Use of agents in threads

[arreumb]

Are agents thread safe ?

[saqadri]

Are agents thread safe ?

@arreumb they should be, but I'm curious if you're seeing any issues? An example would help me validate.

Connection management with MCP servers is meant to be thread safe.

[saqadri]

@arreumb please let me know if you have any specific issues identified with concurrency, I'll be happy to debug and fix.

[arreumb]

Sure, I will, thanks. My suspect is that while MCP server is multi threaded the client is not thread safe.

[dacox]

@arreumb @saqadri

I am also interested in this.

I am trying to adapt our Evaluation framework which executes chatcompletions in parallel using a ThreadPoolExecutor.

I am using Optimizer/Evaluator generate_str under such an environment. It works fine when there are no MCP servers defined, but it hangs when there are any mcp servers.

If i wanted to execute a bunch of workflows in parallel - what would be the best approach?

How many MCPApp instances should I have? many, or share one?

[saqadri]

@arreumb @saqadri

I am also interested in this.

I am trying to adapt our Evaluation framework which executes chatcompletions in parallel using a ThreadPoolExecutor.

I am using Optimizer/Evaluator generate_str under such an environment. It works fine when there are no MCP servers defined, but it hangs when there are any mcp servers.

If i wanted to execute a bunch of workflows in parallel - what would be the best approach?

How many MCPApp instances should I have? many, or share one?

@dacox can you please share your code so I can reproduce it?

In general there should be a single MCPApp and you can define as many LLMs, Agents and Workflows under that.

It is designed to be threadsafe but it's possible there are bugs, so would love to get a repro and I will prioritize a fix.

[dacox]

@saqadri I'm going to try and get a minimal reproduction on monday! 👍

[dacox]

@saqadri ok, here is a reproduction - sorry it's quite a bit of code

Environment

$ poetry run python --version

Python 3.12.8

[[package]]
name = "mcp-agent"
version = "0.1.1"
description = "Build effective agents with Model Context Protocol (MCP) using simple, composable patterns."
optional = false
python-versions = ">=3.10"
files = [
    {file = "mcp_agent-0.1.1-py3-none-any.whl", hash = "sha256:6400dc6a8348c1752e63ef996864703c69f00c4b5f8427a02964e608dec2ffd0"},
    {file = "mcp_agent-0.1.1.tar.gz", hash = "sha256:c24b10b967f109f538baa564f6908333bae1ad796c07708868f02d25fadf4147"},
]

word_count.py MCP server

from mcp.server.fastmcp import FastMCP


mcp = FastMCP("Script Duration Server")


@mcp.tool()
def get_script_word_count(script: str) -> float:
    return len(script.split())


if __name__ == "__main__":
    mcp.run()

the script (mcp_repro.py)

import argparse
import asyncio
import os
import concurrent.futures
import logging

from mcp_agent.app import MCPApp
from mcp_agent.agents.agent import Agent
from mcp_agent.config import Settings, LoggerSettings, MCPSettings, MCPServerSettings, OpenAISettings
from mcp_agent.workflows.llm.augmented_llm import RequestParams
from mcp_agent.workflows.llm.augmented_llm_openai import OpenAIAugmentedLLM
from mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer import (
    EvaluatorOptimizerLLM,
    QualityRating,
)

logger = logging.getLogger(__name__)


app = MCPApp(
    name="script_generation_fewshot_eval",
    settings=Settings(
        execution_engine="asyncio",
        logger=LoggerSettings(
            transports=["console", "file"],
            level="debug",
            path="mcp-agent.jsonl",
        ),
        mcp=MCPSettings(
            servers={
                "word_count": MCPServerSettings(
                    command="python",
                    args=["-m", "word_count"],
                )
            }
        ),
        openai=OpenAISettings(
            api_key=os.environ["OPENAI_API_KEY"],
            # OpenAISettings does not explicitly default_model
            default_model="gpt-4o",  # type: ignore
        ),
    ),
)


async def run() -> str:
    async with app.run():
        optimizer = Agent(
            name="optimizer",
            instruction="""You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.
            The story must adhere to the following rules:
            1. The story must be at least 100 words long.
            2. The story can be no longer than 150 words.
            """,
            server_names=[],
        )
        evaluator = Agent(
            name="evaluator",
            instruction="""Evaluate the script based on the following criteria:
            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)
            [Coherence]: The script should be coherent and follow a logical structure.
            [Creativity]: The script should be creative and engaging.
            For each criterion,
            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)
            - Offer specific feedback or suggestions for improvement.

            Summarize your evaluation as a structured response with:
            - Overall quality rating
            - Specific feedback and areas for improvement.
            - Include concrete feedback about script length expressed in number of words. This is very important!
            """,
            server_names=["word_count"],
        )

        evaluator_optimizer = EvaluatorOptimizerLLM(
            optimizer=optimizer,
            evaluator=evaluator,
            llm_factory=OpenAIAugmentedLLM,
            min_rating=QualityRating.EXCELLENT,
        )

        result = await evaluator_optimizer.generate_str(
            """
            Please write a story about a goblin that is a master of disguise.
            The goblin should be able to change its appearance and behavior to blend in with different environments and situations
            """,
            request_params=RequestParams(maxTokens=16384, max_iterations=3),
        )

        return result


def generate_step():
    loop = asyncio.new_event_loop()
    try:
        asyncio.set_event_loop(loop)
        result = loop.run_until_complete(run())
        return result
    except Exception as e:
        logger.exception("Error during script generation", exc_info=e)
        return ""
    finally:
        loop.close()


def main(concurrency: int) -> list[str]:
    results = []
    with concurrent.futures.ThreadPoolExecutor(max_workers=concurrency) as executor:
        futures = {executor.submit(generate_step): idx for idx in range(concurrency)}
        for future in concurrent.futures.as_completed(futures):
            idx = futures[future]
            try:
                result = future.result()
                results.append(result)
                print(f"Story for step {idx} is {len(result.split())} words long.")
            except Exception as e:
                print(f"Step {idx} generated an exception: {e}")
                results.append("")
    return results


if __name__ == "__main__":
    parser = argparse.ArgumentParser()
    parser.add_argument("-c", "--concurrency", type=int, default=5, help="Number of concurrent requests")

    args = parser.parse_args()

    results = main(args.concurrency)

    print("\n\n")
    for idx, result in enumerate(results):
        print(f"Story for step {idx} is {len(result.split())} words long.")

