mcp (pyproject.toml) +typing-extensions==4.14.1 + # via + # aiosignal + # anthropic + # anyio + # azure-core + # azure-identity + # fastapi + # google-genai + # openai + # opentelemetry-api + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-exporter-otlp-proto-http + # opentelemetry-sdk + # opentelemetry-semantic-conventions + # pydantic + # pydantic-core + # referencing + # starlette + # tensorzero + # typer + # typing-inspection +typing-inspection==0.4.1 + # via + # pydantic + # pydantic-settings +urllib3==2.5.0 + # via + # botocore + # requests +uuid-utils==0.11.0 + # via tensorzero +uvicorn==0.35.0 + # via mcp +wcwidth==0.2.13 + # via prompt-toolkit +websockets==15.0.1 + # via google-genai +wrapt==1.17.2 + # via + # deprecated + # opentelemetry-instrumentation +yarl==1.20.1 + # via aiohttp +zipp==3.23.0 + # via importlib-metadata From 36022ff44e3666ee430ab86ff77a03489160e407 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 26 Jul 2025 00:24:30 +0200 Subject: [PATCH 13/30] Fixed ruff linter --- tests/unit/mcp_agent/llm/test_prepare_arguments.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/unit/mcp_agent/llm/test_prepare_arguments.py b/tests/unit/mcp_agent/llm/test_prepare_arguments.py index c2fbd672..50831ab1 100644 --- a/tests/unit/mcp_agent/llm/test_prepare_arguments.py +++ b/tests/unit/mcp_agent/llm/test_prepare_arguments.py @@ -1,4 +1,3 @@ -import pytest from typing import List from mcp_agent.core.request_params import RequestParams From c816e311cb3315226a629f82382b1c6886256544 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 26 Jul 2025 17:59:06 +0200 Subject: [PATCH 14/30] OpenAI truncation --- src/mcp_agent/llm/augmented_llm.py | 15 + .../llm/providers/augmented_llm_anthropic.py | 37 +- .../providers/augmented_llm_google_native.py | 30 +- .../llm/providers/augmented_llm_openai.py | 680 +++++++++--------- .../providers/multipart_converter_openai.py | 185 ++++- 5 files changed, 541 insertions(+), 406 deletions(-) diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index e8d13cd8..dd7c91c1 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -625,6 +625,21 @@ def _update_streaming_progress(self, content: str, model: str, estimated_tokens: return new_total + def _log_final_streaming_progress( + self, + actual_tokens: int, + model: str, + ) -> None: + token_str = str(actual_tokens).rjust(5) + data = { + "progress_action": ProgressAction.STREAMING, + "model": model, + "agent_name": self.name, + "chat_turn": self.chat_turn(), + "details": token_str.strip(), + } + self.logger.info("Streaming progress", data=data) + def _log_chat_finished(self, model: Optional[str] = None) -> None: """Log a chat finished event""" data = { diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 51c9216c..a92626ab 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -102,7 +102,6 @@ def __init__(self, *args, **kwargs) -> None: ) self.client = self._initialize_client() # Initialize the client once and reuse it - self.converter = AnthropicConverter() def _initialize_client(self) -> AsyncAnthropic: """Initializes and returns the Anthropic API client.""" @@ -471,24 +470,27 @@ async def _anthropic_completion( Orchestrates the process of sending a prompt to Anthropic and handling the response. Process a query using an LLM and available tools. """ + # Initialization of History Incl. the New Message params = self.get_request_params(request_params) - - # 1. Prepare initial messages and tools messages: List[MessageParam] = self.history.get(include_completion_history=params.use_history) messages.append(message_param) + all_content_responses: List[ContentBlock] = [] - available_tools = await self._prepare_tools(structured_model) + # System Prompt system_prompt = self.instruction or params.systemPrompt + + # Caching cache_mode = self._get_cache_mode() self.logger.debug(f"Anthropic cache_mode: {cache_mode}") - all_content_responses: List[ContentBlock] = [] + + available_tools = await self._prepare_tools(structured_model) for i in range(params.max_iterations): self._log_chat_progress(self.chat_turn(), model=params.model) if hasattr(params, "context_truncation_mode") and params.context_truncation_mode: # 1. Convert from Anthropic's format to your internal MCP format - multipart_messages = self.converter.convert_from_anthropic_list_to_multipart(messages) + multipart_messages = AnthropicConverter.convert_from_anthropic_list_to_multipart(messages) if hasattr(params, "context_truncation_length_limit") and params.context_truncation_length_limit: token_limit_for_truncation = params.context_truncation_length_limit @@ -496,7 +498,7 @@ async def _anthropic_completion( token_limit_for_truncation = params.maxTokens # 2. Call the truncation manager to truncate the history if needed - truncated_multipart: List[PromptMessageMultipart] = await ContextTruncation().truncate_if_required( + truncated_multipart: List[PromptMessageMultipart] = await ContextTruncation.truncate_if_required( messages=multipart_messages, truncation_mode=params.context_truncation_mode, limit=token_limit_for_truncation, @@ -506,14 +508,14 @@ async def _anthropic_completion( ) # 3. If truncation occurred, convert back and update the messages list - old_token_length = ContextTruncation()._estimate_tokens(messages=multipart_messages, model=params.model, system_prompt="") - new_token_length = ContextTruncation()._estimate_tokens(messages=truncated_multipart, model=params.model, system_prompt="") + old_token_length = ContextTruncation._estimate_tokens(messages=multipart_messages, model=params.model, system_prompt="") + new_token_length = ContextTruncation._estimate_tokens(messages=truncated_multipart, model=params.model, system_prompt="") if new_token_length < old_token_length: self.logger.info( f"History truncated from {old_token_length} to {new_token_length} tokens." ) - messages = self.converter.convert_from_multipart_to_anthropic_list(truncated_multipart) + messages = AnthropicConverter.convert_from_multipart_to_anthropic_list(truncated_multipart) # 4. Apply Caching final_system_prompt = self._apply_system_cache(system_prompt=system_prompt, cache_mode=cache_mode) @@ -687,20 +689,7 @@ def _update_streaming_progress( """ return super()._update_streaming_progress(text_chunk, model, estimated_tokens) - def _log_final_streaming_progress( - self, - actual_tokens: int, - model: str, - ) -> None: - token_str = str(actual_tokens).rjust(5) - data = { - "progress_action": ProgressAction.STREAMING, - "model": model, - "agent_name": self.name, - "chat_turn": self.chat_turn(), - "details": token_str.strip(), - } - self.logger.info("Streaming progress", data=data) + def _show_usage(self, raw_usage: Usage, turn_usage: TurnUsage) -> None: # Print raw usage for debugging diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index f9da34e3..a88f4d76 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -64,13 +64,9 @@ class GoogleNativeAugmentedLLM(AugmentedLLM[types.Content, types.Content]): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, provider=Provider.GOOGLE, **kwargs) - self.client = self._initialize_google_client() - self._converter = GoogleConverter() - self.truncation_manager = ContextTruncation( + self.client = self._initialize_client() - ) - - def _initialize_google_client(self) -> None: + def _initialize_client(self) -> None: """ Returns a Google client. """ @@ -126,7 +122,7 @@ async def _completion_orchestrator( all_content_responses: List[ContentBlock] = [] turn_conversation_history = list(messages_for_turn) available_tools = await self.aggregator.list_tools() - google_tools = self._converter.convert_to_google_tools(available_tools.tools) + google_tools = GoogleConverter.convert_to_google_tools(available_tools.tools) for i in range(params.max_iterations): self._log_chat_progress(self.chat_turn(), model=params.model) @@ -185,13 +181,13 @@ async def _prepare_request_payload( """Assembles the final dictionary of arguments for the Gemini API call, applying truncation first.""" # 1. Convert from Google's native format to Multipart format for processing - multipart_history: List[PromptMessageMultipart] = self._converter.convert_from_google_content_list(conversation_history) + multipart_history: List[PromptMessageMultipart] = GoogleConverter.convert_from_google_content_list(conversation_history) # 2. Apply truncation logic if hasattr(params, "context_truncation_mode") and params.context_truncation_mode: token_limit_for_truncation = params.context_truncation_length_limit or params.maxTokens - truncated_multipart = await self.truncation_manager.truncate_if_required( + truncated_multipart = await ContextTruncation.truncate_if_required( messages=multipart_history, truncation_mode=params.context_truncation_mode, limit=token_limit_for_truncation, @@ -204,9 +200,9 @@ async def _prepare_request_payload( multipart_history = truncated_multipart # 3. Convert the final (potentially truncated) history back to Google's format - final_contents_for_api = self._converter.convert_to_google_content(multipart_history) + final_contents_for_api = GoogleConverter.convert_to_google_content(multipart_history) - config = self._converter.convert_request_params_to_google_config(params) + config = GoogleConverter.convert_request_params_to_google_config(params) tool_config = None if tools: @@ -300,7 +296,7 @@ def _process_response( ) -> Tuple[str, List[ContentBlock], types.Content]: """Parses a response candidate to extract content and determine the next action.""" - assistant_message_content_parts = self._converter.convert_from_google_content(candidate.content) # Convert the raw assistant message for internal use. + assistant_message_content_parts = GoogleConverter.convert_from_google_content(candidate.content) # Convert the raw assistant message for internal use. raw_assistant_message = candidate.content # Keep the raw assistant message to append to the turn's history. text_blocks = [block for block in assistant_message_content_parts if isinstance(block, TextContent)] @@ -347,7 +343,7 @@ async def _execute_tool_calls( tool_results_for_next_turn.append((tool_call_params.name, result)) - return self._converter.convert_function_results_to_google(tool_results_for_next_turn) + return GoogleConverter.convert_function_results_to_google(tool_results_for_next_turn) # -------------------------------------------------------------------------- # Main Entry Points @@ -366,7 +362,7 @@ async def _apply_prompt_provider_specific( # 1. Prepare messages for the current turn self.history.extend(multipart_messages, is_prompt=is_template) - messages_for_turn = self._converter.convert_to_google_content( + messages_for_turn = GoogleConverter.convert_to_google_content( self.history.get(include_completion_history=params.use_history) ) @@ -381,7 +377,7 @@ async def _apply_prompt_provider_specific( ) # 3. Update history with the generated messages (is_prompt=False) - new_multipart_messages = self._converter.convert_from_google_content_list(new_history_messages) + new_multipart_messages = GoogleConverter.convert_from_google_content_list(new_history_messages) self.history.extend(new_multipart_messages, is_prompt=False) self._log_chat_finished(model=params.model) @@ -401,7 +397,7 @@ async def _apply_prompt_provider_specific_structured( params = self.get_request_params(request_params) self.history.extend(multipart_messages, is_prompt=False) - initial_google_messages = self._converter.convert_to_google_content( + initial_google_messages = GoogleConverter.convert_to_google_content( self.history.get(include_completion_history=params.use_history) ) @@ -411,7 +407,7 @@ async def _apply_prompt_provider_specific_structured( structured_model=model, ) - new_multipart_messages = self._converter.convert_from_google_content_list(new_history_messages) + new_multipart_messages = GoogleConverter.convert_from_google_content_list(new_history_messages) self.history.extend(new_multipart_messages, is_prompt=False) assistant_msg = Prompt.assistant(*final_content) diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index 0781dc18..95a141d3 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -1,5 +1,7 @@ -from typing import Dict, List - +# region External Imports +import json +from warnings import deprecated +from typing import Dict, List, Optional, Tuple, Type from mcp.types import ( CallToolRequest, CallToolRequestParams, @@ -7,39 +9,53 @@ ContentBlock, TextContent, ) -from openai import AsyncOpenAI, AuthenticationError +from openai import APIError, AsyncOpenAI, AuthenticationError from openai.lib.streaming.chat import ChatCompletionStreamState - -# from openai.types.beta.chat import from openai.types.chat import ( ChatCompletionMessage, ChatCompletionMessageParam, + ChatCompletionMessageToolCall, ChatCompletionSystemMessageParam, ChatCompletionToolParam, ) +from openai.types.responses import ( + ResponseFunctionToolCall +) from pydantic_core import from_json from rich.text import Text +# endregion +# region Internal Imports +## Internal Imports -- Core from mcp_agent.core.exceptions import ProviderKeyError from mcp_agent.core.prompt import Prompt +## Internal Imports -- MCP +from mcp_agent.mcp.interfaces import ModelT +from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart +## Internal Imports -- Other Stuff from mcp_agent.event_progress import ProgressAction from mcp_agent.llm.augmented_llm import ( AugmentedLLM, RequestParams, ) +from mcp_agent.logging.logger import get_logger +## Internal Imports -- LLM from mcp_agent.llm.provider_types import Provider -from mcp_agent.llm.providers.multipart_converter_openai import OpenAIConverter, OpenAIMessage +from mcp_agent.llm.providers.multipart_converter_openai import ( + OpenAIConverter, + OpenAIMessage, +) +from mcp_agent.llm.context_truncation_and_summarization import ( + ContextTruncation +) from mcp_agent.llm.providers.sampling_converter_openai import ( OpenAISamplingConverter, ) from mcp_agent.llm.usage_tracking import TurnUsage -from mcp_agent.logging.logger import get_logger -from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart +# endregion -_logger = get_logger(__name__) DEFAULT_OPENAI_MODEL = "gpt-4.1-mini" -DEFAULT_REASONING_EFFORT = "medium" class OpenAIAugmentedLLM(AugmentedLLM[ChatCompletionMessageParam, ChatCompletionMessage]): @@ -62,14 +78,12 @@ class OpenAIAugmentedLLM(AugmentedLLM[ChatCompletionMessageParam, ChatCompletion } def __init__(self, provider: Provider = Provider.OPENAI, *args, **kwargs) -> None: - # Set type_converter before calling super().__init__ - if "type_converter" not in kwargs: + if "type_converter" not in kwargs: # Set type_converter before calling super().__init__() kwargs["type_converter"] = OpenAISamplingConverter super().__init__(*args, provider=provider, **kwargs) - - # Initialize logger with name if available self.logger = get_logger(f"{__name__}.{self.name}" if self.name else __name__) + self.client = self._initialize_client() # Set up reasoning-related attributes self._reasoning_effort = kwargs.get("reasoning_effort", None) @@ -79,33 +93,63 @@ def __init__(self, provider: Provider = Provider.OPENAI, *args, **kwargs) -> Non ): self._reasoning_effort = self.context.config.openai.reasoning_effort - # Determine if we're using a reasoning model - # TODO -- move this to model capabilities, add o4. + # Determine if we're using a reasoning model -- TODO -- move this to model capabilities. chosen_model = self.default_request_params.model if self.default_request_params else None self._reasoning = chosen_model and ( - chosen_model.startswith("o3") - or chosen_model.startswith("o1") + chosen_model.startswith("o1") + or chosen_model.startswith("o2") + or chosen_model.startswith("o3") or chosen_model.startswith("o4") + or chosen_model.startswith("o5") ) if self._reasoning: self.logger.info( f"Using reasoning model '{chosen_model}' with '{self._reasoning_effort}' reasoning effort" ) + else: + self.logger.info( + f"Using non-reasoning model '{chosen_model}' without reasoning effort self._reasoning_effort: '{self._reasoning_effort}'" + ) def _initialize_default_params(self, kwargs: dict) -> RequestParams: - """Initialize OpenAI-specific default parameters""" - # Get base defaults from parent (includes ModelDatabase lookup) + """Initialize OpenAI-specific default parameters. Get base defaults from parent (includes ModelDatabase lookup)""" base_params = super()._initialize_default_params(kwargs) - - # Override with OpenAI-specific settings - chosen_model = kwargs.get("model", DEFAULT_OPENAI_MODEL) - base_params.model = chosen_model + base_params.model = kwargs.get("model", DEFAULT_OPENAI_MODEL) return base_params def _base_url(self) -> str: return self.context.config.openai.base_url if self.context.config.openai else None + async def _prepare_tools( + self, structured_model: Optional[Type[ModelT]] = None + ) -> List[ChatCompletionToolParam]: + """Prepare tools for the API call.""" + # Note: OpenAI does not currently support a forced structured output mode + # in the same way Anthropic does. This parameter is kept for interface consistency. + if structured_model: + self.logger.warning( + "OpenAI provider does not have a dedicated structured output mode like Anthropic; " + "standard tool-use will be used." + ) + + tool_list = await self.aggregator.list_tools() + # OpenAI requires 'properties' to be an object, even if empty. + available_tools = [ + ChatCompletionToolParam( + type="function", + function={ + "name": tool.name, + "description": tool.description or "", + "parameters": tool.inputSchema + if "properties" in tool.inputSchema + else {**tool.inputSchema, "properties": {}}, + }, + ) + for tool in tool_list.tools + ] + return available_tools if available_tools else None + def _initialize_client(self) -> AsyncOpenAI: try: return AsyncOpenAI(api_key=self._api_key(), base_url=self._base_url()) @@ -117,219 +161,189 @@ def _initialize_client(self) -> AsyncOpenAI: "Please check that your API key is valid and not expired.", ) from e - async def _process_stream(self, stream, model: str): - """Process the streaming response and display real-time token usage.""" - # Track estimated output tokens by counting text chunks - estimated_tokens = 0 + ##################################### + ############## API Call Handling #### + ##################################### + + def _prepare_request_payload( + self, + messages: List[ChatCompletionMessageParam], + params: RequestParams, + tools: Optional[List[ChatCompletionToolParam]], + ) -> dict: + """Assembles the final dictionary of arguments for the OpenAI API call.""" + base_args = { + "model": params.model, + "messages": messages, + "stream": True, + "stream_options": {"include_usage": True}, + } + + # Add tools if they are available + if tools: + base_args["tools"] = tools + base_args["parallel_tool_calls"] = params.parallel_tool_calls - # For non-OpenAI providers (like Ollama), ChatCompletionStreamState might not work correctly - # Fall back to manual accumulation if needed - # TODO -- consider this and whether to subclass instead - if self.provider in [Provider.GENERIC, Provider.OPENROUTER, Provider.GOOGLE_OAI]: - return await self._process_stream_manual(stream, model) + # Add max_tokens if specified + if params.maxTokens is not None: + base_args["max_tokens"] = params.maxTokens + + # Use the base class method to merge remaining sampling parameters + return self.prepare_provider_arguments( + base_args, params, self.OPENAI_EXCLUDE_FIELDS.union(self.BASE_EXCLUDE_FIELDS) + ) - # Use ChatCompletionStreamState helper for accumulation (OpenAI only) + async def _execute_streaming_call( + self, arguments: dict, model: str + ) -> ChatCompletionMessage: + """Executes the API call, processes the stream, and returns the final message.""" + estimated_tokens = 0 state = ChatCompletionStreamState() - # Process the stream chunks - async for chunk in stream: - # Handle chunk accumulation - state.handle_chunk(chunk) - - # Count tokens in real-time from content deltas - if chunk.choices and chunk.choices[0].delta.content: - content = chunk.choices[0].delta.content - # Use base class method for token estimation and progress emission - estimated_tokens = self._update_streaming_progress(content, model, estimated_tokens) - - # Get the final completion with usage data - final_completion = state.get_final_completion() - - # Log final usage information - if hasattr(final_completion, "usage") and final_completion.usage: - actual_tokens = final_completion.usage.completion_tokens - # Emit final progress with actual token count - token_str = str(actual_tokens).rjust(5) - data = { - "progress_action": ProgressAction.STREAMING, - "model": model, - "agent_name": self.name, - "chat_turn": self.chat_turn(), - "details": token_str.strip(), - } - self.logger.info("Streaming progress", data=data) + try: + stream = await self.client.chat.completions.create(**arguments) + async for chunk in stream: + state.handle_chunk(chunk) + if chunk.choices and chunk.choices[0].delta.content: + estimated_tokens = self._update_streaming_progress( + chunk.choices[0].delta.content, model, estimated_tokens + ) - self.logger.info( - f"Streaming complete - Model: {model}, Input tokens: {final_completion.usage.prompt_tokens}, Output tokens: {final_completion.usage.completion_tokens}" + final_completion = state.get_final_completion() + + if hasattr(final_completion, "usage") and final_completion.usage: + self.logger.info( + f"Streaming complete - Model: {model}, " + f"Input tokens: {final_completion.usage.prompt_tokens}, " + f"Output tokens: {final_completion.usage.completion_tokens}" + ) + self._log_final_streaming_progress( + final_completion.usage.completion_tokens, model + ) + turn_usage = TurnUsage.from_openai(final_completion.usage, model) + self._finalize_turn_usage(turn_usage) + + if not final_completion.choices: + raise APIError("No response choices received from OpenAI.", request=None) + + return final_completion.choices[0].message + + except AuthenticationError as e: + raise ProviderKeyError( + "Invalid OpenAI API key rejected during a call.", "Please check your API key." + ) from e + except APIError as e: + self.logger.error(f"OpenAI API Error: {e}", exc_info=True) + return ChatCompletionMessage( + role="assistant", content=f"Error during generation: {e}" ) - return final_completion + async def _process_tool_calls( + self, tool_calls: List[ChatCompletionMessageToolCall], available_tools: List[ChatCompletionToolParam] + ) -> Tuple[List[ContentBlock], ChatCompletionMessageParam]: + """Processes tool calls by executing them and preparing the result message.""" + final_content_responses = [] + tool_results_for_api = [] - # TODO - as per other comment this needs to go in another class. There are a number of "special" cases dealt with - # here to deal with OpenRouter idiosyncrasies between e.g. Anthropic and Gemini models. - async def _process_stream_manual(self, stream, model: str): - """Manual stream processing for providers like Ollama that may not work with ChatCompletionStreamState.""" - from openai.types.chat import ChatCompletionMessageToolCall - from openai.types.chat.chat_completion_message_tool_call import Function + for tool_call in tool_calls: + self.show_tool_call( + available_tools, tool_call.function.name, tool_call.function.arguments + ) - # Track estimated output tokens by counting text chunks - estimated_tokens = 0 + arguments = {} if not tool_call.function.arguments or tool_call.function.arguments.strip() == "" else from_json(tool_call.function.arguments, allow_partial=True) + function_name = tool_call.function.name + + tool_call_request = CallToolRequest( + method="tools/call", + params=CallToolRequestParams( + name=function_name, + arguments=arguments, + ), + ) + result = await self.call_tool(tool_call_request, tool_call.id) + self.show_tool_result(result) - # Manual accumulation of response data - accumulated_content = "" - role = "assistant" - tool_calls_map = {} # Use a map to accumulate tool calls by index - function_call = None - finish_reason = None - usage_data = None - - # Process the stream chunks manually - async for chunk in stream: - # Count tokens in real-time from content deltas - if chunk.choices and chunk.choices[0].delta.content: - content = chunk.choices[0].delta.content - accumulated_content += content - # Use base class method for token estimation and progress emission - estimated_tokens = self._update_streaming_progress(content, model, estimated_tokens) - - # Extract other fields from the chunk - if chunk.choices: - choice = chunk.choices[0] - if choice.delta.role: - role = choice.delta.role - if choice.delta.tool_calls: - # Accumulate tool call deltas - for delta_tool_call in choice.delta.tool_calls: - if delta_tool_call.index is not None: - if delta_tool_call.index not in tool_calls_map: - tool_calls_map[delta_tool_call.index] = { - "id": delta_tool_call.id, - "type": delta_tool_call.type or "function", - "function": { - "name": delta_tool_call.function.name - if delta_tool_call.function - else None, - "arguments": "", - }, - } - - # Always update if we have new data (needed for OpenRouter Gemini) - if delta_tool_call.id: - tool_calls_map[delta_tool_call.index]["id"] = delta_tool_call.id - if delta_tool_call.function: - if delta_tool_call.function.name: - tool_calls_map[delta_tool_call.index]["function"]["name"] = ( - delta_tool_call.function.name - ) - # Handle arguments - they might come as None, empty string, or actual content - if delta_tool_call.function.arguments is not None: - tool_calls_map[delta_tool_call.index]["function"][ - "arguments" - ] += delta_tool_call.function.arguments - - if choice.delta.function_call: - function_call = choice.delta.function_call - if choice.finish_reason: - finish_reason = choice.finish_reason - - # Extract usage data if available - if hasattr(chunk, "usage") and chunk.usage: - usage_data = chunk.usage - - # Convert accumulated tool calls to proper format. - tool_calls = None - if tool_calls_map: - tool_calls = [] - for idx in sorted(tool_calls_map.keys()): - tool_call_data = tool_calls_map[idx] - # Only add tool calls that have valid data - if tool_call_data["id"] and tool_call_data["function"]["name"]: - tool_calls.append( - ChatCompletionMessageToolCall( - id=tool_call_data["id"], - type=tool_call_data["type"], - function=Function( - name=tool_call_data["function"]["name"], - arguments=tool_call_data["function"]["arguments"], - ), - ) - ) + final_content_responses.extend(result.content) + tool_results_for_api.append((tool_call.id, result)) + + tool_results_message = OpenAIConverter.convert_function_results_to_openai( + results=tool_results_for_api, + arguments=arguments, + function_name=function_name, + concatenate_text_blocks=False, - # Create a ChatCompletionMessage manually - message = ChatCompletionMessage( - content=accumulated_content, - role=role, - tool_calls=tool_calls if tool_calls else None, - function_call=function_call, - refusal=None, - annotations=None, - audio=None, ) + return final_content_responses, tool_results_message - from types import SimpleNamespace - - final_completion = SimpleNamespace() - final_completion.choices = [SimpleNamespace()] - final_completion.choices[0].message = message - final_completion.choices[0].finish_reason = finish_reason - final_completion.usage = usage_data - - # Log final usage information - if usage_data: - actual_tokens = getattr(usage_data, "completion_tokens", estimated_tokens) - token_str = str(actual_tokens).rjust(5) - data = { - "progress_action": ProgressAction.STREAMING, - "model": model, - "agent_name": self.name, - "chat_turn": self.chat_turn(), - "details": token_str.strip(), - } - self.logger.info("Streaming progress", data=data) + async def _process_response_actions( + self, + message: ChatCompletionMessage, + finish_reason: str, + available_tools: List[ChatCompletionToolParam], + params: RequestParams, + ) -> Tuple[str, List[ContentBlock], Optional[List[ChatCompletionMessageParam]]]: + """Processes the API message, handles actions based on finish_reason, and returns the outcome.""" + messages_to_append = [message] + text_content = message.content or "" + + if finish_reason == "tool_calls" and message.tool_calls: + message_text = text_content or Text( + "the assistant requested tool calls", style="dim green italic" + ) + await self.show_assistant_message(message_text, message.tool_calls[0].function.name) - self.logger.info( - f"Streaming complete - Model: {model}, Input tokens: {getattr(usage_data, 'prompt_tokens', 0)}, Output tokens: {actual_tokens}" + tool_calls: List[ResponseFunctionToolCall] = message.tool_calls + + tool_content, tool_results_message = await self._process_tool_calls( + tool_calls, available_tools + ) + + # Why extend? Not append? + messages_to_append.extend(tool_results_message) + return "CONTINUE_WITH_TOOLS", tool_content, messages_to_append + + # Handle all terminal states + if finish_reason == "stop": + await self.show_assistant_message(text_content) + elif finish_reason == "length": + limit = f"({params.maxTokens})" if params.maxTokens else "" + await self.show_assistant_message( + Text( + f"the assistant has reached the maximum token limit {limit}", + style="dim green italic", + ) + ) + elif finish_reason == "content_filter": + await self.show_assistant_message( + Text("the response was filtered due to content policies.", style="dim red") ) - return final_completion + final_responses = [TextContent(type="text", text=text_content)] if text_content else [] + return self.ACTIONS.STOP, final_responses, messages_to_append async def _openai_completion( self, message: OpenAIMessage, - request_params: RequestParams | None = None, + request_params: Optional[RequestParams] = None, + structured_model: Optional[Type[ModelT]] = None, + ) -> List[ContentBlock]: """ Process a query using an LLM and available tools. The default implementation uses OpenAI's ChatCompletion as the LLM. - Override this method to use a different LLM. """ + request_params = self.get_request_params(request_params) + messages: List[ChatCompletionMessageParam] = self.history.get(include_completion_history=request_params.use_history) + messages.append(message) + all_content_responses: List[ContentBlock] = [] - request_params = self.get_request_params(request_params=request_params) - - responses: List[ContentBlock] = [] - - # TODO -- move this in to agent context management / agent group handling - messages: List[ChatCompletionMessageParam] = [] system_prompt = self.instruction or request_params.systemPrompt - if system_prompt: - messages.append(ChatCompletionSystemMessageParam(role="system", content=system_prompt)) messages.extend(self.history.get(include_completion_history=request_params.use_history)) - messages.append(message) - - response = await self.aggregator.list_tools() - available_tools: List[ChatCompletionToolParam] | None = [ - ChatCompletionToolParam( - type="function", - function={ - "name": tool.name, - "description": tool.description if tool.description else "", - "parameters": self.adjust_schema(tool.inputSchema), - }, - ) - for tool in response.tools - ] + messages.append(message) # New message + available_tools = await self._prepare_tools(structured_model) + if not available_tools: if self.provider == Provider.DEEPSEEK: available_tools = None # deepseek does not allow empty array @@ -338,183 +352,155 @@ async def _openai_completion( # we do NOT send "stop sequences" as this causes errors with mutlimodal processing for i in range(request_params.max_iterations): - arguments = self._prepare_api_request(messages, available_tools, request_params) - self.logger.debug(f"OpenAI completion requested for: {arguments}") + self._log_chat_progress(self.chat_turn(), model=request_params.model) + + if hasattr(request_params, "context_truncation_mode") and request_params.context_truncation_mode: + # 1. Convert from Anthropic's format to your internal MCP format + + for message in messages: + message["role"] + + multipart_messages = OpenAIConverter.convert_from_openai_list_to_multipart(messages) + + if hasattr(request_params, "context_truncation_length_limit") and request_params.context_truncation_length_limit: + token_limit_for_truncation = request_params.context_truncation_length_limit + else: + token_limit_for_truncation = request_params.maxTokens + + # 2. Call the truncation manager to truncate the history if needed + truncated_multipart: List[PromptMessageMultipart] = await ContextTruncation.truncate_if_required( + messages=multipart_messages, + truncation_mode=request_params.context_truncation_mode, + limit=token_limit_for_truncation, + model_name=request_params.model, + system_prompt=system_prompt, + provider=self, + ) + # 3. If truncation occurred, convert back and update the messages list + old_token_length = ContextTruncation._estimate_tokens(messages=multipart_messages, model=request_params.model, system_prompt="") + new_token_length = ContextTruncation._estimate_tokens(messages=truncated_multipart, model=request_params.model, system_prompt="") + + if new_token_length < old_token_length: + self.logger.info( + f"History truncated from {old_token_length} to {new_token_length} tokens." + ) + messages = OpenAIConverter.convert_from_openai_list_to_multipart(truncated_multipart) + + arguments = self._prepare_api_request( + messages=messages, + tools=available_tools, + request_params=request_params + ) + response_message = await self._execute_streaming_call(arguments, request_params.model) + + self.logger.debug(f"OpenAI completion requested for: {arguments}") self._log_chat_progress(self.chat_turn(), model=self.default_request_params.model) - # Use basic streaming API - stream = await self._initialize_client().chat.completions.create(**arguments) - # Process the stream - response = await self._process_stream(stream, self.default_request_params.model) + # The finish_reason is on the choice object, not the message itself. + # We get this from the stateful stream processor's final result. + # This is a simplification; in a real scenario, we'd get this from `_execute_streaming_call`. + # For this refactor, we assume the reason is on the message for simplicity. + # A more robust implementation would return a tuple (message, finish_reason) from execute_call. + finish_reason = getattr(response_message, "finish_reason", "stop") + if response_message.tool_calls: + finish_reason = "tool_calls" + + + # + # + # -.- + # + # + action, new_content, messages_to_append = await self._process_response_actions( + message=response_message, finish_reason=finish_reason, available_tools=available_tools, params=request_params + ) + + if new_content: + all_content_responses.extend(new_content) + if messages_to_append: + messages.extend(messages_to_append) # Track usage if response is valid and has usage data if ( - hasattr(response, "usage") - and response.usage - and not isinstance(response, BaseException) + hasattr(response_message, "usage") + and response_message.usage + and not isinstance(response_message, BaseException) ): try: model_name = self.default_request_params.model or DEFAULT_OPENAI_MODEL - turn_usage = TurnUsage.from_openai(response.usage, model_name) + turn_usage = TurnUsage.from_openai(response_message.usage, model_name) self._finalize_turn_usage(turn_usage) except Exception as e: self.logger.warning(f"Failed to track usage: {e}") self.logger.debug( - "OpenAI completion response:", - data=response, + "OpenAI completion response_message:", + data=response_message, ) - if isinstance(response, AuthenticationError): - raise ProviderKeyError( - "Rejected OpenAI API key", - "The configured OpenAI API key was rejected.\n" - "Please check that your API key is valid and not expired.", - ) from response - elif isinstance(response, BaseException): - self.logger.error(f"Error: {response}") - break - - if not response.choices or len(response.choices) == 0: - # No response from the model, we're done + if action == self.ACTIONS.STOP: + self.logger.debug(f"Iteration {i}: Stopping because action is '{finish_reason}'") break - choice = response.choices[0] - message = choice.message - # prep for image/audio gen models - if message.content: - responses.append(TextContent(type="text", text=message.content)) - - # ParsedChatCompletionMessage is compatible with ChatCompletionMessage - # since it inherits from it, so we can use it directly - messages.append(message) - - message_text = message.content - if await self._is_tool_stop_reason(choice.finish_reason) and message.tool_calls: - if message_text: - await self.show_assistant_message( - message_text, - message.tool_calls[ - 0 - ].function.name, # TODO support displaying multiple tool calls - ) - else: - await self.show_assistant_message( - Text( - "the assistant requested tool calls", - style="dim green italic", - ), - message.tool_calls[0].function.name, - ) - - tool_results = [] - for tool_call in message.tool_calls: - self.show_tool_call( - available_tools, - tool_call.function.name, - tool_call.function.arguments, - ) - tool_call_request = CallToolRequest( - method="tools/call", - params=CallToolRequestParams( - name=tool_call.function.name, - arguments={} - if not tool_call.function.arguments - or tool_call.function.arguments.strip() == "" - else from_json(tool_call.function.arguments, allow_partial=True), - ), - ) - result = await self.call_tool(tool_call_request, tool_call.id) - self.show_tool_result(result) - - tool_results.append((tool_call.id, result)) - responses.extend(result.content) - messages.extend(OpenAIConverter.convert_function_results_to_openai(tool_results)) - - self.logger.debug( - f"Iteration {i}: Tool call results: {str(tool_results) if tool_results else 'None'}" - ) - elif choice.finish_reason == "length": - # We have reached the max tokens limit - self.logger.debug(f"Iteration {i}: Stopping because finish_reason is 'length'") - if request_params and request_params.maxTokens is not None: - message_text = Text( - f"the assistant has reached the maximum token limit ({request_params.maxTokens})", - style="dim green italic", - ) - else: - message_text = Text( - "the assistant has reached the maximum token limit", - style="dim green italic", - ) - - await self.show_assistant_message(message_text) - break - elif choice.finish_reason == "content_filter": - # The response was filtered by the content filter - self.logger.debug( - f"Iteration {i}: Stopping because finish_reason is 'content_filter'" - ) - break - elif choice.finish_reason == "stop": - self.logger.debug(f"Iteration {i}: Stopping because finish_reason is 'stop'") - if message_text: - await self.show_assistant_message(message_text, "") - break + else: + self.logger.warning( + f"Exceeded max iterations ({request_params.max_iterations}) without stopping." + ) if request_params.use_history: - # Get current prompt messages prompt_messages = self.history.get(include_completion_history=False) + system_offset = 1 if system_prompt else 0 + new_history_start_index = len(prompt_messages) + system_offset + self.history.set(messages[new_history_start_index:]) - # Calculate new conversation messages (excluding prompts) - new_messages = messages[len(prompt_messages) :] - - if system_prompt: - new_messages = new_messages[1:] - - self.history.set(new_messages) - - self._log_chat_finished(model=self.default_request_params.model) - - return responses + self._log_chat_finished(model=request_params.model) + return all_content_responses async def _is_tool_stop_reason(self, finish_reason: str) -> bool: return True async def _apply_prompt_provider_specific( self, - multipart_messages: List["PromptMessageMultipart"], - request_params: RequestParams | None = None, + multipart_messages: List[PromptMessageMultipart], + request_params: Optional[RequestParams] = None, is_template: bool = False, ) -> PromptMessageMultipart: - # Reset tool call counter for new turn + """Applies a prompt, handling history and generating a response.""" self._reset_turn_tool_calls() - - last_message = multipart_messages[-1] - + # Add all previous messages to history (or all messages if last is from assistant) - # if the last message is a "user" inference is required - messages_to_add = ( - multipart_messages[:-1] if last_message.role == "user" else multipart_messages - ) - converted = [] - for msg in messages_to_add: - converted.append(OpenAIConverter.convert_to_openai(msg)) + # if the last message is a "user", inference is required + last_message = multipart_messages[-1] - # TODO -- this looks like a defect from previous apply_prompt implementation. - self.history.extend(converted, is_prompt=is_template) + if last_message.role == "user": + messages_to_add = multipart_messages[:-1] + else: + messages_to_add = multipart_messages + + ####################################### + #### Convert and Add to History ####### + ####################################### + openai_messages = [] ## + for message in messages_to_add: ## + openai_messages.append(OpenAIConverter.convert_to_openai(message) + ) ## + self.history.extend(openai_messages, is_prompt=is_template) + ####################################### if "assistant" == last_message.role: - return last_message + return last_message # For assistant messages: Return the last message (no completion needed) - # For assistant messages: Return the last message (no completion needed) + ####################################### + #### Call OpenAI API ################## + ####################################### message_param: OpenAIMessage = OpenAIConverter.convert_to_openai(last_message) responses: List[ContentBlock] = await self._openai_completion( - message_param, - request_params, - ) - return Prompt.assistant(*responses) + message=message_param, ## + request_params=request_params, ## + ) ## + return Prompt.assistant(*responses) ## + ####################################### async def pre_tool_call(self, tool_call_id: str | None, request: CallToolRequest): return request @@ -566,3 +552,5 @@ def adjust_schema(self, inputSchema: Dict) -> Dict: result = inputSchema.copy() result["properties"] = {} return result + + diff --git a/src/mcp_agent/llm/providers/multipart_converter_openai.py b/src/mcp_agent/llm/providers/multipart_converter_openai.py index d92c7769..3d9a92e9 100644 --- a/src/mcp_agent/llm/providers/multipart_converter_openai.py +++ b/src/mcp_agent/llm/providers/multipart_converter_openai.py @@ -1,14 +1,43 @@ +import base64 +import json from typing import Any, Dict, List, Optional, Tuple, Union from mcp.types import ( + CallToolRequestParams, CallToolResult, EmbeddedResource, - ImageContent, + PromptMessage, ResourceLink, TextContent, + ImageContent, + +) +from openai.types.chat import ( + ChatCompletionMessage, + ChatCompletionUserMessageParam, + + ChatCompletionMessageParam, + ChatCompletionMessageToolCall, + ChatCompletionSystemMessageParam, + ChatCompletionToolParam, ) -from openai.types.chat import ChatCompletionMessageParam +from openai.types.chat.chat_completion_message_tool_call import ( + Function, +) + +""" +openai/types/chat/chat_completion_message_param.py + +ChatCompletionMessageParam: TypeAlias = Union[ + ChatCompletionDeveloperMessageParam, + ChatCompletionSystemMessageParam, + ChatCompletionUserMessageParam, + ChatCompletionAssistantMessageParam, + ChatCompletionToolMessageParam, + ChatCompletionFunctionMessageParam, +] +""" from mcp_agent.logging.logger import get_logger from mcp_agent.mcp.helpers.content_helpers import ( @@ -162,7 +191,7 @@ def _concatenate_text_blocks(blocks: List[ContentBlock]) -> List[ContentBlock]: @staticmethod def convert_prompt_message_to_openai( message: PromptMessage, concatenate_text_blocks: bool = False - ) -> ChatCompletionMessageParam: + ) -> ChatCompletionMessage: """ Convert a standard PromptMessage to OpenAI API format. @@ -372,7 +401,7 @@ def convert_tool_result_to_openai( tool_result: CallToolResult, tool_call_id: str, concatenate_text_blocks: bool = False, - ) -> Union[Dict[str, Any], Tuple[Dict[str, Any], List[Dict[str, Any]]]]: + ) -> Tuple[str, Optional[List]]: """ Convert a CallToolResult to an OpenAI tool message. @@ -433,7 +462,7 @@ def convert_tool_result_to_openai( # If there's no non-text content, return just the tool message if not non_text_content: - return tool_message + return (tool_message, None) # Process non-text content as a separate user message non_text_multipart = PromptMessageMultipart(role="user", content=non_text_content) @@ -442,15 +471,17 @@ def convert_tool_result_to_openai( user_message = OpenAIConverter.convert_to_openai(non_text_multipart) # We need to add tool_call_id manually - user_message["tool_call_id"] = tool_call_id + # user_message["tool_call_id"] = tool_call_id return (tool_message, [user_message]) @staticmethod def convert_function_results_to_openai( - results: List[Tuple[str, CallToolResult]], - concatenate_text_blocks: bool = False, - ) -> List[Dict[str, Any]]: + results: List[CallToolResult], + concatenate_text_blocks: bool, + arguments: str, + function_name: str, + ) -> List[ChatCompletionMessage]: """ Convert a list of function call results to OpenAI messages. @@ -461,22 +492,138 @@ def convert_function_results_to_openai( Returns: List of OpenAI API messages for tool responses """ - messages = [] + messages: List[ChatCompletionMessage] = [] for tool_call_id, result in results: - converted = OpenAIConverter.convert_tool_result_to_openai( + tool_message, additional_messages = OpenAIConverter.convert_tool_result_to_openai( tool_result=result, tool_call_id=tool_call_id, concatenate_text_blocks=concatenate_text_blocks, ) - # Handle the case where we have mixed content and get back a tuple - if isinstance(converted, tuple): - tool_message, additional_messages = converted - messages.append(tool_message) - messages.extend(additional_messages) - else: - # Single message case (text-only) - messages.append(converted) + openai_function = Function( + arguments=arguments, + name=function_name + ) + + message_tool_call = ChatCompletionMessageToolCall( + id=tool_call_id, + function=openai_function + ) + + messages.append(ChatCompletionMessage( + content=tool_message["content"], + role=tool_message["role"], + tool_calls=[message_tool_call] + + )) + if additional_messages: + for additional_message in additional_messages: + messages.append(ChatCompletionMessage(content=additional_message)) return messages + + + @staticmethod + def convert_from_openai_list_to_multipart( + messages: List[ChatCompletionMessage], + ) -> List[PromptMessageMultipart]: + """Converts a list of OpenAI messages to a list of PromptMessageMultipart.""" + return [OpenAIConverter.convert_from_openai_to_multipart(msg) for msg in messages] + + @staticmethod + def _convert_openai_content_to_mcp_parts( + content: Union[str, List[Dict[str, Any]]] + ) -> List[Union[TextContent, ImageContent]]: + """ + Converts the content part of an OpenAI message into a list of MCP ContentBlocks. + + Args: + content: The content from an OpenAI message, which can be a string or a list of parts. + + Returns: + A list of MCP ContentBlock objects (e.g., TextContent, ImageContent). + """ + if not content: + return [] + + # Handle simple string content + if isinstance(content, str): + return [TextContent(type="text", text=content)] + + mcp_parts = [] + # Handle a list of content blocks + for part in content: + part_type = part.get("type") + + if part_type == "text": + mcp_parts.append(TextContent(type="text", text=part.get("text", ""))) + + elif part_type == "image_url": + image_url_data = part.get("image_url", {}) + url = image_url_data.get("url", "") + + # Check for and parse base64 data URIs + if url.startswith("data:"): + try: + # e.g., "data:image/jpeg;base64,iVBORw0KGgo..." + header, encoded_data = url.split(",", 1) + mime_type = header.split(":")[1].split(";")[0] + mcp_parts.append( + ImageContent(type="image", mimeType=mime_type, data=encoded_data) + ) + except (ValueError, IndexError) as e: + _logger.warning(f"Could not parse image data URI: {url}, error: {e}") + else: + # Handle regular URLs by converting them to a descriptive text block + mcp_parts.append(TextContent(type="text", text=f"[Image at URL: {url}]")) + else: + _logger.warning(f"Skipping unsupported OpenAI content part type: {part_type}") + + return mcp_parts + + @staticmethod + def convert_from_openai_to_multipart(message: ChatCompletionMessage) -> PromptMessageMultipart: + """Converts a single OpenAI message to a PromptMessageMultipart.""" + role = message["role"] + mcp_content: List[Union[TextContent, ImageContent, CallToolResult]] = [] + + # Handle tool results, which have a unique structure + if role == "tool": + text_content = str(message.get("content", "")) + # The content should be a TextContent block, not a CallToolResult + mcp_content.append(TextContent(text=text_content)) + # The role can remain "tool" if your system handles it, or be mapped to "user" + return PromptMessageMultipart(role=role, content=mcp_content) + + # Handle standard content (text, images) for user/assistant messages + mcp_content.extend( + OpenAIConverter._convert_openai_content_to_mcp_parts(message.get("content")) + ) + + # Handle tool call requests from assistant messages + if tool_calls := message.get("tool_calls"): + for tool_call in tool_calls: + if tool_call.get("type") == "function": + function = tool_call.get("function", {}) + name = function.get("name") + arguments_str = function.get("arguments", "{}") + try: + arguments_dict = json.loads(arguments_str) + except json.JSONDecodeError: + _logger.error(f"Failed to decode tool arguments: {arguments_str}") + arguments_dict = { + "error": "failed to decode arguments", + "raw_arguments": arguments_str, + } + + # Use CallToolRequestParams instead of CallTool + mcp_content.append( + CallToolRequestParams( + id=tool_call.get("id"), # Pass id as an extra field + name=name, + arguments=arguments_dict, # Use 'arguments' field + ) + ) + + return PromptMessageMultipart(role=role, content=mcp_content) \ No newline at end of file From 2ba457dd2b3ff99801e69aa9567280423e9bc604 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Tue, 29 Jul 2025 15:36:40 +0200 Subject: [PATCH 15/30] OpenAI truncation draft - working stably as far as I can test right now --- .../context_truncation_and_summarization.py | 6 +- .../providers/augmented_llm_google_native.py | 3 +- .../llm/providers/augmented_llm_openai.py | 52 +-- .../llm/providers/google_converter.py | 47 ++- .../providers/multipart_converter_openai.py | 330 ++++++++++++++---- 5 files changed, 318 insertions(+), 120 deletions(-) diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index e010f0c2..03f8fae7 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -60,11 +60,11 @@ async def truncate_if_required( logger.warning(f""" truncate_if_required() -messages: {messages} -truncation_mode: {str(truncation_mode)} +messages: {messages[:20]} +truncation_mode: {str(truncation_mode)[:20]} limit: {str(limit)} model_name: {model_name} -system_prompt: {system_prompt} +system_prompt: {system_prompt[:20]} """) diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index a88f4d76..955a6fea 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -363,7 +363,8 @@ async def _apply_prompt_provider_specific( # 1. Prepare messages for the current turn self.history.extend(multipart_messages, is_prompt=is_template) messages_for_turn = GoogleConverter.convert_to_google_content( - self.history.get(include_completion_history=params.use_history) + messages=self.history.get(include_completion_history=params.use_history), + ) last_message_role = multipart_messages[-1].role if multipart_messages else None diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index 95a141d3..b22f6fa9 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -17,6 +17,7 @@ ChatCompletionMessageToolCall, ChatCompletionSystemMessageParam, ChatCompletionToolParam, + ChatCompletionUserMessageParam, ) from openai.types.responses import ( ResponseFunctionToolCall @@ -43,7 +44,6 @@ from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.multipart_converter_openai import ( OpenAIConverter, - OpenAIMessage, ) from mcp_agent.llm.context_truncation_and_summarization import ( ContextTruncation @@ -192,6 +192,28 @@ def _prepare_request_payload( return self.prepare_provider_arguments( base_args, params, self.OPENAI_EXCLUDE_FIELDS.union(self.BASE_EXCLUDE_FIELDS) ) + + async def execute_simple_api_call(self, message_string: str, max_tokens=2_000) -> str: + """ + Executes a basic ChatCompletion request with a single user message. + + Args: + message_string (str): The user's message. + max_tokens (int): The maximum number of tokens to generate. + + Returns: + str: The content of the model's reply. + """ + + model = self.default_request_params.model + + response = await self.client.chat.completions.create( + model=model, + messages=[{"role": "user", "content": message_string}], + max_tokens=max_tokens + ) + + return response.choices[0].message.content async def _execute_streaming_call( self, arguments: dict, model: str @@ -294,6 +316,7 @@ async def _process_response_actions( tool_calls: List[ResponseFunctionToolCall] = message.tool_calls + # Message role must be "user" tool_content, tool_results_message = await self._process_tool_calls( tool_calls, available_tools ) @@ -323,7 +346,7 @@ async def _process_response_actions( async def _openai_completion( self, - message: OpenAIMessage, + new_message: ChatCompletionMessageParam, request_params: Optional[RequestParams] = None, structured_model: Optional[Type[ModelT]] = None, @@ -334,14 +357,11 @@ async def _openai_completion( """ request_params = self.get_request_params(request_params) messages: List[ChatCompletionMessageParam] = self.history.get(include_completion_history=request_params.use_history) - messages.append(message) + messages.append(new_message) all_content_responses: List[ContentBlock] = [] system_prompt = self.instruction or request_params.systemPrompt - messages.extend(self.history.get(include_completion_history=request_params.use_history)) - messages.append(message) # New message - available_tools = await self._prepare_tools(structured_model) if not available_tools: @@ -355,11 +375,7 @@ async def _openai_completion( self._log_chat_progress(self.chat_turn(), model=request_params.model) if hasattr(request_params, "context_truncation_mode") and request_params.context_truncation_mode: - # 1. Convert from Anthropic's format to your internal MCP format - - for message in messages: - message["role"] - + # 1. Convert from Anthropic's format to MCP format multipart_messages = OpenAIConverter.convert_from_openai_list_to_multipart(messages) if hasattr(request_params, "context_truncation_length_limit") and request_params.context_truncation_length_limit: @@ -385,7 +401,7 @@ async def _openai_completion( self.logger.info( f"History truncated from {old_token_length} to {new_token_length} tokens." ) - messages = OpenAIConverter.convert_from_openai_list_to_multipart(truncated_multipart) + # messages = OpenAIConverter.convert_from_openai_list_to_multipart(truncated_multipart) arguments = self._prepare_api_request( messages=messages, @@ -406,12 +422,6 @@ async def _openai_completion( if response_message.tool_calls: finish_reason = "tool_calls" - - # - # - # -.- - # - # action, new_content, messages_to_append = await self._process_response_actions( message=response_message, finish_reason=finish_reason, available_tools=available_tools, params=request_params ) @@ -494,9 +504,11 @@ async def _apply_prompt_provider_specific( ####################################### #### Call OpenAI API ################## ####################################### - message_param: OpenAIMessage = OpenAIConverter.convert_to_openai(last_message) + + # ChatCompletionMessageParam is simply a dict at runtime. + message_param: ChatCompletionMessageParam = OpenAIConverter.convert_to_openai(last_message) responses: List[ContentBlock] = await self._openai_completion( - message=message_param, ## + new_message=message_param, ## request_params=request_params, ## ) ## return Prompt.assistant(*responses) ## diff --git a/src/mcp_agent/llm/providers/google_converter.py b/src/mcp_agent/llm/providers/google_converter.py index c96913da..b3a2954c 100644 --- a/src/mcp_agent/llm/providers/google_converter.py +++ b/src/mcp_agent/llm/providers/google_converter.py @@ -31,7 +31,8 @@ class GoogleConverter: Converts between fast-agent and google.genai data structures. """ - def _clean_schema_for_google(self, schema: Dict[str, Any]) -> Dict[str, Any]: + @staticmethod + def _clean_schema_for_google(schema: Dict[str, Any]) -> Dict[str, Any]: """ Recursively removes unsupported JSON schema keywords for google.genai.types.Schema. Specifically removes 'additionalProperties', '$schema', 'exclusiveMaximum', and 'exclusiveMinimum'. @@ -57,19 +58,18 @@ def _clean_schema_for_google(self, schema: Dict[str, Any]) -> Dict[str, Any]: continue # Remove unsupported string formats if isinstance(value, dict): - cleaned_schema[key] = self._clean_schema_for_google(value) + cleaned_schema[key] = GoogleConverter._clean_schema_for_google(value) elif isinstance(value, list): cleaned_schema[key] = [ - self._clean_schema_for_google(item) if isinstance(item, dict) else item + GoogleConverter._clean_schema_for_google(item) if isinstance(item, dict) else item for item in value ] else: cleaned_schema[key] = value return cleaned_schema - def convert_to_google_content( - self, messages: List[PromptMessageMultipart] - ) -> List[types.Content]: + @staticmethod + def convert_to_google_content(messages: List[PromptMessageMultipart]) -> List[types.Content]: """ Converts a list of fast-agent PromptMessageMultipart to google.genai types.Content. Handles different roles and content types (text, images, etc.). @@ -142,13 +142,14 @@ def convert_to_google_content( google_contents.append(types.Content(role=google_role, parts=parts)) return google_contents - def convert_to_google_tools(self, tools: List[ToolDefinition]) -> List[types.Tool]: + @staticmethod + def convert_to_google_tools(tools: List[ToolDefinition]) -> List[types.Tool]: """ Converts a list of fast-agent ToolDefinition to google.genai types.Tool. """ google_tools: List[types.Tool] = [] for tool in tools: - cleaned_input_schema = self._clean_schema_for_google(tool.inputSchema) + cleaned_input_schema = GoogleConverter._clean_schema_for_google(tool.inputSchema) function_declaration = types.FunctionDeclaration( name=tool.name, description=tool.description if tool.description else "", @@ -157,9 +158,8 @@ def convert_to_google_tools(self, tools: List[ToolDefinition]) -> List[types.Too google_tools.append(types.Tool(function_declarations=[function_declaration])) return google_tools - def convert_from_google_content( - self, content: types.Content - ) -> List[ContentBlock | CallToolRequestParams]: + @staticmethod + def convert_from_google_content(content: types.Content) -> List[ContentBlock | CallToolRequestParams]: """ Converts google.genai types.Content from a model response to a list of fast-agent content types or tool call requests. @@ -181,9 +181,8 @@ def convert_from_google_content( ) return fast_agent_parts - def convert_from_google_function_call( - self, function_call: types.FunctionCall - ) -> CallToolRequest: + @staticmethod + def convert_from_google_function_call(function_call: types.FunctionCall) -> CallToolRequest: """ Converts a single google.genai types.FunctionCall to a fast-agent CallToolRequest. """ @@ -195,9 +194,8 @@ def convert_from_google_function_call( ), ) - def convert_function_results_to_google( - self, tool_results: List[Tuple[str, CallToolResult]] - ) -> List[types.Content]: + @staticmethod + def convert_function_results_to_google(tool_results: List[Tuple[str, CallToolResult]]) -> List[types.Content]: """ Converts a list of fast-agent tool results to google.genai types.Content with role 'tool'. Handles multimodal content in tool results. @@ -293,9 +291,8 @@ def convert_function_results_to_google( ) return google_tool_response_contents - def convert_request_params_to_google_config( - self, request_params: RequestParams - ) -> types.GenerateContentConfig: + @staticmethod + def convert_request_params_to_google_config(request_params: RequestParams) -> types.GenerateContentConfig: """ Converts fast-agent RequestParams to google.genai types.GenerateContentConfig. """ @@ -324,15 +321,15 @@ def convert_request_params_to_google_config( config_args["system_instruction"] = request_params.systemPrompt return types.GenerateContentConfig(**config_args) - def convert_from_google_content_list( - self, contents: List[types.Content] - ) -> List[PromptMessageMultipart]: + @staticmethod + def convert_from_google_content_list(contents: List[types.Content]) -> List[PromptMessageMultipart]: """ Converts a list of google.genai types.Content to a list of fast-agent PromptMessageMultipart. """ - return [self._convert_from_google_content(content) for content in contents] + return [GoogleConverter._convert_from_google_content(content) for content in contents] - def _convert_from_google_content(self, content: types.Content) -> PromptMessageMultipart: + @staticmethod + def _convert_from_google_content(content: types.Content) -> PromptMessageMultipart: """ Converts a single google.genai types.Content to a fast-agent PromptMessageMultipart. """ diff --git a/src/mcp_agent/llm/providers/multipart_converter_openai.py b/src/mcp_agent/llm/providers/multipart_converter_openai.py index 3d9a92e9..54b104e5 100644 --- a/src/mcp_agent/llm/providers/multipart_converter_openai.py +++ b/src/mcp_agent/llm/providers/multipart_converter_openai.py @@ -2,7 +2,11 @@ import json from typing import Any, Dict, List, Optional, Tuple, Union + from mcp.types import ( + ContentBlock, + + CallToolRequestParams, CallToolResult, EmbeddedResource, @@ -12,16 +16,43 @@ TextContent, ImageContent, + Role, + ) from openai.types.chat import ( + ChatCompletionToolMessageParam, ChatCompletionMessage, + ChatCompletionFunctionMessageParam, # OUTDATED! DO NOT USE!!!!!!!!! ChatCompletionUserMessageParam, + ChatCompletionAssistantMessageParam, ChatCompletionMessageParam, ChatCompletionMessageToolCall, ChatCompletionSystemMessageParam, ChatCompletionToolParam, + ChatCompletionContentPartParam, + ChatCompletionContentPartTextParam, + ChatCompletionContentPartImageParam, + ChatCompletionContentPartInputAudioParam, ) +""" +ChatCompletionContentPartParam: TypeAlias = Union[ + ChatCompletionContentPartTextParam, + ChatCompletionContentPartImageParam, + ChatCompletionContentPartInputAudioParam, + File, +] + +class ChatCompletionContentPartTextParam(TypedDict, total=False): + text: Required[str] + '''The text content.''' + + type: Required[Literal["text"]] + '''The type of the content part.''' + +""" + + from openai.types.chat.chat_completion_message_tool_call import ( Function, ) @@ -59,10 +90,6 @@ _logger = get_logger("multipart_converter_openai") -# Define type aliases for content blocks -ContentBlock = Dict[str, Any] -OpenAIMessage = Dict[str, Any] - class OpenAIConverter: """Converts MCP message types to OpenAI API format.""" @@ -82,10 +109,12 @@ def _is_supported_image_type(mime_type: str) -> bool: mime_type is not None and is_image_mime_type(mime_type) and mime_type != "image/svg+xml" ) + + + + @staticmethod - def convert_to_openai( - multipart_msg: PromptMessageMultipart, concatenate_text_blocks: bool = False - ) -> Dict[str, str | ContentBlock | List[ContentBlock]]: + def convert_to_openai(multipart_msg: PromptMessageMultipart, concatenate_text_blocks: Optional[bool] = False) -> ChatCompletionMessageParam: """ Convert a PromptMessageMultipart message to OpenAI API format. @@ -94,26 +123,75 @@ def convert_to_openai( concatenate_text_blocks: If True, adjacent text blocks will be combined Returns: - An OpenAI API message object + An OpenAI API message object: ChatCompletionMessageParam + + The ChatCompletionMessageParam class has sub-classes: + + ChatCompletionMessageParam: TypeAlias = Union[ + ChatCompletionDeveloperMessageParam, + ChatCompletionSystemMessageParam, + ChatCompletionUserMessageParam, + ChatCompletionAssistantMessageParam, + ChatCompletionToolMessageParam, + ChatCompletionFunctionMessageParam, + ] """ role = multipart_msg.role # Handle empty content if not multipart_msg.content: - return {"role": role, "content": ""} + if role == "user": + return ChatCompletionUserMessageParam( + content="", + role=role, + ) + + elif role == "system": + raise ValueError(f"System message should not be empty.") + + elif role == "assistant": + return ChatCompletionAssistantMessageParam( + content="", + role=role, + ) + + else: + raise ValueError(f"role: {role} not supported") # single text block if 1 == len(multipart_msg.content) and is_text_content(multipart_msg.content[0]): - return {"role": role, "content": get_text(multipart_msg.content[0])} + if role == "user": + return ChatCompletionUserMessageParam( + content=get_text(multipart_msg.content[0]), + role=role, + ) + elif role == "system": + return ChatCompletionSystemMessageParam( + content=get_text(multipart_msg.content[0]), + role=role, + ) + elif role == "assistant": + return ChatCompletionAssistantMessageParam( + content=get_text(multipart_msg.content[0]), + role=role, + ) + else: + raise ValueError(f"role: {role} not supported") # For user messages, convert each content block - content_blocks: List[ContentBlock] = [] + content_blocks: List[ChatCompletionContentPartParam] = [] for item in multipart_msg.content: try: if is_text_content(item): text = get_text(item) - content_blocks.append({"type": "text", "text": text}) + + content = ChatCompletionContentPartTextParam( + text=text, + type="text", + ) + + content_blocks.append(content) elif is_image_content(item): content_blocks.append(OpenAIConverter._convert_image_content(item)) @@ -141,14 +219,50 @@ def convert_to_openai( content_blocks.append({"type": "text", "text": fallback_text}) if not content_blocks: - return {"role": role, "content": ""} + if role == "user": + chat_completion_user = ChatCompletionUserMessageParam( + content="content_blocks", + role=role, + ) + return chat_completion_user + elif role == "assistant": + chat_completion_assistant = ChatCompletionAssistantMessageParam( + content="content_blocks", + role=role, + ) + return chat_completion_assistant + elif role == "system": + chat_completion_system = ChatCompletionSystemMessageParam( + content="content_blocks", + role=role, + ) + return chat_completion_system + else: + raise ValueError(f"role: {role} not available.") # If concatenate_text_blocks is True, combine adjacent text blocks if concatenate_text_blocks: content_blocks = OpenAIConverter._concatenate_text_blocks(content_blocks) # Return user message with content blocks - return {"role": role, "content": content_blocks} + if role == "user": + chat_completion = ChatCompletionUserMessageParam( + content=content_blocks, + role=role, + ) + elif role == "assistant": + chat_completion = ChatCompletionAssistantMessageParam( + content=content_blocks, + role=role, + ) + + elif role == "system": + chat_completion = ChatCompletionSystemMessageParam( + content=content_blocks, + role=role, + ) + + return chat_completion @staticmethod def _concatenate_text_blocks(blocks: List[ContentBlock]) -> List[ContentBlock]: @@ -190,8 +304,9 @@ def _concatenate_text_blocks(blocks: List[ContentBlock]) -> List[ContentBlock]: @staticmethod def convert_prompt_message_to_openai( - message: PromptMessage, concatenate_text_blocks: bool = False - ) -> ChatCompletionMessage: + message: PromptMessage, + concatenate_text_blocks: Optional[bool] = False + ) -> ChatCompletionUserMessageParam: """ Convert a standard PromptMessage to OpenAI API format. @@ -209,13 +324,11 @@ def convert_prompt_message_to_openai( return OpenAIConverter.convert_to_openai(multipart, concatenate_text_blocks) @staticmethod - def _convert_image_content(content: ImageContent) -> ContentBlock: + def _convert_image_content(content: ImageContent) -> ChatCompletionContentPartImageParam: """Convert ImageContent to OpenAI image_url content block.""" - # Get image data using helper - image_data = get_image_data(content) - - # OpenAI requires image URLs or data URIs for images - image_url = {"url": f"data:{content.mimeType};base64,{image_data}"} + image_data = get_image_data(content) # Get image data using helper + + image_url = {"url": f"data:{content.mimeType};base64,{image_data}"} # OpenAI requires image URLs or data URIs for images # Check if the image has annotations for detail level if hasattr(content, "annotations") and content.annotations: @@ -224,7 +337,12 @@ def _convert_image_content(content: ImageContent) -> ContentBlock: if detail in ("auto", "low", "high"): image_url["detail"] = detail - return {"type": "image_url", "image_url": image_url} + chat_completion_content_part_image = ChatCompletionContentPartImageParam( + image_url=image_url, + type="image_url", + ) + + return chat_completion_content_part_image @staticmethod def _determine_mime_type(resource_content) -> str: @@ -250,9 +368,7 @@ def _determine_mime_type(resource_content) -> str: return "text/plain" @staticmethod - def _convert_resource_link( - resource: ResourceLink, - ) -> Optional[ContentBlock]: + def _convert_resource_link(resource: ResourceLink) -> Optional[ContentBlock]: """ Convert ResourceLink to OpenAI content block. @@ -276,9 +392,7 @@ def _convert_resource_link( } @staticmethod - def _convert_embedded_resource( - resource: EmbeddedResource, - ) -> Optional[ContentBlock]: + def _convert_embedded_resource(resource: EmbeddedResource) -> Optional[ContentBlock]: """ Convert EmbeddedResource to appropriate OpenAI content block. @@ -370,9 +484,7 @@ def _convert_embedded_resource( } @staticmethod - def _extract_text_from_content_blocks( - content: Union[str, List[ContentBlock]], - ) -> str: + def _extract_text_from_content_blocks(content: Union[str, List[ContentBlock]]) -> str: """ Extract and combine text from content blocks. @@ -444,24 +556,21 @@ def convert_tool_result_to_openai( temp_multipart, concatenate_text_blocks=concatenate_text_blocks ) - # Extract text from content blocks - tool_message_content = OpenAIConverter._extract_text_from_content_blocks( + tool_message_content = OpenAIConverter._extract_text_from_content_blocks( # Extract text from content blocks converted.get("content", "") ) - # Ensure we always have non-empty content for compatibility - if not tool_message_content or tool_message_content.strip() == "": + + if not tool_message_content or tool_message_content.strip() == "": # Ensure that not empty. tool_message_content = "[Tool completed successfully]" - - # Create the tool message with just the text - tool_message = { + + tool_message = { # Create the tool message with just the text "role": "tool", "tool_call_id": tool_call_id, "content": tool_message_content, } - - # If there's no non-text content, return just the tool message - if not non_text_content: + + if not non_text_content: # If there's no non-text content, return just the tool message return (tool_message, None) # Process non-text content as a separate user message @@ -481,7 +590,7 @@ def convert_function_results_to_openai( concatenate_text_blocks: bool, arguments: str, function_name: str, - ) -> List[ChatCompletionMessage]: + ) -> List[ChatCompletionToolMessageParam]: """ Convert a list of function call results to OpenAI messages. @@ -502,28 +611,32 @@ def convert_function_results_to_openai( ) openai_function = Function( - arguments=arguments, + arguments=str(arguments), name=function_name ) message_tool_call = ChatCompletionMessageToolCall( id=tool_call_id, - function=openai_function + function=openai_function, + type="function", ) - messages.append(ChatCompletionMessage( + chat_completion_function_message_param = ChatCompletionToolMessageParam( + role="tool", + # name=function_name, # message_tool_call, content=tool_message["content"], - role=tool_message["role"], - tool_calls=[message_tool_call] + tool_call_id=tool_call_id, + ) + + messages.append(chat_completion_function_message_param) - )) if additional_messages: + raise ValueError("Additional messages not implemented.") for additional_message in additional_messages: - messages.append(ChatCompletionMessage(content=additional_message)) + messages.append(ChatCompletionFunctionMessageParam(name=additional_message)) return messages - @staticmethod def convert_from_openai_list_to_multipart( messages: List[ChatCompletionMessage], @@ -554,14 +667,30 @@ def _convert_openai_content_to_mcp_parts( mcp_parts = [] # Handle a list of content blocks for part in content: - part_type = part.get("type") + try: + part_type = part.get("type") + except: + part_type = part.type if part_type == "text": - mcp_parts.append(TextContent(type="text", text=part.get("text", ""))) + + try: + text = part.get("text", "") + except: + text = part.text + mcp_parts.append(TextContent(type="text", text=text)) elif part_type == "image_url": - image_url_data = part.get("image_url", {}) - url = image_url_data.get("url", "") + + try: + image_url_data = part.get("image_url", {}) + except: + image_url_data = part.image_url + + try: + url = image_url_data.get("url", "") + except: + url = image_url_data.url # Check for and parse base64 data URIs if url.startswith("data:"): @@ -585,29 +714,66 @@ def _convert_openai_content_to_mcp_parts( @staticmethod def convert_from_openai_to_multipart(message: ChatCompletionMessage) -> PromptMessageMultipart: """Converts a single OpenAI message to a PromptMessageMultipart.""" - role = message["role"] + try: + role = message["role"] + except: + role = message.role + mcp_content: List[Union[TextContent, ImageContent, CallToolResult]] = [] # Handle tool results, which have a unique structure - if role == "tool": + if role == "tool" or role == "function": + role: Role = "user" # Role only takes "assistant" and "user" as accepted types. text_content = str(message.get("content", "")) # The content should be a TextContent block, not a CallToolResult - mcp_content.append(TextContent(text=text_content)) + mcp_content.append(TextContent(text=text_content, type="text")) # The role can remain "tool" if your system handles it, or be mapped to "user" return PromptMessageMultipart(role=role, content=mcp_content) # Handle standard content (text, images) for user/assistant messages + try: + content = message.get("content") + except: + content = message.content + mcp_content.extend( - OpenAIConverter._convert_openai_content_to_mcp_parts(message.get("content")) + OpenAIConverter._convert_openai_content_to_mcp_parts(content) ) # Handle tool call requests from assistant messages - if tool_calls := message.get("tool_calls"): + try: + tool_calls: List[ChatCompletionMessageToolCall] = message.get("tool_calls") + except: + tool_calls: List[ChatCompletionMessageToolCall] = message.tool_calls + if tool_calls: for tool_call in tool_calls: - if tool_call.get("type") == "function": - function = tool_call.get("function", {}) - name = function.get("name") - arguments_str = function.get("arguments", "{}") + try: + tool_call_type = tool_call.get("type") + except: + tool_call_type = tool_call.type + + if tool_call_type == "function": + try: + function = tool_call.get("function", {}) + except: + try: + function = tool_call.function + except: + function = {} + + try: + name = function.get("name") + except: + name = function.name + + try: + arguments_str = function.get("arguments", "{}") + except: + try: + arguments_str = function.arguments + except: + arguments_str = {} + try: arguments_dict = json.loads(arguments_str) except json.JSONDecodeError: @@ -618,12 +784,34 @@ def convert_from_openai_to_multipart(message: ChatCompletionMessage) -> PromptMe } # Use CallToolRequestParams instead of CallTool - mcp_content.append( - CallToolRequestParams( - id=tool_call.get("id"), # Pass id as an extra field - name=name, - arguments=arguments_dict, # Use 'arguments' field - ) + try: + id_string = tool_call.get("id") + except: + id_string = tool_call.id + + content_piece: TextContent = TextContent( + text=f"name: {name}, arguments: {str(arguments_dict)}", + type="text", ) - + # ContentBlock = TextContent | ImageContent | AudioContent | ResourceLink | EmbeddedResource + # CallToolRequestParams( + # id=id_string, # Pass id as an extra field + # name=name, + # arguments=arguments_dict, # Use 'arguments' field + # ) + + mcp_content.append(content_piece) + + + if role == "tool" or role == "function": + role: Role = "user" + else: + role: Role = role + + for _ in mcp_content: + if not isinstance(_, ContentBlock) and not isinstance(_, TextContent): + raise ValueError(f"Type must be ContentBlock, not {type(_)}") + + # mcp_content: List[ContentBock] + # ContentBlock = TextContent | ImageContent | AudioContent | ResourceLink | EmbeddedResource return PromptMessageMultipart(role=role, content=mcp_content) \ No newline at end of file From 29a555c75229528e9c4e7d6511cfe401f8935312 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Tue, 29 Jul 2025 18:36:35 +0200 Subject: [PATCH 16/30] Added deepseek-reasoner API string to the model configuration database --- src/mcp_agent/llm/model_database.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/mcp_agent/llm/model_database.py b/src/mcp_agent/llm/model_database.py index 53033c6d..207b0ef2 100644 --- a/src/mcp_agent/llm/model_database.py +++ b/src/mcp_agent/llm/model_database.py @@ -201,6 +201,7 @@ class ModelDatabase: "claude-opus-4-20250514": ANTHROPIC_OPUS_4_VERSIONED, # DeepSeek Models "deepseek-chat": DEEPSEEK_CHAT_STANDARD, + "deepseek-reasoner": DEEPSEEK_REASONER, # Google Gemini Models (vanilla aliases and versioned) "gemini-2.0-flash": GEMINI_FLASH, "gemini-2.5-flash-preview": GEMINI_FLASH, From 8c2d134fb852cc97cc2ee14596ac8fd3e7ab79e4 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Fri, 8 Aug 2025 22:48:43 +0200 Subject: [PATCH 17/30] Resolved dependency conflict opentelemetry-exporter-otlp-proto-http>=1.34.1 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 3946aa29..be3477d1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,7 +17,7 @@ dependencies = [ "fastapi>=0.115.6", "mcp==1.12.1", "opentelemetry-distro>=0.55b0", - "opentelemetry-exporter-otlp-proto-http>=1.7.0", + "opentelemetry-exporter-otlp-proto-http>=1.34.1", "pydantic-settings>=2.7.0", "pydantic>=2.10.4", "pyyaml>=6.0.2", From 61c3a4a75426da8f99b4f10b0ba5820d24e0a63f Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 9 Aug 2025 11:25:15 +0200 Subject: [PATCH 18/30] Added CLI /compaction command and tested the summarization --- src/mcp_agent/core/enhanced_prompt.py | 7 + src/mcp_agent/core/interactive_prompt.py | 102 + src/mcp_agent/llm/augmented_llm.py | 96 +- .../context_truncation_and_summarization.py | 167 +- .../llm/providers/augmented_llm_anthropic.py | 9 +- .../providers/augmented_llm_google_native.py | 1 + .../llm/providers/augmented_llm_openai.py | 3 +- .../llm/test_augmented_llm_token_counting.py | 246 ++ .../llm/test_truncation_and_summarization.py | 415 ++++ uv.lock | 2008 ++++++++--------- 10 files changed, 1916 insertions(+), 1138 deletions(-) create mode 100644 tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py diff --git a/src/mcp_agent/core/enhanced_prompt.py b/src/mcp_agent/core/enhanced_prompt.py index b922a5b3..ca4bb71c 100644 --- a/src/mcp_agent/core/enhanced_prompt.py +++ b/src/mcp_agent/core/enhanced_prompt.py @@ -682,6 +682,8 @@ def pre_process_input(text): return "SHOW_USAGE" elif cmd == "markdown": return "MARKDOWN" + elif cmd == "compact": + return "COMPACT_HISTORY" elif cmd == "prompt": # Handle /prompt with no arguments as interactive mode if len(cmd_parts) > 1: @@ -857,6 +859,7 @@ async def handle_special_commands(command, agent_app=None): rich_print(" /agents - List available agents") rich_print(" /prompt - Apply a specific prompt by name") rich_print(" /usage - Show current usage statistics") + rich_print(" /compact - Compact conversation history using summarization") rich_print(" /markdown - Show last assistant message without markdown formatting") rich_print(" @agent_name - Switch to agent") rich_print(" STOP - Return control back to the workflow") @@ -896,6 +899,10 @@ async def handle_special_commands(command, agent_app=None): # Return a dictionary to signal that markdown display should be shown return {"show_markdown": True} + elif command == "COMPACT_HISTORY": + # Return a dictionary to signal that history compaction should be performed + return {"compact_history": True} + elif command == "SELECT_PROMPT" or ( isinstance(command, str) and command.startswith("SELECT_PROMPT:") ): diff --git a/src/mcp_agent/core/interactive_prompt.py b/src/mcp_agent/core/interactive_prompt.py index 7364ab72..d248efbc 100644 --- a/src/mcp_agent/core/interactive_prompt.py +++ b/src/mcp_agent/core/interactive_prompt.py @@ -193,6 +193,10 @@ async def prompt_loop( # Handle markdown display await self._show_markdown(prompt_provider, agent) continue + elif "compact_history" in command_result: + # Handle history compaction + await self._compact_history(prompt_provider, agent) + continue # Skip further processing if: # 1. The command was handled (command_result is truthy) @@ -772,3 +776,101 @@ async def _show_markdown(self, prompt_provider: PromptProvider, agent_name: str) except Exception as e: rich_print(f"[red]Error showing markdown: {e}[/red]") + + async def _compact_history(self, prompt_provider: PromptProvider, agent_name: str) -> None: + """ + Compact the conversation history using summarization. + + Args: + prompt_provider: Provider that has access to agents + agent_name: Name of the current agent + """ + try: + # Get agent to compact history for + if hasattr(prompt_provider, "_agent"): + # This is an AgentApp - get the specific agent + agent = prompt_provider._agent(agent_name) + else: + # This is a single agent + agent = prompt_provider + + # Check if agent has message history + if not hasattr(agent, "_llm") or not agent._llm: + rich_print("[yellow]No message history available to compact[/yellow]") + return + + message_history = agent._llm.message_history + if not message_history or len(message_history) <= 2: + rich_print("[yellow]Insufficient message history to compact (need more than 2 messages)[/yellow]") + return + + rich_print(f"[bold]Compacting conversation history for agent [cyan]{agent_name}[/cyan]...[/bold]") + rich_print(f"Current history: {len(message_history)} messages") + + # Import the ContextTruncation class + from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation + from mcp_agent.core.agent_types import ContextTruncationMode + + # Message history is already in PromptMessageMultipart format + multipart_messages = message_history + + # Apply summarization-based compaction + # Use a reasonable token limit - this could be made configurable + token_limit = 4000 # Conservative limit to trigger compaction + model_name = agent._llm.default_request_params.model or 'gpt-4' + system_prompt = "" # System prompt is part of message history, not separate + + compacted_messages = await ContextTruncation.truncate_if_required( + messages=multipart_messages, + truncation_mode=ContextTruncationMode.SUMMARIZE, + limit=token_limit, + model_name=model_name, + system_prompt=system_prompt, + provider=agent._llm + ) + + # Update both histories to keep them in sync + + # 1. Update universal history (PromptMessageMultipart format) + agent._llm._message_history = compacted_messages + + # 2. Update provider-specific history + # Need to convert PromptMessageMultipart to provider format and update provider history + # This ensures next API calls work correctly + try: + # Check if this is Anthropic provider + if hasattr(agent._llm, 'history') and 'anthropic' in str(type(agent._llm)).lower(): + from mcp_agent.llm.providers.multipart_converter_anthropic import AnthropicConverter + provider_messages = AnthropicConverter.convert_from_multipart_to_anthropic_list(compacted_messages) + agent._llm.history.set(provider_messages) + + # Check if this is OpenAI provider + elif hasattr(agent._llm, 'history') and 'openai' in str(type(agent._llm)).lower(): + from mcp_agent.llm.providers.multipart_converter_openai import OpenAIConverter + # Convert each message individually since there's no bulk converter + provider_messages = [] + for msg in compacted_messages: + openai_msg = OpenAIConverter.convert_to_openai(msg) + provider_messages.append(openai_msg) + agent._llm.history.set(provider_messages) + + # Check if this is Google provider + elif hasattr(agent._llm, 'history') and 'google' in str(type(agent._llm)).lower(): + from mcp_agent.llm.providers.google_converter import GoogleConverter + provider_messages = GoogleConverter.convert_to_google_content(compacted_messages) + agent._llm.history.set(provider_messages) + + # Add other providers as needed + else: + rich_print("[yellow]Warning: Unknown provider type, only universal history updated[/yellow]") + + except Exception as provider_error: + rich_print(f"[yellow]Warning: Could not update provider-specific history: {provider_error}[/yellow]") + rich_print("[yellow]Universal history was updated, but next API calls might have issues[/yellow]") + + rich_print(f"[green]✓ History compacted from {len(message_history)} to {len(compacted_messages)} messages[/green]") + + except Exception as e: + import traceback + rich_print(f"[red]Error compacting history: {e}[/red]") + rich_print(f"[dim]{traceback.format_exc()}[/dim]") diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index dd7c91c1..efbe54b0 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -37,7 +37,7 @@ BasicFormatConverter, ProviderFormatConverter, ) -from mcp_agent.llm.usage_tracking import TurnUsage, UsageAccumulator +from mcp_agent.llm.usage_tracking import TurnUsage, UsageAccumulator, create_turn_usage_from_messages from mcp_agent.logging.logger import get_logger from mcp_agent.mcp.helpers.content_helpers import get_text from mcp_agent.mcp.interfaces import ( @@ -279,6 +279,100 @@ async def _apply_prompt_provider_specific( or the last assistant message in the prompt """ + def get_token_count( + self, + messages: List["PromptMessageMultipart"], + system_prompt: Optional[str] = None + ) -> int: + """ + Get token count for messages using existing usage tracking functionality. + + This method leverages the existing create_turn_usage_from_messages() function + to convert message content to tokens, eliminating duplicate token counting code. + + Args: + messages: List of PromptMessageMultipart objects to count tokens for + system_prompt: Optional system prompt to include in count + + Returns: + Total token count for the messages + """ + # Convert messages to combined text content for token counting + combined_content = "" + + # Add system prompt if provided + if system_prompt: + combined_content += system_prompt + "\n\n" + + # Convert each message to text + for message in messages: + # Add role prefix + combined_content += f"{message.role}: " + + # Extract text from each content block + if message.content: + for block in message.content: + block_type = getattr(block, 'type', '').lower() + + if block_type == "text": + text = getattr(block, 'text', '') + if text: + combined_content += text + + elif block_type == "tool_use": + tool_name = getattr(block, 'name', '') + tool_args = getattr(block, 'input', {}) + tool_id = getattr(block, 'id', '') + + combined_content += f"[tool_use: {tool_name}" + if tool_args: + import json + combined_content += f" with args: {json.dumps(tool_args)}" + if tool_id: + combined_content += f" id: {tool_id}" + combined_content += "]" + + elif block_type == "tool_result": + tool_use_id = getattr(block, 'tool_use_id', '') + tool_content = getattr(block, 'content', []) + + combined_content += f"[tool_result" + if tool_use_id: + combined_content += f" for {tool_use_id}" + combined_content += ": " + + if isinstance(tool_content, str): + combined_content += tool_content + elif isinstance(tool_content, list): + for nested_block in tool_content: + nested_type = getattr(nested_block, 'type', '').lower() + if nested_type == "text": + nested_text = getattr(nested_block, 'text', '') + if nested_text: + combined_content += nested_text + combined_content += "]" + + elif block_type == "image": + # Images add fixed token overhead + combined_content += "[image]" + + else: + # Unknown block types + combined_content += f"[{block_type}]" + + combined_content += "\n" + + # Use existing usage tracking to get token count + # Create a fake turn usage to extract token count + turn_usage = create_turn_usage_from_messages( + input_content=combined_content, + output_content="", # Empty output for counting input only + model=self.default_request_params.model, + model_type="token_counting" + ) + + return turn_usage.input_tokens + async def structured( self, multipart_messages: List[Union[PromptMessageMultipart, PromptMessage]], diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index 03f8fae7..19fb021f 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -5,7 +5,6 @@ import json from typing import List, Optional -import tiktoken ## Types from mcp.types import ( @@ -75,38 +74,33 @@ async def truncate_if_required( """) - estimated_tokens = cls._estimate_tokens( - messages=messages, - model=model_name, - ) + # Use provider's native token counting for accuracy + estimated_tokens = provider.get_token_count(messages, system_prompt) logger.warning(f"[006] estimated_tokens: {estimated_tokens}") - ############# NO NEED TO TRUNCATE IF LIMIT NOT CROSSED ############## - if estimated_tokens <= limit: - return messages - ############## RETURN EARLY IF NO TRUNCATION OR NO LIMIT ############### if not truncation_mode or truncation_mode == ContextTruncationMode.NONE or not limit: return messages - - elif not cls._needs_truncation(messages, limit, model_name): + + ############# NO NEED TO TRUNCATE IF LIMIT NOT CROSSED ############## + if estimated_tokens <= limit: return messages ########## IF ARGUMENTS VALID: ACT UPON TRUNCATION MODE ########## if truncation_mode == ContextTruncationMode.SUMMARIZE: - return await cls._summarize_and_truncate(messages, limit, model_name, provider=provider) + return await cls._summarize_and_truncate(messages, limit, provider) elif truncation_mode == ContextTruncationMode.REMOVE: logger.warning("[004]") - return cls._truncate(messages, limit, model_name) + return cls._truncate(messages, limit, system_prompt, provider) ######## RETURN TRUNCATED MESSAGES ############ return messages @classmethod async def _summarize_and_truncate( - cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, provider: AugmentedLLM + cls, messages: List[PromptMessageMultipart], max_tokens: int, provider: AugmentedLLM ) -> List[PromptMessageMultipart]: """(Private) Truncates history by summarizing older messages.""" logger.info(f"Context has exceeded {max_tokens} tokens. Applying summarization.") @@ -159,131 +153,44 @@ async def _summarize_messages( return summary_string - @classmethod - def _estimate_tokens( - cls, - messages: List[PromptMessageMultipart], - model: str, - system_prompt: Optional[str] = None, - ) -> int: - """Estimate the number of tokens for a list of messages using tiktoken.""" - try: - encoding = tiktoken.encoding_for_model(model) - except KeyError: - logger.warning(f"Model {model} not found. Using cl100k_base tokenizer.") - encoding = tiktoken.get_encoding("cl100k_base") - - total_tokens = len(encoding.encode(system_prompt)) if system_prompt else 0 - - for message_index, message in enumerate(messages): - # Assuming first_text() gets the main text content - - num_tokens_current_message = cls._estimate_tokens_from_message(message=message, encoding=encoding) - total_tokens += num_tokens_current_message - logger.info(f"[007] Message {message_index} with text {str(message)[:1000]} has {num_tokens_current_message} tokens.") - - logger.info("[008] Adding an overhead of 4 tokens per message.") - total_tokens += len(messages) * 4 # Approximation for message overhead - return total_tokens - - @classmethod - def _estimate_tokens_from_message( - cls, - message: PromptMessageMultipart, - encoding: tiktoken.Encoding - ) -> int: - """Estimates tokens for a single, potentially multi-paar message.""" - - tokens = 4 # Base overhead. - - if not message.content: - return tokens - - for block in message.content: - block_type = getattr(block, 'type', '').lower() - - if block_type == "text": - text = getattr(block, 'text', '') - if text: - tokens += len(encoding.encode(text)) - - elif block_type == "tool_use": - tool_name = getattr(block, 'name', '') - tool_args = getattr(block, 'input', {}) - tool_id = getattr(block, 'id', '') - - if tool_name: - tokens += len(encoding.encode(tool_name)) - if tool_args: - args_json = json.dumps(tool_args) - tokens += len(encoding.encode(args_json)) - if tool_id: - tokens += len(encoding.encode(tool_id)) - - tokens += 10 # Add overhead for tool use structure - - - elif block_type == "tool_result": - # Count tool result ID - tool_use_id = getattr(block, 'tool_use_id', '') - if tool_use_id: - tokens += len(encoding.encode(tool_use_id)) - - # Count tool result content - tool_content = getattr(block, 'content', []) - if isinstance(tool_content, str): - tokens += len(encoding.encode(tool_content)) - elif isinstance(tool_content, list): - for nested_block in tool_content: - nested_type = getattr(nested_block, 'type', '').lower() - if nested_type == "text": - nested_text = getattr(nested_block, 'text', '') - if nested_text: - tokens += len(encoding.encode(nested_text)) - # Add more nested block types as needed - - # Add overhead for tool result structure - tokens += 10 - - elif block_type == "image": - # Images have a fixed token cost in most models - tokens += 85 # Anthropic's typical image token cost - - elif block_type == "resource": - # Estimate tokens for embedded resources - resource = getattr(block, 'resource', None) - if resource: - # Count resource text content - resource_text = getattr(resource, 'text', '') - if resource_text: - tokens += len(encoding.encode(resource_text)) - else: - # For binary resources, add a fixed cost - tokens += 20 - - else: - # Unknown block type - add minimal overhead - logger.warning(f"Unknown block type in token estimation: {block_type}") - tokens += 5 - - return tokens @classmethod def _needs_truncation( - cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + cls, + messages: List[PromptMessageMultipart], + max_tokens: int, + system_prompt: str | None = None, + provider: AugmentedLLM | None = None ) -> bool: """Check if the context needs to be truncated.""" if not max_tokens: return False - current_tokens = cls._estimate_tokens(messages, model, system_prompt) + + if provider: + current_tokens = provider.get_token_count(messages, system_prompt) + else: + # This shouldn't happen since provider should always be provided + logger.warning("No provider available for token counting - this may cause inaccurate counts") + return False + return current_tokens > max_tokens @classmethod def _truncate( - cls, messages: List[PromptMessageMultipart], max_tokens: int, model: str, system_prompt: str | None = None + cls, + messages: List[PromptMessageMultipart], + max_tokens: int, + system_prompt: str | None = None, + provider: AugmentedLLM | None = None ) -> List[PromptMessageMultipart]: """(Private) Truncates history by removing the oldest messages.""" - initial_tokens = cls._estimate_tokens(messages, model, system_prompt) + if provider: + initial_tokens = provider.get_token_count(messages, system_prompt) + else: + # This shouldn't happen since provider should always be provided + logger.warning("No provider available for token counting in truncate") + return messages + logger.warning( f"Context ({initial_tokens} tokens) has exceeded the limit of {max_tokens} tokens. " "Applying simple truncation (remove)." @@ -293,7 +200,7 @@ def _truncate( # Loop until the token count is within the limit while len(truncated_messages) >= 1 and cls._needs_truncation( - messages=truncated_messages, max_tokens=max_tokens, model=model, system_prompt=system_prompt + messages=truncated_messages, max_tokens=max_tokens, system_prompt=system_prompt, provider=provider ): # Find the first non-system message to remove @@ -304,7 +211,11 @@ def _truncate( else: # No non-system messages left to remove break - final_tokens = cls._estimate_tokens(truncated_messages, model, system_prompt) + if provider: + final_tokens = provider.get_token_count(truncated_messages, system_prompt) + else: + # This shouldn't happen since provider should always be provided + final_tokens = 0 logger.info(f"Simple truncation complete. New token count: {final_tokens}") return truncated_messages \ No newline at end of file diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 4f9a5d7e..55fa1f14 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -576,11 +576,11 @@ async def _anthropic_completion( ) # 3. If truncation occurred, convert back and update the messages list - old_token_length = ContextTruncation._estimate_tokens( - messages=multipart_messages, model=params.model, system_prompt="" + old_token_length = self.get_token_count( + messages=multipart_messages, system_prompt=None ) - new_token_length = ContextTruncation._estimate_tokens( - messages=truncated_multipart, model=params.model, system_prompt="" + new_token_length = self.get_token_count( + messages=truncated_multipart, system_prompt=None ) if new_token_length < old_token_length: @@ -821,3 +821,4 @@ def convert_message_to_message_param( ) return MessageParam(role="assistant", content=content, **kwargs) + diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 955a6fea..1e4e2da4 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -461,3 +461,4 @@ async def post_tool_call( """ # Currently a pass-through, can add Google-specific logic if needed return result + diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index 22318748..e91625ad 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -1,4 +1,4 @@ -from typing import Dict, List +from typing import Dict, List, Optional from mcp.types import ( CallToolRequest, @@ -582,3 +582,4 @@ def adjust_schema(self, inputSchema: Dict) -> Dict: result = inputSchema.copy() result["properties"] = {} return result + diff --git a/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py b/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py new file mode 100644 index 00000000..4b647b0b --- /dev/null +++ b/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py @@ -0,0 +1,246 @@ +""" +Tests for the get_token_count() method in augmented_llm.py. + +This module tests the unified token counting functionality that leverages +the existing usage_tracking.py infrastructure. +""" +import json +from unittest.mock import patch + +import pytest +from mcp.types import TextContent + +from mcp_agent.core.request_params import RequestParams +from mcp_agent.llm.augmented_llm_passthrough import PassthroughLLM +from mcp_agent.llm.provider_types import Provider +from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart + + +class TestGetTokenCount: + """Test cases for the get_token_count() method.""" + + def setup_method(self): + """Set up test fixtures.""" + self.llm = PassthroughLLM(name="test-llm", model="passthrough") + + def test_get_token_count_simple_text(self): + """Test token counting with simple text messages.""" + # Create test messages + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Hello, world!")] + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="Hi there!")] + ) + ] + + # Test the method - should work with real implementation + token_count = self.llm.get_token_count(messages) + + # Basic sanity check - should be a positive integer + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_with_system_prompt(self): + """Test token counting with system prompt included.""" + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="What is 2+2?")] + ) + ] + system_prompt = "You are a helpful math assistant." + + count_without_system = self.llm.get_token_count(messages) + count_with_system = self.llm.get_token_count(messages, system_prompt) + + # Count with system prompt should be higher + assert isinstance(count_with_system, int) + assert count_with_system > count_without_system + + def test_get_token_count_tool_use(self): + """Test token counting with tool use representation.""" + # Use TextContent to represent tool use (since it gets converted to text anyway) + messages = [ + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="calculator(operation=add, a=2, b=2)")] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle tool use representation + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_tool_result(self): + """Test token counting with tool result representation.""" + # Use TextContent to represent tool result (since it gets converted to text anyway) + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="The result is 4")] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle tool result representation + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_image_blocks(self): + """Test token counting with image representation.""" + # Use TextContent to represent image (since it gets converted to text anyway) + messages = [ + PromptMessageMultipart( + role="user", + content=[ + TextContent(type="text", text="Describe this image"), + TextContent(type="text", text="[IMAGE: base64_encoded_image_data]") + ] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle mixed content + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_empty_messages(self): + """Test token counting with empty messages.""" + messages = [] + + token_count = self.llm.get_token_count(messages) + + # Should return a valid count (probably 0 or very low) + assert isinstance(token_count, int) + assert token_count >= 0 + + def test_get_token_count_messages_without_content(self): + """Test token counting with messages that have minimal content.""" + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="")] # Empty text content + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="")] # Empty text content + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle empty content gracefully + assert isinstance(token_count, int) + assert token_count >= 0 + + def test_get_token_count_unknown_block_types(self): + """Test token counting with unknown content representation.""" + # Use TextContent to represent unknown content (since it gets converted to text anyway) + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="some_unknown_content")] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle unknown content gracefully + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_complex_tool_result(self): + """Test token counting with complex tool result representation.""" + # Use TextContent to represent complex tool result + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Direct string result")] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should handle complex tool result representation + assert isinstance(token_count, int) + assert token_count > 0 + + def test_get_token_count_multiple_messages_scaling(self): + """Test that token count increases with more content.""" + # Single message + single_message = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Hello")] + ) + ] + + # Multiple messages with more content + multiple_messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Hello, this is a much longer message with more content")] + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="This is also a longer response with more details")] + ), + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="And here is even more content to process")] + ) + ] + + single_count = self.llm.get_token_count(single_message) + multiple_count = self.llm.get_token_count(multiple_messages) + + # More content should result in higher token count + assert isinstance(single_count, int) + assert isinstance(multiple_count, int) + assert multiple_count > single_count + + @patch('mcp_agent.llm.augmented_llm.create_turn_usage_from_messages') + def test_get_token_count_calls_usage_tracking(self, mock_create_turn_usage): + """Test that get_token_count properly calls the usage tracking function.""" + # Mock the return value with proper structure + from mcp_agent.llm.usage_tracking import create_turn_usage_from_messages + + # Create a real turn usage using the actual function to avoid complex mocking + mock_create_turn_usage.return_value = create_turn_usage_from_messages( + input_content="test content", + output_content="", + model="test-model", + model_type="testing" + ) + + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="test")] + ) + ] + + token_count = self.llm.get_token_count(messages) + + # Should call the usage tracking function + mock_create_turn_usage.assert_called_once() + call_args = mock_create_turn_usage.call_args + + # Verify the parameters passed to usage tracking + assert 'input_content' in call_args[1] + assert 'output_content' in call_args[1] + assert 'model' in call_args[1] + assert call_args[1]['output_content'] == "" + assert "user: test" in call_args[1]['input_content'] + + # Should return the input_tokens from the created usage + assert isinstance(token_count, int) + assert token_count >= 0 \ No newline at end of file diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py index e69de29b..4ed20e40 100644 --- a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py +++ b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py @@ -0,0 +1,415 @@ +""" +Tests for context_truncation_and_summarization.py module. + +This module tests the context truncation and summarization functionality, +including all public and private methods in the ContextTruncation class. +""" +import pytest +from unittest.mock import Mock, AsyncMock, patch + +from mcp.types import TextContent + +from mcp_agent.core.agent_types import ContextTruncationMode +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation +from mcp_agent.llm.augmented_llm import AugmentedLLM +from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart + +pytestmark = pytest.mark.anyio + + +class TestContextTruncation: + """Test cases for the ContextTruncation class.""" + + def create_mock_provider(self, token_count_return=1000): + """Create a mock provider with get_token_count method.""" + mock_provider = Mock(spec=AugmentedLLM) + mock_provider.get_token_count.return_value = token_count_return + mock_provider.execute_simple_api_call = AsyncMock(return_value="Summarized content") + return mock_provider + + def create_sample_messages(self): + """Create sample messages for testing (no system messages - they're handled via system_prompt parameter).""" + return [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Hello, how are you?")] + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="I'm doing well, thank you!")] + ), + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Can you help me with math?")] + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="Of course! I'd be happy to help.")] + ) + ] + + async def test_truncate_if_required_no_truncation_needed(self): + """Test that no truncation occurs when under the limit.""" + mock_provider = self.create_mock_provider(token_count_return=500) # Under limit + messages = self.create_sample_messages() + + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=ContextTruncationMode.SUMMARIZE, + limit=1000, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return original messages unchanged + assert result == messages + mock_provider.get_token_count.assert_called_once() + + async def test_truncate_if_required_no_truncation_mode(self): + """Test that no truncation occurs when truncation mode is None.""" + mock_provider = self.create_mock_provider(token_count_return=1500) # Over limit + messages = self.create_sample_messages() + + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=None, + limit=1000, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return original messages unchanged + assert result == messages + + async def test_truncate_if_required_truncation_mode_none(self): + """Test that no truncation occurs when truncation mode is NONE.""" + mock_provider = self.create_mock_provider(token_count_return=1500) # Over limit + messages = self.create_sample_messages() + + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=ContextTruncationMode.NONE, + limit=1000, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return original messages unchanged + assert result == messages + + async def test_truncate_if_required_no_limit(self): + """Test that no truncation occurs when limit is None.""" + mock_provider = self.create_mock_provider(token_count_return=1500) + messages = self.create_sample_messages() + + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=ContextTruncationMode.SUMMARIZE, + limit=None, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return original messages unchanged + assert result == messages + + async def test_truncate_if_required_summarize_mode(self): + """Test truncation with SUMMARIZE mode.""" + mock_provider = self.create_mock_provider(token_count_return=1500) # Over limit + messages = self.create_sample_messages() + + with patch.object(ContextTruncation, '_needs_truncation', return_value=True): + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=ContextTruncationMode.SUMMARIZE, + limit=1000, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return a single summary message + assert len(result) == 1 + assert result[0].role == "user" + assert "Summarized content" in result[0].content[0].text + mock_provider.execute_simple_api_call.assert_called_once() + + async def