if you run this, defaulting with 5 concurrency, it hangs eventually

If you remove the mcp server by removing from the evaluator agent's server_names

            server_names=[],

it does not hang

I have also attached the log from a run where it hangs

{"level":"INFO","timestamp":"2025-06-09T19:39:38.595297","namespace":"mcp_agent.core.context","message":"Configuring logger with level: debug"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595353","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow tasks with application instance."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595363","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595367","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task already registered, skipping."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595371","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595374","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task already registered, skipping."}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.595379","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp initialized","data":{"data":{"progress_action":"Running","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop","session_id":"85ec39d9-cc59-4493-b16a-bc81201b330f"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595499","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595559","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595606","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595624","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.595628","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402073","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdHuWduGFri46BvZNLYFjmZN6Tv","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\n\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\n\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497979,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":199,"prompt_tokens":114,"total_tokens":313,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_6d6d1d3057418591f749ac9562f3bd9a"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402265","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402320","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402369","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402616","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402638","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\n\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\n\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.402747","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.437080","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"word_count: Found server configuration=","data":{"data":{"name":null,"description":null,"transport":"stdio","command":"python","args":["-m","word_count"],"url":null,"headers":null,"http_timeout_seconds":null,"read_timeout_seconds":null,"terminate_on_close":true,"auth":null,"roots":null,"env":null}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:43.437252","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"word_count: Up and running with a persistent connection!"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.441892","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"initialize","params":{"meta":null,"protocolVersion":"2025-03-26","capabilities":{"experimental":null,"sampling":{},"roots":{"listChanged":true}},"clientInfo":{"name":"mcp","version":"0.1.0"}}}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.594366","namespace":"mcp_agent.core.context","message":"Configuring logger with level: debug"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594457","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow tasks with application instance."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594470","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594475","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task already registered, skipping."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594479","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594485","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task already registered, skipping."}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.594490","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp initialized","data":{"data":{"progress_action":"Running","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop","session_id":"4a1729d3-7d70-489a-93e5-39882647b45f"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594632","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594696","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594734","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594753","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594758","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529657","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdHSw4dBkCUqpebqmWWyqjWqp3e","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\n\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\n\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\n\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he'd fooled\u2014a miraculous rain during drought, or a nightingale's song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497979,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":210,"prompt_tokens":114,"total_tokens":324,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_fb3f09d5a72661c74656d60f2438a812"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529714","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529727","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529744","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529850","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529864","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\n\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\n\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\n\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he'd fooled\u2014a miraculous rain during drought, or a nightingale's song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.529917","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.563330","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Server 'word_count' does not support tools"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.563445","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Server 'word_count' does not support prompts"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.563460","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"MCP Aggregator initialized for server 'word_count'","data":{"data":{"progress_action":"Initialized","server_name":"word_count","agent_name":"evaluator","tool_count":0,"prompt_count":"0"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.784050","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"protocolVersion":"2025-03-26","capabilities":{"experimental":{},"logging":null,"prompts":{"listChanged":false},"resources":{"subscribe":"False","listChanged":"False"},"tools":{"listChanged":"False"}},"serverInfo":{"name":"Script Duration Server","version":"1.9.3"},"instructions":null}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.784238","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_notification:","data":{"data":{"method":"notifications/initialized","params":null}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.791271","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/list","params":null}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.795679","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"nextCursor":null,"tools":[{"name":"get_script_word_count","description":"Return the number of words in the script string.","inputSchema":{"properties":{"script":{"title":"Script","type":"string"}},"required":["script"],"title":"get_script_word_countArguments","type":"object"},"annotations":null}]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.795922","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"prompts/list","params":null}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.800814","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"nextCursor":null,"prompts":[]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.800863","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"MCP Aggregator initialized for server 'word_count'","data":{"data":{"progress_action":"Initialized","server_name":"word_count","agent_name":"evaluator","tool_count":1,"prompt_count":0}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.596026","namespace":"mcp_agent.core.context","message":"Configuring logger with level: debug"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596072","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow tasks with application instance."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596079","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596083","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task already registered, skipping."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596087","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596094","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task already registered, skipping."}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.596103","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp initialized","data":{"data":{"progress_action":"Running","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop","session_id":"aafc2d93-1ca7-4583-bc4f-a987a5ac1df7"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596282","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596341","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596379","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596397","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.596403","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421213","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdHrJigC83twgD02CW7ciJ1xaOe","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the dense heart of Grindlewood, there lived a goblin named Trix, renowned for his unparalleled mastery of disguise. Unlike the other goblins, Trix could transform his appearance to blend seamlessly into any surrounding. In the marketplace of humans, he became a wizened old man, with a kindly smile and twinkling eyes. Among the elves, he adopted the delicate features and ethereal grace that fooled even their keen eyes.\n\nOne day, Trix ventured into the dragon's lair, where no goblin dared tread. Transforming into a glimmering jewel, he nestled among the dragon's treasured hordes. The dragon, mesmerized by its new gem, never noticed the goblin among its treasures. Trix gathered whispers, stories, and secrets from every place he visited, storing them like precious tokens. His disguises allowed him to move freely, yet it was his heart, always genuine, that won him allies across realms despite his goblin nature.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497979,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_07871e2ad8","usage":{"completion_tokens":198,"prompt_tokens":114,"total_tokens":312,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_5c792ae04beb9dad479ea87f854ccfb9"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421254","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421263","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421279","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421372","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Decremented connection ref count to 0"}
{"level":"INFO","timestamp":"2025-06-09T19:39:46.421378","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Last aggregator closing, shutting down all persistent connections..."}
{"level":"INFO","timestamp":"2025-06-09T19:39:46.421415","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"Disconnecting all persistent server connections..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.421746","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"MCPConnectionManager: shutting down all server tasks..."}
{"level":"INFO","timestamp":"2025-06-09T19:39:46.421753","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"Disconnecting all persistent server connections..."}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.591676","namespace":"mcp_agent.core.context","message":"Configuring logger with level: debug"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.591856","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow tasks with application instance."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.591866","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.591877","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task"}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.591886","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp initialized","data":{"data":{"progress_action":"Running","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop","session_id":"1c56ddc9-afcc-4673-8b95-3fb16f6d7b99"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.592147","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.592395","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.592468","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.592495","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.592503","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891795","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdHBpgvNrhTFxkm3vBLtEssPWpi","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses. \n\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\n\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening's end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497979,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":203,"prompt_tokens":114,"total_tokens":317,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_ca815c099945f293f61ebdd325afcec9"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891834","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891843","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891858","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891933","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891944","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses. \n\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\n\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening's end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.891991","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.892047","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.892137","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.892175","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses. \\\\n\\\\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\\\\n\\\\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening\\'s end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
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{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.179926","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdMK3yYMILhZNsEX90qM90kNhKu","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_cPHQFOxyurBQRweIuSyhxBgZ","function":{"arguments":"{\"script\": \"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses.\\n\\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\\n\\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening's end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749497984,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":239,"prompt_tokens":741,"total_tokens":980,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_0316966d3e1dbbea6c286babd0bbcf2c"}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:47.180551","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.200877","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses.\n\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\n\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening's end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.803241","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.803404","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.803482","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.803489","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.278186","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdMMnOkdcISmJZphApYwZVTr7h6","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_OJkyciJ68pE3zmwNh7p8pM66","function":{"arguments":"{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\n\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\\n\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749497984,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":220,"prompt_tokens":737,"total_tokens":957,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_2cf3572e5cfbc92009b72134843dbfd2"}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:47.278557","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.286182","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\n\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\n\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.290237","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"content":[{"type":"text","text":"145","annotations":null}],"isError":false}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.306169","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"content":[{"type":"text","text":"145","annotations":null}],"isError":false}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.593663","namespace":"mcp_agent.core.context","message":"Configuring logger with level: debug"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593777","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow tasks with application instance."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593794","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593800","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_completion_task already registered, skipping."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593804","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Registering global workflow task: mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593808","namespace":"mcp_agent.script_generation_fewshot_eval","message":"Global workflow task mcp_agent.workflows.llm.augmented_llm_openai.OpenAICompletionTasks.request_structured_completion_task already registered, skipping."}