test_truncate_if_required_remove_mode(self): + """Test truncation with REMOVE mode.""" + mock_provider = self.create_mock_provider(token_count_return=1500) # Over limit + messages = self.create_sample_messages() + + with patch.object(ContextTruncation, '_needs_truncation') as mock_needs: + # First call returns True (needs truncation), subsequent calls return False + mock_needs.side_effect = [True, False] + + result = await ContextTruncation.truncate_if_required( + messages=messages, + truncation_mode=ContextTruncationMode.REMOVE, + limit=1000, + model_name="test-model", + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return fewer messages (original had 4, should remove some) + assert len(result) < len(messages) + # Should still have some messages remaining + assert len(result) > 0 + + async def test_summarize_and_truncate(self): + """Test the _summarize_and_truncate method.""" + mock_provider = Mock() + mock_provider.execute_simple_api_call = AsyncMock(return_value="This is a summary") + messages = self.create_sample_messages() + + result = await ContextTruncation._summarize_and_truncate( + messages=messages, + max_tokens=1000, + provider=mock_provider + ) + + # Should return a single summary message + assert len(result) == 1 + assert result[0].role == "user" + assert result[0].content[0].text == "This is a summary" + mock_provider.execute_simple_api_call.assert_called_once() + + async def test_summarize_messages(self): + """Test the _summarize_messages method.""" + mock_provider = Mock() + mock_provider.execute_simple_api_call = AsyncMock(return_value="Detailed summary") + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="What is 2+2?")] + ), + PromptMessageMultipart( + role="assistant", + content=[TextContent(type="text", text="2+2 equals 4")] + ) + ] + + result = await ContextTruncation._summarize_messages( + messages_to_summarize=messages, + provider=mock_provider + ) + + assert result == "Detailed summary" + mock_provider.execute_simple_api_call.assert_called_once() + + # Check that the call included the conversation text + call_args = mock_provider.execute_simple_api_call.call_args + prompt = call_args[1]['message_string'] + assert "What is 2+2?" in prompt + assert "2+2 equals 4" in prompt + + def test_needs_truncation_true(self): + """Test _needs_truncation returns True when over limit.""" + mock_provider = self.create_mock_provider(token_count_return=1500) + messages = self.create_sample_messages() + + result = ContextTruncation._needs_truncation( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=mock_provider + ) + + assert result is True + mock_provider.get_token_count.assert_called_once_with(messages, "System prompt") + + def test_needs_truncation_false(self): + """Test _needs_truncation returns False when under limit.""" + mock_provider = self.create_mock_provider(token_count_return=500) + messages = self.create_sample_messages() + + result = ContextTruncation._needs_truncation( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=mock_provider + ) + + assert result is False + mock_provider.get_token_count.assert_called_once() + + def test_needs_truncation_no_limit(self): + """Test _needs_truncation returns False when no limit is set.""" + mock_provider = self.create_mock_provider(token_count_return=1500) + messages = self.create_sample_messages() + + result = ContextTruncation._needs_truncation( + messages=messages, + max_tokens=None, + system_prompt="System prompt", + provider=mock_provider + ) + + assert result is False + # Should not call provider when no limit + mock_provider.get_token_count.assert_not_called() + + def test_needs_truncation_no_provider(self): + """Test _needs_truncation returns False when no provider is available.""" + messages = self.create_sample_messages() + + result = ContextTruncation._needs_truncation( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=None + ) + + assert result is False + + def test_truncate_removes_oldest_non_system_messages(self): + """Test that _truncate removes oldest non-system messages first.""" + messages = self.create_sample_messages() + mock_provider = Mock() + + # Mock _needs_truncation to return True first, then False after removal + with patch.object(ContextTruncation, '_needs_truncation') as mock_needs: + mock_needs.side_effect = [True, False] # First True, then False + mock_provider.get_token_count.side_effect = [1500, 800] # Over limit, then under + + result = ContextTruncation._truncate( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=mock_provider + ) + + # Should have fewer messages + assert len(result) < len(messages) + # First user message should be removed (oldest) + user_messages = [msg for msg in result if msg.role == "user"] + assert len(user_messages) < 2 # Originally had 2 user messages + + def test_truncate_with_only_user_messages(self): + """Test that _truncate handles case where only user messages remain.""" + # Create messages with only user messages + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="First user message")] + ), + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Second user message")] + ), + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Third user message")] + ) + ] + + mock_provider = Mock() + # First call needs truncation, second call doesn't + with patch.object(ContextTruncation, '_needs_truncation') as mock_needs: + mock_needs.side_effect = [True, False] # First True, then False + mock_provider.get_token_count.side_effect = [1500, 800] + + result = ContextTruncation._truncate( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=mock_provider + ) + + # Should have fewer messages than original + assert len(result) < len(messages) + # Should still have some messages + assert len(result) > 0 + + def test_truncate_no_provider(self): + """Test _truncate returns original messages when no provider available.""" + messages = self.create_sample_messages() + + result = ContextTruncation._truncate( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=None + ) + + # Should return original messages unchanged + assert result == messages + + def test_truncate_stops_when_no_messages_left(self): + """Test _truncate stops when no messages are left to remove.""" + messages = [ + PromptMessageMultipart( + role="user", + content=[TextContent(type="text", text="Only message")] + ) + ] + + mock_provider = Mock() + # Always needs truncation but should break when no messages left + with patch.object(ContextTruncation, '_needs_truncation', return_value=True): + mock_provider.get_token_count.return_value = 1500 + + result = ContextTruncation._truncate( + messages=messages, + max_tokens=1000, + system_prompt="System prompt", + provider=mock_provider + ) + + # Should return empty list when all messages removed + assert len(result) == 0 + + async def test_summarize_excludes_system_messages(self): + """Test that summarization excludes system messages from the conversation to summarize.""" + messages = self.create_sample_messages() + mock_provider = Mock() + mock_provider.execute_simple_api_call = AsyncMock(return_value="Summary without system") + + await ContextTruncation._summarize_and_truncate( + messages=messages, + max_tokens=1000, + provider=mock_provider + ) + + # Check that system messages were filtered out of the summarization + call_args = mock_provider.execute_simple_api_call.call_args + prompt = call_args[1]['message_string'] + # Should contain user/assistant messages + assert "Hello, how are you?" in prompt + assert "I'm doing well, thank you!" in prompt + + async def test_truncate_if_required_integration(self): + """Integration test for the main truncate_if_required method.""" + # Create a scenario where truncation is needed + long_messages = [] + for i in range(10): + long_messages.append( + PromptMessageMultipart( + role="user" if i % 2 == 0 else "assistant", + content=[TextContent(type="text", text=f"Message {i} content")] + ) + ) + + mock_provider = Mock() + # First call: over limit, second call: under limit (after truncation) + mock_provider.get_token_count.side_effect = [2000, 800] + mock_provider.execute_simple_api_call = AsyncMock(return_value="Summarized conversation") + + result = await ContextTruncation.truncate_if_required( + messages=long_messages, + truncation_mode=ContextTruncationMode.SUMMARIZE, + limit=1500, + model_name="test-model", + system_prompt="You are helpful", + provider=mock_provider + ) + + # Should get back a single summarized message + assert len(result) == 1 + assert result[0].role 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"https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" }, + { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276 }, ] From c75403196f66eb1dc66e523a7e5081a89e4c9d1e Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 9 Aug 2025 14:42:36 +0200 Subject: [PATCH 19/30] Fixed the OpenAI provider and added more tests --- src/mcp_agent/core/request_params.py | 17 +- src/mcp_agent/llm/augmented_llm.py | 50 +++- .../context_truncation_and_summarization.py | 49 ++-- .../llm/providers/augmented_llm_openai.py | 34 ++- .../context_truncation/fastagent.config.yaml | 30 +++ .../large_content_test_server.py | 131 ++++++++++ .../test_context_truncation_e2e.py | 242 ++++++++++++++++++ .../test_context_truncation_integration.py | 238 +++++++++++++++++ .../unit/mcp_agent/llm/test_model_factory.py | 8 +- 9 files changed, 772 insertions(+), 27 deletions(-) create mode 100644 tests/e2e/context_truncation/fastagent.config.yaml create mode 100644 tests/e2e/context_truncation/large_content_test_server.py create mode 100644 tests/e2e/context_truncation/test_context_truncation_e2e.py create mode 100644 tests/integration/context_truncation/test_context_truncation_integration.py diff --git a/src/mcp_agent/core/request_params.py b/src/mcp_agent/core/request_params.py index 7b087829..c44090bd 100644 --- a/src/mcp_agent/core/request_params.py +++ b/src/mcp_agent/core/request_params.py @@ -2,7 +2,7 @@ Request parameters definitions for LLM interactions. """ -from typing import Any, Dict, List +from typing import Any, Dict, List, Optional from mcp import SamplingMessage from mcp.types import CreateMessageRequestParams @@ -52,3 +52,18 @@ class RequestParams(CreateMessageRequestParams): """ Optional dictionary of template variables for dynamic templates. Currently only works for TensorZero inference backend """ + + context_truncation_mode: Optional[str] = None + """ + The mode to use for context truncation: 'summarize', 'remove', or None + """ + + context_truncation_length_limit: Optional[int] = None + """ + The token limit for context truncation. When exceeded, truncation will be applied. + """ + + request_delay_seconds: Optional[float] = None + """ + Optional delay in seconds between requests to prevent rate limiting. + """ diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index efbe54b0..6a72cad6 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -297,27 +297,46 @@ def get_token_count( Returns: Total token count for the messages """ + # 🔍 DEBUG: Start detailed logging + logger = get_logger(__name__) + logger.warning(f"🧮 TOKEN COUNT DEBUG: Starting get_token_count() with {len(messages)} messages") + # Convert messages to combined text content for token counting combined_content = "" # Add system prompt if provided if system_prompt: + system_chars = len(system_prompt) combined_content += system_prompt + "\n\n" + logger.warning(f"📝 System prompt: {system_chars} chars") + else: + logger.warning("📝 No system prompt") # Convert each message to text - for message in messages: + for msg_idx, message in enumerate(messages): + msg_start_len = len(combined_content) # Add role prefix combined_content += f"{message.role}: " + logger.warning(f"📨 Processing message {msg_idx}: role={message.role}, blocks={len(message.content) if message.content else 0}") + # Extract text from each content block if message.content: - for block in message.content: + for block_idx, block in enumerate(message.content): + block_start_len = len(combined_content) block_type = getattr(block, 'type', '').lower() if block_type == "text": text = getattr(block, 'text', '') if text: combined_content += text + text_chars = len(text) + logger.warning(f" 📄 Block {block_idx}: TEXT, {text_chars} chars") + if text_chars > 10000: # Log preview for very large text blocks + logger.warning(f" Preview: {text[:200]}...") + else: + logger.warning(f" 📄 Block {block_idx}: TEXT (empty)") + elif block_type == "tool_use": tool_name = getattr(block, 'name', '') @@ -336,6 +355,7 @@ def get_token_count( tool_use_id = getattr(block, 'tool_use_id', '') tool_content = getattr(block, 'content', []) + tool_result_start = len(combined_content) combined_content += f"[tool_result" if tool_use_id: combined_content += f" for {tool_use_id}" @@ -343,13 +363,24 @@ def get_token_count( if isinstance(tool_content, str): combined_content += tool_content + tool_chars = len(tool_content) + logger.warning(f" 🔧 Block {block_idx}: TOOL_RESULT (string), {tool_chars} chars") + if tool_chars > 10000: + logger.warning(f" Preview: {tool_content[:200]}...") elif isinstance(tool_content, list): + nested_chars = 0 for nested_block in tool_content: nested_type = getattr(nested_block, 'type', '').lower() if nested_type == "text": nested_text = getattr(nested_block, 'text', '') if nested_text: combined_content += nested_text + nested_chars += len(nested_text) + logger.warning(f" 🔧 Block {block_idx}: TOOL_RESULT (list), {nested_chars} chars from nested blocks") + if nested_chars > 10000: + logger.warning(f" Large tool result detected!") + else: + logger.warning(f" 🔧 Block {block_idx}: TOOL_RESULT (other type: {type(tool_content)})") combined_content += "]" elif block_type == "image": @@ -358,12 +389,20 @@ def get_token_count( else: # Unknown block types + logger.warning(f" ❓ Block {block_idx}: UNKNOWN TYPE ({block_type})") combined_content += f"[{block_type}]" + msg_chars = len(combined_content) - msg_start_len + logger.warning(f" 📏 Message {msg_idx} total: {msg_chars} chars") combined_content += "\n" + total_combined_chars = len(combined_content) + logger.warning(f"📊 COMBINED CONTENT: {total_combined_chars} total characters") + logger.warning(f"🔍 Combined content preview: {combined_content[:500]}...") + # Use existing usage tracking to get token count # Create a fake turn usage to extract token count + logger.warning(f"🧮 Calling create_turn_usage_from_messages() with {total_combined_chars} chars...") turn_usage = create_turn_usage_from_messages( input_content=combined_content, output_content="", # Empty output for counting input only @@ -371,7 +410,12 @@ def get_token_count( model_type="token_counting" ) - return turn_usage.input_tokens + result_tokens = turn_usage.input_tokens + ratio = result_tokens / total_combined_chars if total_combined_chars > 0 else 0 + logger.warning(f"🎯 TOKEN COUNT RESULT: {result_tokens} tokens") + logger.warning(f"📈 Ratio: {ratio:.4f} tokens/char (expected ~0.25-0.33)") + + return result_tokens async def structured( self, diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index 19fb021f..97a0f9b5 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -57,45 +57,62 @@ async def truncate_if_required( """ logger.warning(f""" -truncate_if_required() +🔍 TRUNCATION DEBUG: truncate_if_required() called -messages: {messages[:20]} -truncation_mode: {str(truncation_mode)[:20]} -limit: {str(limit)} -model_name: {model_name} -system_prompt: {system_prompt[:20]} +📊 Messages count: {len(messages)} +📝 Truncation mode: {truncation_mode} +🎯 Token limit: {limit} +🤖 Model name: {model_name} +💭 System prompt length: {len(system_prompt) if system_prompt else 0} """) - - logger.warning(f""" + # Debug: Log detailed message analysis + total_chars = 0 + for i, msg in enumerate(messages): + msg_chars = sum(len(content.text) if hasattr(content, 'text') else len(str(content)) for content in msg.content) + total_chars += msg_chars + logger.warning(f"📨 Message {i}: role={msg.role}, chars={msg_chars}") + if i < 2: # Log first 2 messages in detail + logger.warning(f" Content preview: {str(msg.content)[:200]}...") -limit: {str(limit)} - -""") + logger.warning(f"📏 Total character count across all messages: {total_chars}") # Use provider's native token counting for accuracy + logger.warning(f"🧮 Calling provider.get_token_count() with {len(messages)} messages...") estimated_tokens = provider.get_token_count(messages, system_prompt) - logger.warning(f"[006] estimated_tokens: {estimated_tokens}") + logger.warning(f"🎯 CRITICAL: estimated_tokens returned: {estimated_tokens}") + logger.warning(f"🔍 Ratio: {estimated_tokens}/{total_chars} = {estimated_tokens/total_chars if total_chars > 0 else 0:.4f} tokens per char") ############## RETURN EARLY IF NO TRUNCATION OR NO LIMIT ############### if not truncation_mode or truncation_mode == ContextTruncationMode.NONE or not limit: + logger.warning(f"🚫 EARLY RETURN: No truncation (mode={truncation_mode}, limit={limit})") return messages ############# NO NEED TO TRUNCATE IF LIMIT NOT CROSSED ############## if estimated_tokens <= limit: + logger.warning(f"✅ NO TRUNCATION NEEDED: {estimated_tokens} <= {limit} tokens") return messages ########## IF ARGUMENTS VALID: ACT UPON TRUNCATION MODE ########## + logger.warning(f"🚨 TRUNCATION TRIGGERED: {estimated_tokens} > {limit} tokens!") + logger.warning(f"🔄 Applying {truncation_mode} mode...") + if truncation_mode == ContextTruncationMode.SUMMARIZE: - return await cls._summarize_and_truncate(messages, limit, provider) + logger.warning("📝 Starting SUMMARIZE truncation...") + result = await cls._summarize_and_truncate(messages, limit, provider) + logger.warning(f"✅ SUMMARIZE complete, returning {len(result)} messages") + return result elif truncation_mode == ContextTruncationMode.REMOVE: - logger.warning("[004]") - return cls._truncate(messages, limit, system_prompt, provider) + logger.warning("✂️ Starting REMOVE truncation...") + result = cls._truncate(messages, limit, system_prompt, provider) + logger.warning(f"✅ REMOVE complete, returning {len(result)} messages") + return result - ######## RETURN TRUNCATED MESSAGES ############ + ######## FALLBACK - RETURN ORIGINAL MESSAGES ############ + logger.warning(f"⚠️ FALLBACK: Unknown truncation mode {truncation_mode}, returning original messages") return messages @classmethod diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index e91625ad..6fef9dec 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -27,6 +27,7 @@ AugmentedLLM, RequestParams, ) +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.llm.provider_types import Provider from mcp_agent.llm.providers.multipart_converter_openai import OpenAIConverter, OpenAIMessage from mcp_agent.llm.providers.sampling_converter_openai import ( @@ -514,8 +515,39 @@ async def _apply_prompt_provider_specific( messages_to_add = ( multipart_messages[:-1] if last_message.role == "user" else multipart_messages ) + + # 🔧 APPLY TRUNCATION LOGIC BEFORE CONVERSION + messages_to_process = messages_to_add + # Use default request params if none provided (like other providers do) + effective_params = request_params or self.default_request_params + + self.logger.warning(f"🔍 OPENAI TRUNCATION CHECK: request_params={request_params}") + self.logger.warning(f"🔍 OPENAI TRUNCATION CHECK: effective_params={effective_params}") + self.logger.warning(f"🔍 OPENAI TRUNCATION CHECK: hasattr={hasattr(effective_params, 'context_truncation_mode')}") + if hasattr(effective_params, 'context_truncation_mode'): + self.logger.warning(f"🔍 OPENAI TRUNCATION CHECK: context_truncation_mode={getattr(effective_params, 'context_truncation_mode', 'NOT_FOUND')}") + + if hasattr(effective_params, "context_truncation_mode") and effective_params.context_truncation_mode: + self.logger.warning("🚨 OPENAI TRUNCATION: Truncation parameters detected!") + token_limit_for_truncation = effective_params.context_truncation_length_limit or effective_params.maxTokens + + self.logger.warning(f"🎯 OPENAI TRUNCATION: Applying truncation with limit={token_limit_for_truncation}, mode={effective_params.context_truncation_mode}") + + truncated_multipart = await ContextTruncation.truncate_if_required( + messages=list(messages_to_add), # Convert to list to ensure it's mutable + truncation_mode=effective_params.context_truncation_mode, + limit=token_limit_for_truncation, + model_name=effective_params.model or self.default_request_params.model, + system_prompt=effective_params.systemPrompt or self.instruction, + provider=self, + ) + + if len(truncated_multipart) < len(messages_to_add): + self.logger.warning(f"🎯 OPENAI TRUNCATION: History truncated from {len(messages_to_add)} to {len(truncated_multipart)} messages.") + messages_to_process = truncated_multipart + converted = [] - for msg in messages_to_add: + for msg in messages_to_process: converted.append(OpenAIConverter.convert_to_openai(msg)) # TODO -- this looks like a defect from previous apply_prompt implementation. diff --git a/tests/e2e/context_truncation/fastagent.config.yaml b/tests/e2e/context_truncation/fastagent.config.yaml new file mode 100644 index 00000000..ec2d1822 --- /dev/null +++ b/tests/e2e/context_truncation/fastagent.config.yaml @@ -0,0 +1,30 @@ +default_model: passthrough + +# Logging Configuration for testing +logger: + level: "warning" + progress_display: false + show_chat: false + show_tools: false + truncate_tools: false + +models: + # Test models with passthrough for deterministic behavior + anthropic_test: + provider: anthropic + model: passthrough + + openai_test: + provider: openai + model: passthrough + + google_test: + provider: google_native + model: passthrough + +mcp: + servers: + # Simple test server that generates predictable large content + large_content_server: + command: "uv" + args: ["run", "large_content_test_server.py"] \ No newline at end of file diff --git a/tests/e2e/context_truncation/large_content_test_server.py b/tests/e2e/context_truncation/large_content_test_server.py new file mode 100644 index 00000000..5abb71bc --- /dev/null +++ b/tests/e2e/context_truncation/large_content_test_server.py @@ -0,0 +1,131 @@ +#!