{"level":"INFO","timestamp":"2025-06-09T19:39:38.593813","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp initialized","data":{"data":{"progress_action":"Running","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop","session_id":"5708f1a3-d582-40d1-b0e7-728361d6640c"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.593971","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594043","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594095","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594118","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:38.594124","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351436","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdH7zImK9C2k5Ac9DCcP3vv2nuN","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the bustling village of Mirewood, a peculiar goblin named Grimble lived secretly among the townsfolk. Unlike his mischievous kin, Grimble was a master of disguise, adept at changing his appearance to match any situation. With a flicker of thought, his skin would shift to mimic a merchant\u2019s tattered clothes or the gnarled bark of a forest tree.\n\nGrimble used his talents not for pranks, but for learning. He loved to blend in with the blacksmiths, absorbing their craft, or sit quietly as an old scholar at the town library, gaining knowledge. No one ever suspected the truth about the quiet stranger who inhabited their world.\n\nOne stormy night, when the village was threatened by a fearsome beast, Grimble used his finest guise yet, disguising himself as a knight. With courage and cunning, he guided the townsfolk to safety, proving that true mastery of disguise could protect and unite, as well as conceal.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497979,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_07871e2ad8","usage":{"completion_tokens":197,"prompt_tokens":114,"total_tokens":311,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_6a4a6f115cb57fc389603fba2e58166d"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351484","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351495","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351518","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351646","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351665","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the bustling village of Mirewood, a peculiar goblin named Grimble lived secretly among the townsfolk. Unlike his mischievous kin, Grimble was a master of disguise, adept at changing his appearance to match any situation. With a flicker of thought, his skin would shift to mimic a merchant\u2019s tattered clothes or the gnarled bark of a forest tree.\n\nGrimble used his talents not for pranks, but for learning. He loved to blend in with the blacksmiths, absorbing their craft, or sit quietly as an old scholar at the town library, gaining knowledge. No one ever suspected the truth about the quiet stranger who inhabited their world.\n\nOne stormy night, when the village was threatened by a fearsome beast, Grimble used his finest guise yet, disguising himself as a knight. With courage and cunning, he guided the townsfolk to safety, proving that true mastery of disguise could protect and unite, as well as conceal.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351705","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351766","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351882","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351949","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': \"\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content='In the bustling village of Mirewood, a peculiar goblin named Grimble lived secretly among the townsfolk. Unlike his mischievous kin, Grimble was a master of disguise, adept at changing his appearance to match any situation. With a flicker of thought, his skin would shift to mimic a merchant\u2019s tattered clothes or the gnarled bark of a forest tree.\\\\n\\\\nGrimble used his talents not for pranks, but for learning. He loved to blend in with the blacksmiths, absorbing their craft, or sit quietly as an old scholar at the town library, gaining knowledge. No one ever suspected the truth about the quiet stranger who inhabited their world.\\\\n\\\\nOne stormy night, when the village was threatened by a fearsome beast, Grimble used his finest guise yet, disguising himself as a knight. With courage and cunning, he guided the townsfolk to safety, proving that true mastery of disguise could protect and unite, as well as conceal.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        \"}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.351972","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:48.759419","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdOlVXEdjr8AopfSMPjCrmLLE8l","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_gBQw3unFgrbPljBwlPbT6M20","function":{"arguments":"{\"script\": \"In the bustling village of Mirewood, a peculiar goblin named Grimble lived secretly among the townsfolk. Unlike his mischievous kin, Grimble was a master of disguise, adept at changing his appearance to match any situation. With a flicker of thought, his skin would shift to mimic a merchant\u2019s tattered clothes or the gnarled bark of a forest tree.\\n\\nGrimble used his talents not for pranks, but for learning. He loved to blend in with the blacksmiths, absorbing their craft, or sit quietly as an old scholar at the town library, gaining knowledge. No one ever suspected the truth about the quiet stranger who inhabited their world.\\n\\nOne stormy night, when the village was threatened by a fearsome beast, Grimble used his finest guise yet, disguising himself as a knight. With courage and cunning, he guided the townsfolk to safety, proving that true mastery of disguise could protect and unite, as well as conceal.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749497986,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":234,"prompt_tokens":735,"total_tokens":969,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_236beb01652fab773caeed7314dce4e3"}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:48.759950","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:48.883583","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the bustling village of Mirewood, a peculiar goblin named Grimble lived secretly among the townsfolk. Unlike his mischievous kin, Grimble was a master of disguise, adept at changing his appearance to match any situation. With a flicker of thought, his skin would shift to mimic a merchant\u2019s tattered clothes or the gnarled bark of a forest tree.\n\nGrimble used his talents not for pranks, but for learning. He loved to blend in with the blacksmiths, absorbing their craft, or sit quietly as an old scholar at the town library, gaining knowledge. No one ever suspected the truth about the quiet stranger who inhabited their world.\n\nOne stormy night, when the village was threatened by a fearsome beast, Grimble used his finest guise yet, disguising himself as a knight. With courage and cunning, he guided the townsfolk to safety, proving that true mastery of disguise could protect and unite, as well as conceal."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.568137","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.568310","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.568369","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\\\\n\\\\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\\\\n\\\\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\\\\n\\\\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he\\'d fooled\u2014a miraculous rain during drought, or a nightingale\\'s song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:43.568376","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:48.703376","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdLM1KMIsgoVkt1w1WKDnG054Hp","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"1. **Overall Quality Rating**: GOOD\n\n2. **Specific Feedback and Suggestions**:\n\n   - **Script Length**: EXCELLENT. The script contains 150 words, meeting the target range perfectly, which suggests a good grasp of the word count requirement.\n   \n   - **Coherence**: EXCELLENT. The script has a clear and logical structure. It introduces Grizzle, describes his unique talent, offers an engaging scenario with the feast, and concludes with his character's complexity, making it easy to follow.\n   \n   - **Creativity**: GOOD. The concept of a goblin with disguising skills is creatively expressed through vivid imagery and diverse scenarios. However, adding more unique situations or encounters could enhance Grizzle\u2019s life in different settings, increasing overall engagement.\n\n3. **Whether Improvement is Needed**: True\n\n4. **Focus Areas for Improvement**:\n   - While the story creatively explores Grizzle\u2019s talents, infusing more distinctive quirks or specific challenges he faces when mingling might enrich the narrative and provide deeper insights into his character.\n   - Consider expanding on how Grizzle chooses his disguises and his internal thoughts to further boost creative expression.\n\nWith minor enhancements, the script could reach the \"EXCELLENT\" threshold in creativity.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497983,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":254,"prompt_tokens":700,"total_tokens":954,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_cfbedd77d084a01985248906c450279a"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:48.703495","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:48.703532","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"evaluator"}}}
{"level":"ERROR","timestamp":"2025-06-09T19:39:46.941890","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"MCPConnectionManager: Error during shutdown: Attempted to exit cancel scope in a different task than it was entered in"}
{"level":"INFO","timestamp":"2025-06-09T19:39:46.941931","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Connection manager successfully closed and removed from context"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.941972","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942000","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the dense heart of Grindlewood, there lived a goblin named Trix, renowned for his unparalleled mastery of disguise. Unlike the other goblins, Trix could transform his appearance to blend seamlessly into any surrounding. In the marketplace of humans, he became a wizened old man, with a kindly smile and twinkling eyes. Among the elves, he adopted the delicate features and ethereal grace that fooled even their keen eyes.\n\nOne day, Trix ventured into the dragon's lair, where no goblin dared tread. Transforming into a glimmering jewel, he nestled among the dragon's treasured hordes. The dragon, mesmerized by its new gem, never noticed the goblin among its treasures. Trix gathered whispers, stories, and secrets from every place he visited, storing them like precious tokens. His disguises allowed him to move freely, yet it was his heart, always genuine, that won him allies across realms despite his goblin nature.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942060","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942158","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942280","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942333","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the dense heart of Grindlewood, there lived a goblin named Trix, renowned for his unparalleled mastery of disguise. Unlike the other goblins, Trix could transform his appearance to blend seamlessly into any surrounding. In the marketplace of humans, he became a wizened old man, with a kindly smile and twinkling eyes. Among the elves, he adopted the delicate features and ethereal grace that fooled even their keen eyes.\\\\n\\\\nOne day, Trix ventured into the dragon\\'s lair, where no goblin dared tread. Transforming into a glimmering jewel, he nestled among the dragon\\'s treasured hordes. The dragon, mesmerized by its new gem, never noticed the goblin among its treasures. Trix gathered whispers, stories, and secrets from every place he visited, storing them like precious tokens. His disguises allowed him to move freely, yet it was his heart, always genuine, that won him allies across realms despite his goblin nature.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:46.942339","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":1}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:49.706313","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdPrk0YblCuVxbkMLbFNOaEJok7","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_gUoZ7ua5wnGLG8ftZEgY7fBA","function":{"arguments":"{\"script\": \"In the dense heart of Grindlewood, there lived a goblin named Trix, renowned for his unparalleled mastery of disguise. Unlike the other goblins, Trix could transform his appearance to blend seamlessly into any surrounding. In the marketplace of humans, he became a wizened old man, with a kindly smile and twinkling eyes. Among the elves, he adopted the delicate features and ethereal grace that fooled even their keen eyes.\\n\\nOne day, Trix ventured into the dragon's lair, where no goblin dared tread. Transforming into a glimmering jewel, he nestled among the dragon's treasured hordes. The dragon, mesmerized by its new gem, never noticed the goblin among its treasures. Trix gathered whispers, stories, and secrets from every place he visited, storing them like precious tokens. His disguises allowed him to move freely, yet it was his heart, always genuine, that won him allies across realms despite his goblin nature.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749497987,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":233,"prompt_tokens":734,"total_tokens":967,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_b35ce2e4007ce7bcb69f4e579f86371d"}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:49.707144","namespace":"mcp_agent.mcp.mcp_aggregator.evaluator","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:49.723856","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the dense heart of Grindlewood, there lived a goblin named Trix, renowned for his unparalleled mastery of disguise. Unlike the other goblins, Trix could transform his appearance to blend seamlessly into any surrounding. In the marketplace of humans, he became a wizened old man, with a kindly smile and twinkling eyes. Among the elves, he adopted the delicate features and ethereal grace that fooled even their keen eyes.\n\nOne day, Trix ventured into the dragon's lair, where no goblin dared tread. Transforming into a glimmering jewel, he nestled among the dragon's treasured hordes. The dragon, mesmerized by its new gem, never noticed the goblin among its treasures. Trix gathered whispers, stories, and secrets from every place he visited, storing them like precious tokens. His disguises allowed him to move freely, yet it was his heart, always genuine, that won him allies across realms despite his goblin nature."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.311315","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 0: Tool call results: [{'role': 'tool', 'tool_call_id': 'call_cPHQFOxyurBQRweIuSyhxBgZ', 'content': [{'type': 'text', 'text': '145'}]}]"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.311387","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses. \\\\n\\\\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\\\\n\\\\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening\\'s end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_cPHQFOxyurBQRweIuSyhxBgZ', function=Function(arguments='{\"script\": \"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses.\\\\n\\\\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\\\\n\\\\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening\\'s end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_cPHQFOxyurBQRweIuSyhxBgZ', 'content': [{'type': 'text', 'text': '145'}]}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.311395","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":2}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.004244","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdPYoJQBLUOKfgHAgGx4Eo1jvbc","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"**Overall Quality Rating: GOOD**\n\n**Script Length: EXCELLENT**\n- **Feedback:** The script is 145 words long, which is within the target range of 100 to 150 words.\n\n**Coherence: GOOD**\n- **Feedback:** The story follows a logical structure, introducing the character, setting the scene, and concluding with a new adventure. However, the transitions between scenes could be slightly smoother to enhance flow.\n\n**Creativity: EXCELLENT**\n- **Feedback:** The script is imaginative, depicting Griznock\u2019s adventures and disguises vividly. The character's ability to transform is engaging and brings a dynamic quality to the narrative.\n\n**Improvement Needed: TRUE**\n- **Focus Areas for Improvement:** To elevate the coherence from good to excellent, consider refining the transitions between the different environments and disguises to make them flow more seamlessly.\n\nOverall, the script is well-constructed and engaging, with minor areas for enhancement in coherence for an even smoother narrative transition.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497987,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":198,"prompt_tokens":979,"total_tokens":1177,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_3f53dd9b6ea812bae6eadff889466ed5"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.004445","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 1: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.004502","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.291370","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 0: Tool call results: [{'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}]"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.291469","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_OJkyciJ68pE3zmwNh7p8pM66', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:47.291477","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":2}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.722788","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdPTPrx1NHNQYhTRCeigaOOrxmE","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"1. **Quality Rating**: GOOD\n\n2. **Specific Feedback and Suggestions**:\n   - **Script Length**: The script contains 145 words, which is within the target range of 100 to 150 words. This is well-done.\n   - **Coherence**: The script follows a logical and coherent structure, taking the reader through Grizzle's journey in a clear and concise manner.\n   - **Creativity**: The story is imaginative, especially in depicting Grizzle's ability to transform and adapt to different roles. The concept of a goblin navigating different environments using disguise is engaging. However, it could be enhanced with more vivid descriptions or a twist in the plot to further captivate the reader.\n\n3. **Whether Improvement is Needed**: True\n\n4. **Focus Areas for Improvement**:\n   - Consider adding more descriptive language to paint a richer picture of the environments Grizzle inhabits.\n   - Explore adding a small twist or additional challenge to add depth to the narrative.\n\nOverall, the script is well-crafted but could benefit from minor enhancements in creativity to achieve an EXCELLENT rating.