/usr/bin/env python3 +""" +MCP server that generates large, predictable content for context truncation testing. +""" + +import asyncio +from mcp.server import Server +from mcp.types import ( + CallToolRequest, + CallToolResult, + ListToolsRequest, + ListToolsResponse, + TextContent, + Tool, +) + +app = Server("large-content-test") + + +@app.list_tools() +async def list_tools() -> ListToolsResponse: + """List available tools for testing truncation.""" + return ListToolsResponse( + tools=[ + Tool( + name="generate_large_text", + description="Generate large text content of specified size", + inputSchema={ + "type": "object", + "properties": { + "size": { + "type": "integer", + "description": "Size of text to generate (in tokens approximately)", + "minimum": 100, + "maximum": 50000 + }, + "content_type": { + "type": "string", + "description": "Type of content to generate", + "enum": ["lorem", "numbers", "alphabet"] + } + }, + "required": ["size"] + } + ), + Tool( + name="get_conversation_length", + description="Get the current conversation length for testing", + inputSchema={ + "type": "object", + "properties": {}, + } + ) + ] + ) + + +@app.call_tool() +async def call_tool(name: str, arguments: dict) -> CallToolResult: + """Handle tool calls for testing.""" + if name == "generate_large_text": + size = arguments.get("size", 1000) + content_type = arguments.get("content_type", "lorem") + + if content_type == "lorem": + # Generate Lorem ipsum-style content + base_text = ( + "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " + "Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. " + "Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris. " + ) + + # Approximate tokens (roughly 4 chars per token) + target_chars = size * 4 + repetitions = max(1, target_chars // len(base_text)) + content = (base_text * repetitions)[:target_chars] + + elif content_type == "numbers": + # Generate numbered lines + lines = [] + for i in range(1, size + 1): + lines.append(f"Line number {i:05d}: This is test content for context truncation testing.") + if len('\n'.join(lines)) * 0.25 >= size: # Rough token estimation + break + content = '\n'.join(lines) + + elif content_type == "alphabet": + # Generate alphabet patterns + alphabet = "ABCDEFGHIJKLMNOPQRSTUVWXYZ" + content_parts = [] + for i in range(size // 10): # Rough token estimation + content_parts.append(f"{alphabet} - Pattern {i:05d}") + content = '\n'.join(content_parts) + + return CallToolResult( + content=[ + TextContent( + type="text", + text=f"Generated {content_type} content (~{size} tokens):\n\n{content}" + ) + ], + isError=False + ) + + elif name == "get_conversation_length": + return CallToolResult( + content=[ + TextContent( + type="text", + text="This tool would return conversation length info in a real implementation." + ) + ], + isError=False + ) + + else: + return CallToolResult( + content=[TextContent(type="text", text=f"Unknown tool: {name}")], + isError=True + ) + + +async def main(): + # Use stdio transport + from mcp.server.stdio import stdio_server + async with stdio_server() as (read_stream, write_stream): + await app.run(read_stream, write_stream, app.create_initialization_options()) + + +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/tests/e2e/context_truncation/test_context_truncation_e2e.py b/tests/e2e/context_truncation/test_context_truncation_e2e.py new file mode 100644 index 00000000..2b952da3 --- /dev/null +++ b/tests/e2e/context_truncation/test_context_truncation_e2e.py @@ -0,0 +1,242 @@ +""" +End-to-end tests for context truncation across all providers. +These tests ensure that context truncation works correctly and catches regressions +like the OpenAI provider missing truncation logic entirely. +""" + +import pytest +from mcp_agent.core.fastagent import FastAgent +from mcp_agent.core.request_params import RequestParams + + +class TestContextTruncationE2E: + """End-to-end tests for context truncation functionality.""" + + @pytest.fixture + def app(self): + """Create FastAgent app for testing.""" + return FastAgent("Context Truncation Test") + + async def test_anthropic_remove_truncation(self, app): + """Test that Anthropic provider applies REMOVE truncation correctly.""" + + @app.agent( + name="anthropic_truncation_test", + instruction="You are a test assistant that processes large content.", + servers=["large_content_server"], + model="anthropic_test", + request_params=RequestParams( + maxTokens=500, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=2000 # Small limit to force truncation + ) + ) + async def test_agent(): + async with app.run() as agent: + # Generate large content that exceeds limit + response1 = await agent("Generate large lorem ipsum content with 3000 tokens") + assert response1 is not None + + # Generate more content to trigger truncation + response2 = await agent("Generate more large content with 2000 tokens") + assert response2 is not None + + # Verify the agent still works after truncation + response3 = await agent("Generate small content with 100 tokens") + assert response3 is not None + + return "success" + + result = await test_agent() + assert result == "success" + + async def test_openai_remove_truncation(self, app): + """Test that OpenAI provider applies REMOVE truncation correctly.""" + + @app.agent( + name="openai_truncation_test", + instruction="You are a test assistant that processes large content.", + servers=["large_content_server"], + model="openai_test", + request_params=RequestParams( + maxTokens=500, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=1500 # Small limit to force truncation + ) + ) + async def test_agent(): + async with app.run() as agent: + # This test specifically catches the bug where OpenAI provider + # wasn't calling truncation logic at all + + # Generate large content + response1 = await agent("Generate numbered content with 2000 tokens") + assert response1 is not None + + # Generate more to trigger truncation + response2 = await agent("Generate alphabet content with 1800 tokens") + assert response2 is not None + + # Verify functionality persists + response3 = await agent("Get conversation length info") + assert response3 is not None + + return "success" + + result = await test_agent() + assert result == "success" + + async def test_google_summarize_truncation(self, app): + """Test that Google provider applies SUMMARIZE truncation correctly.""" + + @app.agent( + name="google_truncation_test", + instruction="You are a test assistant that processes large content.", + servers=["large_content_server"], + model="google_test", + request_params=RequestParams( + maxTokens=500, + use_history=True, + context_truncation_mode="summarize", + context_truncation_length_limit=2500 # Small limit to force truncation + ) + ) + async def test_agent(): + async with app.run() as agent: + # Test summarization mode + response1 = await agent("Generate lorem content with 4000 tokens") + assert response1 is not None + + response2 = await agent("Generate more lorem content with 3000 tokens") + assert response2 is not None + + # After summarization, agent should still be functional + response3 = await agent("Generate small content with 200 tokens") + assert response3 is not None + + return "success" + + result = await test_agent() + assert result == "success" + + async def test_truncation_parameter_detection(self, app): + """Test that truncation parameters are properly detected and applied.""" + + # This test catches the specific bug where request_params was None + # in the OpenAI provider's _apply_prompt_provider_specific method + + @app.agent( + name="param_detection_test", + instruction="Test agent for parameter detection.", + servers=["large_content_server"], + model="openai_test", # Test the previously broken provider + request_params=RequestParams( + maxTokens=300, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=1000 + ) + ) + async def test_agent(): + async with app.run() as agent: + # If parameters aren't passed correctly, this will fail + # because truncation won't be applied and context will overflow + + for i in range(3): + response = await agent(f"Generate large content iteration {i}") + assert response is not None + + return "success" + + result = await test_agent() + assert result == "success" + + async def test_no_truncation_mode_specified(self, app): + """Test that agents work correctly when no truncation mode is specified.""" + + @app.agent( + name="no_truncation_test", + instruction="Test agent with no truncation configured.", + servers=["large_content_server"], + model="anthropic_test", + request_params=RequestParams( + maxTokens=500, + use_history=True, + # No truncation parameters specified + ) + ) + async def test_agent(): + async with app.run() as agent: + # Should work normally without truncation + response = await agent("Generate small content with 100 tokens") + assert response is not None + return "success" + + result = await test_agent() + assert result == "success" + + async def test_different_truncation_limits(self, app): + """Test different truncation limits work correctly.""" + + test_limits = [500, 1000, 2000, 5000] + + for limit in test_limits: + @app.agent( + name=f"limit_test_{limit}", + instruction=f"Test agent with {limit} token limit.", + servers=["large_content_server"], + model="anthropic_test", + request_params=RequestParams( + maxTokens=300, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=limit + ) + ) + async def test_agent(): + async with app.run() as agent: + # Generate content larger than limit + response = await agent(f"Generate content with {limit + 500} tokens") + assert response is not None + return "success" + + result = await test_agent() + assert result == "success" + + @pytest.mark.parametrize("provider,mode", [ + ("anthropic_test", "remove"), + ("anthropic_test", "summarize"), + ("openai_test", "remove"), + ("google_test", "remove"), + ("google_test", "summarize"), + ]) + async def test_all_provider_mode_combinations(self, app, provider, mode): + """Test all valid combinations of providers and truncation modes.""" + + @app.agent( + name=f"combo_test_{provider}_{mode}", + instruction="Test agent for provider/mode combinations.", + servers=["large_content_server"], + model=provider, + request_params=RequestParams( + maxTokens=400, + use_history=True, + context_truncation_mode=mode, + context_truncation_length_limit=1500 + ) + ) + async def test_agent(): + async with app.run() as agent: + # Test that each provider+mode combination works + response1 = await agent("Generate large content with 2500 tokens") + assert response1 is not None + + response2 = await agent("Generate more content with 2000 tokens") + assert response2 is not None + + return "success" + + result = await test_agent() + assert result == "success" \ No newline at end of file diff --git a/tests/integration/context_truncation/test_context_truncation_integration.py b/tests/integration/context_truncation/test_context_truncation_integration.py new file mode 100644 index 00000000..d7aaa300 --- /dev/null +++ b/tests/integration/context_truncation/test_context_truncation_integration.py @@ -0,0 +1,238 @@ +""" +Integration tests for context truncation functionality. +Tests that context truncation parameters are properly passed to providers +and that truncation logic is triggered correctly. +""" + +import pytest +from unittest.mock import Mock, AsyncMock, patch + +from mcp_agent.core.fastagent import FastAgent +from mcp_agent.core.request_params import RequestParams +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation + + +class TestContextTruncationIntegration: + """Integration tests for context truncation across providers.""" + + @pytest.fixture + def app(self): + """Create FastAgent app for testing.""" + return FastAgent("Context Truncation Integration Test") + + @pytest.mark.anyio + async def test_anthropic_truncation_parameters_passed(self, app): + """Test that Anthropic provider receives truncation parameters correctly.""" + + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: + mock_completion.return_value = [Mock()] + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + mock_truncate.return_value = [] # Return empty list to simulate truncation + + @app.agent( + name="anthropic_param_test", + instruction="Test truncation parameters", + model="passthrough", # Use passthrough to avoid real API calls + request_params=RequestParams( + maxTokens=100, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=500 + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + await agent("Test message that should trigger truncation parameter passing") + except Exception: + pass # We expect this to fail due to mocking, but we want to check the call + + await test_agent() + + # Verify that truncate_if_required was called with correct parameters + mock_truncate.assert_called() + call_args = mock_truncate.call_args + assert call_args[1]['truncation_mode'] == "remove" + assert call_args[1]['limit'] == 500 + + @pytest.mark.anyio + async def test_openai_truncation_parameters_passed(self, app): + """Test that OpenAI provider receives truncation parameters correctly.""" + + with patch('mcp_agent.llm.providers.augmented_llm_openai.OpenAIAugmentedLLM._openai_completion') as mock_completion: + mock_completion.return_value = [Mock()] + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + mock_truncate.return_value = [] + + @app.agent( + name="openai_param_test", + instruction="Test truncation parameters", + model="passthrough", + request_params=RequestParams( + maxTokens=100, + use_history=True, + context_truncation_mode="summarize", + context_truncation_length_limit=1000 + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + await agent("Test message for OpenAI truncation") + except Exception: + pass + + await test_agent() + + # This test specifically catches the bug where OpenAI provider + # wasn't calling truncation at all + mock_truncate.assert_called() + call_args = mock_truncate.call_args + assert call_args[1]['truncation_mode'] == "summarize" + assert call_args[1]['limit'] == 1000 + + @pytest.mark.anyio + async def test_google_truncation_parameters_passed(self, app): + """Test that Google provider receives truncation parameters correctly.""" + + with patch('mcp_agent.llm.providers.augmented_llm_google_native.GoogleNativeAugmentedLLM._completion') as mock_completion: + mock_completion.return_value = Mock() + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + mock_truncate.return_value = [] + + @app.agent( + name="google_param_test", + instruction="Test truncation parameters", + model="passthrough", + request_params=RequestParams( + maxTokens=100, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=750 + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + await agent("Test message for Google truncation") + except Exception: + pass + + await test_agent() + + mock_truncate.assert_called() + call_args = mock_truncate.call_args + assert call_args[1]['truncation_mode'] == "remove" + assert call_args[1]['limit'] == 750 + + @pytest.mark.anyio + async def test_truncation_not_called_when_disabled(self, app): + """Test that truncation is not called when no truncation mode is specified.""" + + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: + mock_completion.return_value = [Mock()] + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + + @app.agent( + name="no_truncation_test", + instruction="Test no truncation", + model="passthrough", + request_params=RequestParams( + maxTokens=100, + use_history=True, + # No truncation parameters + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + await agent("Test message with no truncation") + except Exception: + pass + + await test_agent() + + # Truncation should not be called when disabled + mock_truncate.assert_not_called() + + @pytest.mark.anyio + async def test_request_params_fallback_to_defaults(self, app): + """Test that providers fall back to default request params when none provided.""" + + with patch('mcp_agent.llm.providers.augmented_llm_openai.OpenAIAugmentedLLM._openai_completion') as mock_completion: + mock_completion.return_value = [Mock()] + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + mock_truncate.return_value = [] + + @app.agent( + name="defaults_test", + instruction="Test default params fallback", + model="passthrough", + request_params=RequestParams( + maxTokens=100, + use_history=True, + context_truncation_mode="remove", + context_truncation_length_limit=600 + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + # This tests the fix for the bug where request_params was None + await agent("Test message for defaults fallback") + except Exception: + pass + + await test_agent() + + # Should still call truncation with correct params from defaults + mock_truncate.assert_called() + call_args = mock_truncate.call_args + assert call_args[1]['truncation_mode'] == "remove" + assert call_args[1]['limit'] == 600 + + @pytest.mark.anyio + @pytest.mark.parametrize("mode,limit", [ + ("remove", 500), + ("summarize", 1000), + ("remove", 2000), + ("summarize", 1500), + ]) + async def test_various_truncation_configurations(self, app, mode, limit): + """Test various truncation configurations work correctly.""" + + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: + mock_completion.return_value = [Mock()] + + with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: + mock_truncate.return_value = [] + + @app.agent( + name=f"config_test_{mode}_{limit}", + instruction="Test various configurations", + model="passthrough", + request_params=RequestParams( + maxTokens=100, + use_history=True, + context_truncation_mode=mode, + context_truncation_length_limit=limit + ) + ) + async def test_agent(): + async with app.run() as agent: + try: + await agent(f"Test {mode} mode with {limit} limit") + except Exception: + pass + + await test_agent() + + mock_truncate.assert_called() + call_args = mock_truncate.call_args + assert call_args[1]['truncation_mode'] == mode + assert call_args[1]['limit'] == limit \ No newline at end of file diff --git a/tests/unit/mcp_agent/llm/test_model_factory.py b/tests/unit/mcp_agent/llm/test_model_factory.py index 5a1b7515..159df886 100644 --- a/tests/unit/mcp_agent/llm/test_model_factory.py +++ b/tests/unit/mcp_agent/llm/test_model_factory.py @@ -65,7 +65,7 @@ def test_llm_class_creation(mocker): return_value=mocker.MagicMock() ) mocker.patch( - 'mcp_agent.llm.providers.augmented_llm_openai.OpenAIAugmentedLLM._initialize_client', + 'mcp_agent.llm.providers.augmented_llm_openai.OpenAIAugmentedLLM._openai_client', return_value=mocker.MagicMock() ) @@ -85,11 +85,7 @@ def test_llm_class_creation(mocker): def test_allows_generic_model(mocker): """Test that generic model names are allowed""" - # Mock the client and the base_url method for a more robust test - mocker.patch( - 'mcp_agent.llm.providers.augmented_llm_generic.GenericAugmentedLLM._initialize_client', - return_value=mocker.MagicMock() - ) + # Mock the base_url method for the generic provider (no _initialize_client method exists) mock_base_url = mocker.patch( 'mcp_agent.llm.providers.augmented_llm_generic.GenericAugmentedLLM._base_url', return_value="http://localhost:11434/v1" From 8ce0c5143888f6a6cfa89a5d08249257dd579c6b Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 9 Aug 2025 15:05:29 +0200 Subject: [PATCH 20/30] Fixed minor issues --- src/mcp_agent/llm/providers/augmented_llm_anthropic.py | 2 +- src/mcp_agent/llm/providers/augmented_llm_google_native.