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497987,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":227,"prompt_tokens":972,"total_tokens":1199,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_7b57df9b4966aa3f3704415c575e3f60"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.722926","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 1: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.723032","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:54.826449","namespace":"mcp_agent.agents.agent","message":"Shutting down agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:54.826562","namespace":"mcp_agent.agents.agent","message":"Agent evaluator shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:54.826576","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Evaluator result:","data":{"data":{"rating":"3","feedback":"The script is well-constructed and engaging, meeting the target word count with an imaginative plot. The primary area for improvement is the transitions between scenes, which could be smoother to enhance the flow of the narrative. By refining these transitions, the coherence of the story can be elevated from good to excellent, making the reader's journey through the character's adventures more seamless.","needs_improvement":true,"focus_areas":["scene transitions","narrative flow"]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:54.826584","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"New best response:","data":{"data":{"rating":"3","response":[{"content":"In the mystical forest of Eldergreen lived Griznock, a goblin like no other. Known for his unmatched skill in disguise, Griznock could alter his appearance with the whisper of a thought. In the bustling village nearby, he was often seen as old Mr. Goodwin, a kindly gardener who grew the finest roses. \n\nOne day, the wind carried news of a grand feast at the castle. Smiling, Griznock transformed into Seraphina, a charming noblewoman dressed in blue silk. At the castle, he gracefully mingled with the guests, his eyes scanning for opportunity. Later, slipping into the kitchens, Griznock became a cook with round spectacles, humorously chiding the chef about over-spicing the stew.\n\nWith deft movements, he collected whispers, secrets hidden among laughter and clinking glasses. By the evening's end, Griznock had not only feasted on delicacies but also gathered valuable information for his next thrilling adventure.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:54.826590","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Acceptable quality 3 reached","data":{"data":{"rating":"3","needs_improvement":true,"min_rating":"3"}}}
{"level":"INFO","timestamp":"2025-06-09T19:39:54.826617","namespace":"mcp_agent.script_generation_fewshot_eval","message":"MCPApp cleanup","data":{"data":{"progress_action":"Finished","target":"script_generation_fewshot_eval","agent_name":"mcp_application_loop"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.089861","namespace":"mcp_agent.agents.agent","message":"Shutting down agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090007","namespace":"mcp_agent.agents.agent","message":"Agent evaluator shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090023","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Evaluator result:","data":{"data":{"rating":"2","feedback":"Overall, the script is well-structured and meets the word count requirement. The introduction, scenario, and conclusion flow logically, effectively presenting Grizzle's character. However, the script could benefit from adding more unique situations or challenges Grizzle faces to further engage the audience. Additionally, delving into Grizzle's thought process when choosing disguises could enhance creative expression.","needs_improvement":true,"focus_areas":["Introduce more unique situations or encounters for Grizzle to face in different settings","Expand on Grizzle\u2019s internal thoughts and decision-making process when choosing disguises"]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090034","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"New best response:","data":{"data":{"rating":"2","response":[{"content":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\n\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\n\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\n\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he'd fooled\u2014a miraculous rain during drought, or a nightingale's song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090094","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090317","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090466","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090532","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'optimizer', 'content': \"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\\n\\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\\n\\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\\n\\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he'd fooled\u2014a miraculous rain during drought, or a nightingale's song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.\"}, {'role': 'user', 'content': '\\n        Improve your previous response based on the evaluation feedback.\\n        \\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        \\n        Previous Response (Iteration 1): \\n        ChatCompletionMessage(content=\"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\\\\n\\\\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\\\\n\\\\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\\\\n\\\\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he\\'d fooled\u2014a miraculous rain during drought, or a nightingale\\'s song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n        \\n        Quality Rating: QualityRating.GOOD\\n        Feedback: Overall, the script is well-structured and meets the word count requirement. The introduction, scenario, and conclusion flow logically, effectively presenting Grizzle\\'s character. However, the script could benefit from adding more unique situations or challenges Grizzle faces to further engage the audience. Additionally, delving into Grizzle\\'s thought process when choosing disguises could enhance creative expression.\\n        Areas to Focus On: Introduce more unique situations or encounters for Grizzle to face in different settings, Expand on Grizzle\u2019s internal thoughts and decision-making process when choosing disguises\\n        \\n        Generate an improved version addressing the feedback while maintaining accuracy and relevance.\\n        '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:52.090542","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":2}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742402","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdU3hqlfNlBzTaixYJOzRzuQi34","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While his kin hid from humans, Grizzle thrived, slipping seamlessly into bustling towns or serene forests.\n\nWith a flick of his wrist, he could alter his form, becoming a humble woodsman with a spry beard or a noble with an elegant gait. Beyond appearances, Grizzle mimicked accents and manners with precision. Each morning, he weighed his options, pondering which guise the day demanded. Would he appear as the meek scholar to gain knowledge at the library, or as the jovial merchant to barter at the market?\n\nOne day, he overheard of a king's banquet. Despite the royal guards, Grizzle saw opportunity. He chose the guise of a foreign ambassador, mirroring their regal airs. As he navigated the lavish feast, he pondered his preference for belonging over thievery. Though his pockets were empty, his heart was full, embracing the world in all its splendid diversity.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497992,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_07871e2ad8","usage":{"completion_tokens":204,"prompt_tokens":781,"total_tokens":985,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_20d53efe869d87127392354170c50b40"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742540","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742575","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742641","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742922","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.742994","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While his kin hid from humans, Grizzle thrived, slipping seamlessly into bustling towns or serene forests.\n\nWith a flick of his wrist, he could alter his form, becoming a humble woodsman with a spry beard or a noble with an elegant gait. Beyond appearances, Grizzle mimicked accents and manners with precision. Each morning, he weighed his options, pondering which guise the day demanded. Would he appear as the meek scholar to gain knowledge at the library, or as the jovial merchant to barter at the market?\n\nOne day, he overheard of a king's banquet. Despite the royal guards, Grizzle saw opportunity. He chose the guise of a foreign ambassador, mirroring their regal airs. As he navigated the lavish feast, he pondered his preference for belonging over thievery. Though his pockets were empty, his heart was full, embracing the world in all its splendid diversity.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.743104","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.743279","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.743557","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.743750","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While most goblins shied away from human settlements, Grizzle thrived in them, slipping seamlessly into bustling towns and serene forests alike.\\\\n\\\\nWith a flick of his wrist, he could alter his appearance, adopting the grizzled visage of a humble woodsman or the poised stance of a noble. His talents were not just skin deep; Grizzle could mimic accents, demeanor, and knowledge with uncanny precision.\\\\n\\\\nOne day, upon hearing about a grand feast in the nearby village, Grizzle transformed into a jolly baker, complete with a warm smile and twinkling eyes. He mingled effortlessly, filling his pockets with berries and breads unnoticed.\\\\n\\\\nYet, amidst his trickery, Grizzle harbored a gentle heart. He often left behind gifts for those he\\'d fooled\u2014a miraculous rain during drought, or a nightingale\\'s song. In blending in, Grizzle found the simple joy of belonging, even if just for a fleeting moment.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': '1. **Overall Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n\\n   - **Script Length**: EXCELLENT. The script contains 150 words, meeting the target range perfectly, which suggests a good grasp of the word count requirement.\\n   \\n   - **Coherence**: EXCELLENT. The script has a clear and logical structure. It introduces Grizzle, describes his unique talent, offers an engaging scenario with the feast, and concludes with his character\\'s complexity, making it easy to follow.\\n   \\n   - **Creativity**: GOOD. The concept of a goblin with disguising skills is creatively expressed through vivid imagery and diverse scenarios. However, adding more unique situations or encounters could enhance Grizzle\u2019s life in different settings, increasing overall engagement.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - While the story creatively explores Grizzle\u2019s talents, infusing more distinctive quirks or specific challenges he faces when mingling might enrich the narrative and provide deeper insights into his character.\\n   - Consider expanding on how Grizzle chooses his disguises and his internal thoughts to further boost creative expression.\\n\\nWith minor enhancements, the script could reach the \"EXCELLENT\" threshold in creativity.'}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 2): ChatCompletionMessage(content=\"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While his kin hid from humans, Grizzle thrived, slipping seamlessly into bustling towns or serene forests.\\\\n\\\\nWith a flick of his wrist, he could alter his form, becoming a humble woodsman with a spry beard or a noble with an elegant gait. Beyond appearances, Grizzle mimicked accents and manners with precision. Each morning, he weighed his options, pondering which guise the day demanded. Would he appear as the meek scholar to gain knowledge at the library, or as the jovial merchant to barter at the market?\\\\n\\\\nOne day, he overheard of a king\\'s banquet. Despite the royal guards, Grizzle saw opportunity. He chose the guise of a foreign ambassador, mirroring their regal airs. As he navigated the lavish feast, he pondered his preference for belonging over thievery. Though his pockets were empty, his heart was full, embracing the world in all its splendid diversity.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:57.743765","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":2}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.222532","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdaeIOdFOsfu80Ve7IwOAFd456F","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_HqMk38Leqs64kx5puoCiXyqR","function":{"arguments":"{\"script\": \"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While his kin hid from humans, Grizzle thrived, slipping seamlessly into bustling towns or serene forests.\\n\\nWith a flick of his wrist, he could alter his form, becoming a humble woodsman with a spry beard or a noble with an elegant gait. Beyond appearances, Grizzle mimicked accents and manners with precision. Each morning, he weighed his options, pondering which guise the day demanded. Would he appear as the meek scholar to gain knowledge at the library, or as the jovial merchant to barter at the market?\\n\\nOne day, he overheard of a king's banquet. Despite the royal guards, Grizzle saw opportunity. He chose the guise of a foreign ambassador, mirroring their regal airs. As he navigated the lavish feast, he pondered his preference for belonging over thievery. Though his pockets were empty, his heart was full, embracing the world in all its splendid diversity.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749497998,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":241,"prompt_tokens":1555,"total_tokens":1796,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_15b9335a641156c94bb7df8bca4e610e"}}}
{"level":"INFO","timestamp":"2025-06-09T19:40:01.226082","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.268189","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the heart of the Evergreen Woods lived Grizzle, a goblin unmatched in the art of disguise. While his kin hid from humans, Grizzle thrived, slipping seamlessly into bustling towns or serene forests.\n\nWith a flick of his wrist, he could alter his form, becoming a humble woodsman with a spry beard or a noble with an elegant gait. Beyond appearances, Grizzle mimicked accents and manners with precision. Each morning, he weighed his options, pondering which guise the day demanded. Would he appear as the meek scholar to gain knowledge at the library, or as the jovial merchant to barter at the market?\n\nOne day, he overheard of a king's banquet. Despite the royal guards, Grizzle saw opportunity. He chose the guise of a foreign ambassador, mirroring their regal airs. As he navigated the lavish feast, he pondered his preference for belonging over thievery. Though his pockets were empty, his heart was full, embracing the world in all its splendid diversity."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.101491","namespace":"mcp_agent.agents.agent","message":"Shutting down agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.101752","namespace":"mcp_agent.agents.agent","message":"Agent evaluator shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.101778","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Evaluator result:","data":{"data":{"rating":"2","feedback":"Script Length: The script contains 145 words, fitting well within the target range of 100 to 150 words, which is commendable.\nCoherence: The script maintains a logical and coherent structure, guiding the reader through Grizzle's journey in a clear and straightforward manner.\nCreativity: The narrative is imaginative, depicting Grizzle's transformative abilities and adaptability in various roles. The concept of a goblin maneuvering through diverse environments using disguise is intriguing, but it could be improved with more vibrant descriptions or a plot twist to better captivate the audience.","needs_improvement":true,"focus_areas":["Incorporate more descriptive language to vividly illustrate the settings Grizzle encounters.","Introduce a plot twist or additional challenge to add complexity and interest to the story."]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.101795","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"New best response:","data":{"data":{"rating":"2","response":[{"content":"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\n\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\n\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.101911","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.102080","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.102288","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.102402","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'optimizer', 'content': \"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\n\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\\n\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}, {'role': 'user', 'content': '\\n        Improve your previous response based on the evaluation feedback.\\n        \\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        \\n        Previous Response (Iteration 1): \\n        ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n        \\n        Quality Rating: QualityRating.GOOD\\n        Feedback: Script Length: The script contains 145 words, fitting well within the target range of 100 to 150 words, which is commendable.\\nCoherence: The script maintains a logical and coherent structure, guiding the reader through Grizzle\\'s journey in a clear and straightforward manner.\\nCreativity: The narrative is imaginative, depicting Grizzle\\'s transformative abilities and adaptability in various roles. The concept of a goblin maneuvering through diverse environments using disguise is intriguing, but it could be improved with more vibrant descriptions or a plot twist to better captivate the audience.\\n        Areas to Focus On: Incorporate more descriptive language to vividly illustrate the settings Grizzle encounters., Introduce a plot twist or additional challenge to add complexity and interest to the story.\\n        \\n        Generate an improved version addressing the feedback while maintaining accuracy and relevance.\\n        '}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:39:56.102417","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":2}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.347788","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdYRxiR3O1P0lQ7MCGeTggoGKJI","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\n\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\n\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749497996,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_07871e2ad8","usage":{"completion_tokens":214,"prompt_tokens":796,"total_tokens":1010,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_55a5a4906e277e35fb0a8aff2c5403bd"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.347843","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.347860","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.347886","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.348041","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Decremented connection ref count to 0"}
{"level":"INFO","timestamp":"2025-06-09T19:40:01.348049","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Last aggregator closing, shutting down all persistent connections..."}
{"level":"INFO","timestamp":"2025-06-09T19:40:01.348083","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"Disconnecting all persistent server connections..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.348406","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"MCPConnectionManager: shutting down all server tasks..."}