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py index 55fa1f14..46dd9fff 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_anthropic.py +++ b/src/mcp_agent/llm/providers/augmented_llm_anthropic.py @@ -618,7 +618,7 @@ async def _anthropic_completion( if params.request_delay_seconds > 0.0: self.logger.info(f"Sleeping for {self.PARAM_REQUEST_DELAY_SECONDS} seconds.") - asyncio.sleep(self.PARAM_REQUEST_DELAY_SECONDS) + await asyncio.sleep(self.PARAM_REQUEST_DELAY_SECONDS) response = await self._execute_streaming_call( arguments=arguments, model=params.model, diff --git a/src/mcp_agent/llm/providers/augmented_llm_google_native.py b/src/mcp_agent/llm/providers/augmented_llm_google_native.py index 1e4e2da4..95a34dfa 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_google_native.py +++ b/src/mcp_agent/llm/providers/augmented_llm_google_native.py @@ -236,7 +236,7 @@ async def execute_simple_api_call(self, message_string, max_tokens=2_000) -> str "contents": message_string, } - api_response = self._execute_api_call( + api_response = await self._execute_api_call( payload=payload ) From 781ff6ac6531368b6e96652f4c9d1418d725bcee Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 9 Aug 2025 15:07:59 +0200 Subject: [PATCH 21/30] Ruff linter fix --- src/mcp_agent/core/interactive_prompt.py | 6 ++++-- src/mcp_agent/llm/augmented_llm.py | 13 ++++++++----- .../llm/context_truncation_and_summarization.py | 2 -- src/mcp_agent/llm/providers/augmented_llm_openai.py | 2 +- .../context_truncation/large_content_test_server.py | 3 +-- .../test_context_truncation_e2e.py | 1 + .../test_context_truncation_integration.py | 3 ++- .../llm/test_augmented_llm_token_counting.py | 4 ---- .../llm/test_truncation_and_summarization.py | 6 +++--- 9 files changed, 20 insertions(+), 20 deletions(-) diff --git a/src/mcp_agent/core/interactive_prompt.py b/src/mcp_agent/core/interactive_prompt.py index d248efbc..08dc425a 100644 --- a/src/mcp_agent/core/interactive_prompt.py +++ b/src/mcp_agent/core/interactive_prompt.py @@ -808,8 +808,8 @@ async def _compact_history(self, prompt_provider: PromptProvider, agent_name: st rich_print(f"Current history: {len(message_history)} messages") # Import the ContextTruncation class - from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.core.agent_types import ContextTruncationMode + from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation # Message history is already in PromptMessageMultipart format multipart_messages = message_history @@ -840,7 +840,9 @@ async def _compact_history(self, prompt_provider: PromptProvider, agent_name: st try: # Check if this is Anthropic provider if hasattr(agent._llm, 'history') and 'anthropic' in str(type(agent._llm)).lower(): - from mcp_agent.llm.providers.multipart_converter_anthropic import AnthropicConverter + from mcp_agent.llm.providers.multipart_converter_anthropic import ( + AnthropicConverter, + ) provider_messages = AnthropicConverter.convert_from_multipart_to_anthropic_list(compacted_messages) agent._llm.history.set(provider_messages) diff --git a/src/mcp_agent/llm/augmented_llm.py b/src/mcp_agent/llm/augmented_llm.py index 6a72cad6..d0a7ebd0 100644 --- a/src/mcp_agent/llm/augmented_llm.py +++ b/src/mcp_agent/llm/augmented_llm.py @@ -37,7 +37,11 @@ BasicFormatConverter, ProviderFormatConverter, ) -from mcp_agent.llm.usage_tracking import TurnUsage, UsageAccumulator, create_turn_usage_from_messages +from mcp_agent.llm.usage_tracking import ( + TurnUsage, + UsageAccumulator, + create_turn_usage_from_messages, +) from mcp_agent.logging.logger import get_logger from mcp_agent.mcp.helpers.content_helpers import get_text from mcp_agent.mcp.interfaces import ( @@ -323,7 +327,7 @@ def get_token_count( # Extract text from each content block if message.content: for block_idx, block in enumerate(message.content): - block_start_len = len(combined_content) + block_type = getattr(block, 'type', '').lower() if block_type == "text": @@ -355,8 +359,7 @@ def get_token_count( tool_use_id = getattr(block, 'tool_use_id', '') tool_content = getattr(block, 'content', []) - tool_result_start = len(combined_content) - combined_content += f"[tool_result" + combined_content += "[tool_result" if tool_use_id: combined_content += f" for {tool_use_id}" combined_content += ": " @@ -378,7 +381,7 @@ def get_token_count( nested_chars += len(nested_text) logger.warning(f" 🔧 Block {block_idx}: TOOL_RESULT (list), {nested_chars} chars from nested blocks") if nested_chars > 10000: - logger.warning(f" Large tool result detected!") + logger.warning(" Large tool result detected!") else: logger.warning(f" 🔧 Block {block_idx}: TOOL_RESULT (other type: {type(tool_content)})") combined_content += "]" diff --git a/src/mcp_agent/llm/context_truncation_and_summarization.py b/src/mcp_agent/llm/context_truncation_and_summarization.py index 97a0f9b5..9ea743e2 100644 --- a/src/mcp_agent/llm/context_truncation_and_summarization.py +++ b/src/mcp_agent/llm/context_truncation_and_summarization.py @@ -2,10 +2,8 @@ Context truncation manager for LLM conversations. """ # region Imports -- External Imports -import json from typing import List, Optional - ## Types from mcp.types import ( TextContent, diff --git a/src/mcp_agent/llm/providers/augmented_llm_openai.py b/src/mcp_agent/llm/providers/augmented_llm_openai.py index 6fef9dec..0aa616b8 100644 --- a/src/mcp_agent/llm/providers/augmented_llm_openai.py +++ b/src/mcp_agent/llm/providers/augmented_llm_openai.py @@ -1,4 +1,4 @@ -from typing import Dict, List, Optional +from typing import Dict, List from mcp.types import ( CallToolRequest, diff --git a/tests/e2e/context_truncation/large_content_test_server.py b/tests/e2e/context_truncation/large_content_test_server.py index 5abb71bc..0fdf1fc8 100644 --- a/tests/e2e/context_truncation/large_content_test_server.py +++ b/tests/e2e/context_truncation/large_content_test_server.py @@ -4,11 +4,10 @@ """ import asyncio + from mcp.server import Server from mcp.types import ( - CallToolRequest, CallToolResult, - ListToolsRequest, ListToolsResponse, TextContent, Tool, diff --git a/tests/e2e/context_truncation/test_context_truncation_e2e.py b/tests/e2e/context_truncation/test_context_truncation_e2e.py index 2b952da3..efbf7e0d 100644 --- a/tests/e2e/context_truncation/test_context_truncation_e2e.py +++ b/tests/e2e/context_truncation/test_context_truncation_e2e.py @@ -5,6 +5,7 @@ """ import pytest + from mcp_agent.core.fastagent import FastAgent from mcp_agent.core.request_params import RequestParams diff --git a/tests/integration/context_truncation/test_context_truncation_integration.py b/tests/integration/context_truncation/test_context_truncation_integration.py index d7aaa300..b8d7f367 100644 --- a/tests/integration/context_truncation/test_context_truncation_integration.py +++ b/tests/integration/context_truncation/test_context_truncation_integration.py @@ -4,8 +4,9 @@ and that truncation logic is triggered correctly. """ +from unittest.mock import AsyncMock, Mock, patch + import pytest -from unittest.mock import Mock, AsyncMock, patch from mcp_agent.core.fastagent import FastAgent from mcp_agent.core.request_params import RequestParams diff --git a/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py b/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py index 4b647b0b..642060cf 100644 --- a/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py +++ b/tests/unit/mcp_agent/llm/test_augmented_llm_token_counting.py @@ -4,15 +4,11 @@ This module tests the unified token counting functionality that leverages the existing usage_tracking.py infrastructure. """ -import json from unittest.mock import patch -import pytest from mcp.types import TextContent -from mcp_agent.core.request_params import RequestParams from mcp_agent.llm.augmented_llm_passthrough import PassthroughLLM -from mcp_agent.llm.provider_types import Provider from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py index 4ed20e40..50deed3c 100644 --- a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py +++ b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py @@ -4,14 +4,14 @@ This module tests the context truncation and summarization functionality, including all public and private methods in the ContextTruncation class. """ -import pytest -from unittest.mock import Mock, AsyncMock, patch +from unittest.mock import AsyncMock, Mock, patch +import pytest from mcp.types import TextContent from mcp_agent.core.agent_types import ContextTruncationMode -from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.llm.augmented_llm import AugmentedLLM +from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart pytestmark = pytest.mark.anyio From 168d7e847a6340f60278fd47486fdf738b1fa4e8 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Sat, 9 Aug 2025 15:38:49 +0200 Subject: [PATCH 22/30] Removed the unnecessary trio dependency from the truncation test --- .../unit/mcp_agent/llm/test_truncation_and_summarization.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py index 50deed3c..8a1baaed 100644 --- a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py +++ b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py @@ -4,9 +4,9 @@ This module tests the context truncation and summarization functionality, including all public and private methods in the ContextTruncation class. """ +import unittest from unittest.mock import AsyncMock, Mock, patch -import pytest from mcp.types import TextContent from mcp_agent.core.agent_types import ContextTruncationMode @@ -14,10 +14,8 @@ from mcp_agent.llm.context_truncation_and_summarization import ContextTruncation from mcp_agent.mcp.prompt_message_multipart import PromptMessageMultipart -pytestmark = pytest.mark.anyio - -class TestContextTruncation: +class TestContextTruncation(unittest.IsolatedAsyncioTestCase): """Test cases for the ContextTruncation class.""" def create_mock_provider(self, token_count_return=1000): From 76a03060368b62d69331818887efaf09bf33818c Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Sat, 9 Aug 2025 17:05:30 +0100 Subject: [PATCH 23/30] add trio to pyproject, rebuild lock file --- pyproject.toml | 1 + uv.lock | 1958 ++++++++++++------------------------------------ 2 files changed, 468 insertions(+), 1491 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 887e480d..4deb3a79 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -39,6 +39,7 @@ dependencies = [ "a2a-sdk>=0.3.0", "email-validator>=2.2.0", "pyperclip>=1.9.0", + "trio>=0.30.0", ] [project.optional-dependencies] diff --git a/uv.lock b/uv.lock index 7ef8fee7..c908264d 100644 --- a/uv.lock +++ b/uv.lock @@ -1,11 +1,4 @@ version = 1 -<<<<<<< HEAD -revision = 1 -requires-python = ">=3.12" -resolution-markers = [ - "python_full_version >= '3.13'", - "python_full_version < '3.13'", -======= revision = 2 requires-python = ">=3.13" @@ -13,7 +6,6 @@ requires-python = ">=3.13" members = [ "fast-agent-mcp", "mcp-server", ->>>>>>> f47a5eec31697129c5029f82f9cfa90e78f774a9 ] [[package]] @@ -30,24 +22,18 @@ dependencies = [ { name = "sse-starlette" }, { name = "starlette" }, ] -<<<<<<< HEAD -sdist = { url = "https://files.pythonhosted.org/packages/f2/50/705f7972114dd0fe918840eb966533e511358f9881ddcdc0adebe64768c9/a2a_sdk-0.3.0.tar.gz", hash = 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-7,6 +7,12 @@ from mcp_agent.core.fastagent import FastAgent +# Override the anyio_backend fixture to only use asyncio +@pytest.fixture(scope="module", params=["asyncio"]) +def anyio_backend(request): + return request.param + + # Keep the auto-cleanup fixture @pytest.fixture(scope="function", autouse=True) def cleanup_event_bus(): From 2dc008e0de2ec3f5f412c1c235f6da267187564d Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Mon, 11 Aug 2025 00:31:14 +0200 Subject: [PATCH 27/30] Integratino tests for truncation running now, but trio issue still there --- pyproject.toml | 1 + .../test_context_truncation_integration.py | 62 ++++++++++++------- .../llm/test_truncation_and_summarization.py | 12 ++-- uv.lock | 54 +++++++++++++--- 4 files changed, 93 insertions(+), 36 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 7f7fc19d..3071f9db 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -110,6 +110,7 @@ dev = [ "pytest-cov>=6.1.1", "pytest-mock", "ipdb>=0.13.13", + "trio>=0.30.0", ] [project.scripts] diff --git a/tests/integration/context_truncation/test_context_truncation_integration.py b/tests/integration/context_truncation/test_context_truncation_integration.py index b8d7f367..7d399d79 100644 --- a/tests/integration/context_truncation/test_context_truncation_integration.py +++ b/tests/integration/context_truncation/test_context_truncation_integration.py @@ -25,8 +25,12 @@ def app(self): async def test_anthropic_truncation_parameters_passed(self, app): """Test that Anthropic provider receives truncation parameters correctly.""" - with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: - mock_completion.return_value = [Mock()] + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._execute_streaming_call') as mock_completion: + mock_response = Mock() + mock_response.content = [Mock(type="text", text="Test response")] + mock_response.stop_reason = "end_turn" + mock_response.usage = Mock(input_tokens=10, output_tokens=5) + mock_completion.return_value = mock_response with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: mock_truncate.return_value = [] # Return empty list to simulate truncation @@ -34,12 +38,12 @@ async def test_anthropic_truncation_parameters_passed(self, app): @app.agent( name="anthropic_param_test", instruction="Test truncation parameters", - model="passthrough", # Use passthrough to avoid real API calls + model="haiku", # Use Anthropic model to trigger Anthropic provider request_params=RequestParams( - maxTokens=100, + maxTokens=5000, use_history=True, context_truncation_mode="remove", - context_truncation_length_limit=500 + context_truncation_length_limit=5 ) ) async def test_agent(): @@ -55,7 +59,7 @@ async def test_agent(): mock_truncate.assert_called() call_args = mock_truncate.call_args assert call_args[1]['truncation_mode'] == "remove" - assert call_args[1]['limit'] == 500 + assert call_args[1]['limit'] == 5 @pytest.mark.anyio async def test_openai_truncation_parameters_passed(self, app): @@ -70,12 +74,12 @@ async def test_openai_truncation_parameters_passed(self, app): @app.agent( name="openai_param_test", instruction="Test truncation parameters", - model="passthrough", + model="gpt-4o", # Use OpenAI model to trigger OpenAI provider request_params=RequestParams( - maxTokens=100, + maxTokens=5000, use_history=True, context_truncation_mode="summarize", - context_truncation_length_limit=1000 + context_truncation_length_limit=100 ) ) async def test_agent(): @@ -92,14 +96,18 @@ async def test_agent(): mock_truncate.assert_called() call_args = mock_truncate.call_args assert call_args[1]['truncation_mode'] == "summarize" - assert call_args[1]['limit'] == 1000 + assert call_args[1]['limit'] == 100 @pytest.mark.anyio async def test_google_truncation_parameters_passed(self, app): """Test that Google provider receives truncation parameters correctly.""" - with patch('mcp_agent.llm.providers.augmented_llm_google_native.GoogleNativeAugmentedLLM._completion') as mock_completion: - mock_completion.return_value = Mock() + with patch('mcp_agent.llm.providers.augmented_llm_google_native.GoogleNativeAugmentedLLM._execute_api_call') as mock_api_call: + mock_response = Mock() + mock_response.text = "Test response" + mock_response.usage_metadata = Mock(prompt_token_count=10, candidates_token_count=5) + mock_response.candidates = [Mock(content=Mock(parts=[Mock(text="Test response")]))] + mock_api_call.return_value = mock_response with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: mock_truncate.return_value = [] @@ -107,12 +115,12 @@ async def test_google_truncation_parameters_passed(self, app): @app.agent( name="google_param_test", instruction="Test truncation parameters", - model="passthrough", + model="gemini-2.0-flash", # Use Google model to trigger Google provider request_params=RequestParams( - maxTokens=100, + maxTokens=5000, use_history=True, context_truncation_mode="remove", - context_truncation_length_limit=750 + context_truncation_length_limit=5 ) ) async def test_agent(): @@ -127,21 +135,25 @@ async def test_agent(): mock_truncate.assert_called() call_args = mock_truncate.call_args assert call_args[1]['truncation_mode'] == "remove" - assert call_args[1]['limit'] == 750 + assert call_args[1]['limit'] == 5 @pytest.mark.anyio async def test_truncation_not_called_when_disabled(self, app): """Test that truncation is not called when no truncation mode is specified.""" - with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: - mock_completion.return_value = [Mock()] + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._execute_streaming_call') as mock_completion: + mock_response = Mock() + mock_response.content = [Mock(type="text", text="Test response")] + mock_response.stop_reason = "end_turn" + mock_response.usage = Mock(input_tokens=10, output_tokens=5) + mock_completion.return_value = mock_response with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: @app.agent( name="no_truncation_test", instruction="Test no truncation", - model="passthrough", + model="haiku", # Use Anthropic model request_params=RequestParams( maxTokens=100, use_history=True, @@ -173,7 +185,7 @@ async def test_request_params_fallback_to_defaults(self, app): @app.agent( name="defaults_test", instruction="Test default params fallback", - model="passthrough", + model="gpt-4o", # Use OpenAI model request_params=RequestParams( maxTokens=100, use_history=True, @@ -207,8 +219,12 @@ async def test_agent(): async def test_various_truncation_configurations(self, app, mode, limit): """Test various truncation configurations work correctly.""" - with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._anthropic_completion') as mock_completion: - mock_completion.return_value = [Mock()] + with patch('mcp_agent.llm.providers.augmented_llm_anthropic.AnthropicAugmentedLLM._execute_streaming_call') as mock_completion: + mock_response = Mock() + mock_response.content = [Mock(type="text", text="Test response")] + mock_response.stop_reason = "end_turn" + mock_response.usage = Mock(input_tokens=10, output_tokens=5) + mock_completion.return_value = mock_response with patch.object(ContextTruncation, 'truncate_if_required', new_callable=AsyncMock) as mock_truncate: mock_truncate.return_value = [] @@ -216,7 +232,7 @@ async def test_various_truncation_configurations(self, app, mode, limit): @app.agent( name=f"config_test_{mode}_{limit}", instruction="Test various configurations", - model="passthrough", + model="haiku", # Use Anthropic model request_params=RequestParams( maxTokens=100, use_history=True, diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py index 8a1baaed..c8e34e14 100644 --- a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py +++ b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py @@ -54,7 +54,7 @@ async def test_truncate_if_required_no_truncation_needed(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=ContextTruncationMode.SUMMARIZE, - limit=1000, + limit=5, model_name="test-model", system_prompt="System prompt", provider=mock_provider @@ -72,7 +72,7 @@ async def test_truncate_if_required_no_truncation_mode(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=None, - limit=1000, + limit=5, model_name="test-model", system_prompt="System prompt", provider=mock_provider @@ -89,7 +89,7 @@ async def test_truncate_if_required_truncation_mode_none(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=ContextTruncationMode.NONE, - limit=1000, + limit=5, model_name="test-model", system_prompt="System prompt", provider=mock_provider @@ -124,7 +124,7 @@ async def test_truncate_if_required_summarize_mode(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=ContextTruncationMode.SUMMARIZE, - limit=1000, + limit=5, model_name="test-model", system_prompt="System prompt", provider=mock_provider @@ -148,7 +148,7 @@ async def test_truncate_if_required_remove_mode(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=ContextTruncationMode.REMOVE, - limit=1000, + limit=5, model_name="test-model", system_prompt="System prompt", provider=mock_provider @@ -401,7 +401,7 @@ async def test_truncate_if_required_integration(self): result = await ContextTruncation.truncate_if_required( messages=long_messages, truncation_mode=ContextTruncationMode.SUMMARIZE, - limit=1500, + limit=5, model_name="test-model", system_prompt="You are helpful", provider=mock_provider diff --git a/uv.lock b/uv.lock index 22a96a46..faaecc78 100644 --- a/uv.lock +++ b/uv.lock @@ -405,7 +405,7 @@ version = "3.22.5" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "attrs" }, - { name = "docstring-parser", marker = "python_full_version < '4'" }, + { name = "docstring-parser", marker = "python_full_version < '4.0'" }, { name = "rich" }, { name = "rich-rst" }, ] @@ -529,10 +529,10 @@ dependencies = [ { name = "openai" }, { name = "opentelemetry-distro" }, { name = "opentelemetry-exporter-otlp-proto-http" }, - { name = "opentelemetry-instrumentation-anthropic", marker = "python_full_version < '4'" }, + { name = "opentelemetry-instrumentation-anthropic", marker = "python_full_version < '4.0'" }, { name = "opentelemetry-instrumentation-google-genai" }, - { name = "opentelemetry-instrumentation-mcp", marker = "python_full_version < '4'" }, - { name = "opentelemetry-instrumentation-openai", marker = "python_full_version < '4'" }, + { name = "opentelemetry-instrumentation-mcp", marker = "python_full_version < '4.0'" }, + { name = "opentelemetry-instrumentation-openai", marker = "python_full_version < '4.0'" }, { name = "prompt-toolkit" }, { name = "pydantic" }, { name = "pydantic-settings" }, @@ -576,6 +576,7 @@ dev = [ { name = "pyyaml" }, { name = "ruff" }, { name = "tomli" }, + { name = "trio" }, ] [package.metadata] @@ -596,10 +597,10 @@ requires-dist = [ { name = "openai", marker = "extra == 'openai'", specifier = ">=1.58.1" }, { name = "opentelemetry-distro", specifier = ">=0.55b0" }, { name = "opentelemetry-exporter-otlp-proto-http", specifier = ">=1.34.1" }, - { name = "opentelemetry-instrumentation-anthropic", marker = "python_full_version >= '3.10' and python_full_version < '4'", specifier = ">=0.43.1" }, + { name = 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test_mcp_e2e_filtering.py} (100%) diff --git a/tests/e2e/mcp_filtering/test_mcp_filtering.py b/tests/e2e/mcp_filtering/test_mcp_e2e_filtering.py similarity index 100% rename from tests/e2e/mcp_filtering/test_mcp_filtering.py rename to tests/e2e/mcp_filtering/test_mcp_e2e_filtering.py diff --git a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py index c8e34e14..3250889f 100644 --- a/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py +++ b/tests/unit/mcp_agent/llm/test_truncation_and_summarization.py @@ -54,7 +54,7 @@ async def test_truncate_if_required_no_truncation_needed(self): result = await ContextTruncation.truncate_if_required( messages=messages, truncation_mode=ContextTruncationMode.SUMMARIZE, - limit=5, + limit=1000, model_name="test-model", system_prompt="System prompt", provider=mock_provider From f102aa43cfaa82d075f697765b6e9584090f86f7 Mon Sep 17 00:00:00 2001 From: Jan Spoerer Date: Fri, 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b/tests/integration/context_truncation/test_context_truncation_integration.py index 7d399d79..9683690a 100644 --- a/tests/integration/context_truncation/test_context_truncation_integration.py +++ b/tests/integration/context_truncation/test_context_truncation_integration.py @@ -98,6 +98,7 @@ async def test_agent(): assert call_args[1]['truncation_mode'] == "summarize" assert call_args[1]['limit'] == 100 + @pytest.mark.skip(reason="No access to API keys in the integration tests in the GitHub test runner.") @pytest.mark.anyio async def test_google_truncation_parameters_passed(self, app): """Test that Google provider receives truncation parameters correctly."""