{"level":"INFO","timestamp":"2025-06-09T19:40:01.348414","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"Disconnecting all persistent server connections..."}
{"level":"ERROR","timestamp":"2025-06-09T19:40:01.872267","namespace":"mcp_agent.mcp.mcp_connection_manager","message":"MCPConnectionManager: Error during shutdown: Attempted to exit cancel scope in a different task than it was entered in"}
{"level":"INFO","timestamp":"2025-06-09T19:40:01.872590","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Connection manager successfully closed and removed from context"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.872839","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.873029","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\n\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\n\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.873866","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.874770","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.875649","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.876090","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_OJkyciJ68pE3zmwNh7p8pM66', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': \"1. **Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n   - **Script Length**: The script contains 145 words, which is within the target range of 100 to 150 words. This is well-done.\\n   - **Coherence**: The script follows a logical and coherent structure, taking the reader through Grizzle's journey in a clear and concise manner.\\n   - **Creativity**: The story is imaginative, especially in depicting Grizzle's ability to transform and adapt to different roles. The concept of a goblin navigating different environments using disguise is engaging. However, it could be enhanced with more vivid descriptions or a twist in the plot to further captivate the reader.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Consider adding more descriptive language to paint a richer picture of the environments Grizzle inhabits.\\n   - Explore adding a small twist or additional challenge to add depth to the narrative.\\n\\nOverall, the script is well-crafted but could benefit from minor enhancements in creativity to achieve an EXCELLENT rating.\"}, {'role': 'user', 'content': \"\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 2): ChatCompletionMessage(content='In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        \"}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:01.876129","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":3}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.844450","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdeiXgC3OIXL8LrpjHeeZQHsRWO","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_bG8A1yjrIDM9PkFLfpj7k7fF","function":{"arguments":"{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\n\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\n\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749498002,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":235,"prompt_tokens":1759,"total_tokens":1994,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_1eb1dbba26c21dc2ce32960fb64aad8d"}}}
{"level":"INFO","timestamp":"2025-06-09T19:40:04.845781","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.868743","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\n\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\n\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.876524","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"content":[{"type":"text","text":"154","annotations":null}],"isError":false}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.878090","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 0: Tool call results: [{'role': 'tool', 'tool_call_id': 'call_bG8A1yjrIDM9PkFLfpj7k7fF', 'content': [{'type': 'text', 'text': '154'}]}]"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.878294","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_OJkyciJ68pE3zmwNh7p8pM66', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': \"1. **Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n   - **Script Length**: The script contains 145 words, which is within the target range of 100 to 150 words. This is well-done.\\n   - **Coherence**: The script follows a logical and coherent structure, taking the reader through Grizzle's journey in a clear and concise manner.\\n   - **Creativity**: The story is imaginative, especially in depicting Grizzle's ability to transform and adapt to different roles. The concept of a goblin navigating different environments using disguise is engaging. However, it could be enhanced with more vivid descriptions or a twist in the plot to further captivate the reader.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Consider adding more descriptive language to paint a richer picture of the environments Grizzle inhabits.\\n   - Explore adding a small twist or additional challenge to add depth to the narrative.\\n\\nOverall, the script is well-crafted but could benefit from minor enhancements in creativity to achieve an EXCELLENT rating.\"}, {'role': 'user', 'content': \"\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 2): ChatCompletionMessage(content='In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        \"}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_bG8A1yjrIDM9PkFLfpj7k7fF', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_bG8A1yjrIDM9PkFLfpj7k7fF', 'content': [{'type': 'text', 'text': '154'}]}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:04.878307","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":4}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:10.847648","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-Bgcdhvh2WudmSlnvE6UFzP3Aiashl","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"1. **Quality Rating**: GOOD\n\n2. **Specific Feedback and Suggestions**:\n   - **Script Length**: The script contains 154 words, which slightly exceeds the target range by 4 words. A minor adjustment in wording could bring it within the preferred limit.\n   - **Coherence**: The story is logically structured and clear in its sequence of events, making it easy to follow Grizzle's journey and challenges.\n   - **Creativity**: The script effectively presents a creative twist with the doppelg\u00e4nger element, adding depth to the narrative. The descriptions and imaginative scenario engage the reader well.\n\n3. **Whether Improvement is Needed**: True\n\n4. **Focus Areas for Improvement**:\n   - Slightly reduce the word count to fit within the 150-word limit.\n   - While the creative twist is appreciated, further enhancing vivid descriptions can elevate the immersive quality of the story.\n\nOverall, the script is strong and engaging but just needs a minor reduction in length and some enhancement in descriptive detail for an EXCELLENT rating.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749498005,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":214,"prompt_tokens":2009,"total_tokens":2223,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":1664}},"_request_id":"req_d1fe93d68256f2aae7f405ecb4abfb18"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:10.847803","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 1: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:10.847829","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.528300","namespace":"mcp_agent.agents.agent","message":"Shutting down agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.528609","namespace":"mcp_agent.agents.agent","message":"Agent evaluator shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.528648","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Evaluator result:","data":{"data":{"rating":"1","feedback":"The script, while good, needs to reduce the word count by a few words to fit within the target range. Additionally, while the creative elements are strong, enhancing descriptions could improve immersion.","needs_improvement":true,"focus_areas":["reduce word count to 150 words","enhance vivid descriptions"]}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.528777","namespace":"mcp_agent.agents.agent","message":"Initializing agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.528996","namespace":"mcp_agent.agents.agent","message":"Agent optimizer initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.529290","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.529474","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'You are an expert script writer and optimizer. Your task is to generate a script based on the provided message.\\n            The story must adhere to the following rules:\\n            1. The story must be at least 100 words long.\\n            2. The story can be no longer than 150 words.\\n            '}, {'role': 'user', 'content': '\\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'optimizer', 'content': \"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\n\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor's pompous walk and nasally voice.\\n\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}, {'role': 'user', 'content': '\\n        Improve your previous response based on the evaluation feedback.\\n        \\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        \\n        Previous Response (Iteration 1): \\n        ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n        \\n        Quality Rating: QualityRating.GOOD\\n        Feedback: Script Length: The script contains 145 words, fitting well within the target range of 100 to 150 words, which is commendable.\\nCoherence: The script maintains a logical and coherent structure, guiding the reader through Grizzle\\'s journey in a clear and straightforward manner.\\nCreativity: The narrative is imaginative, depicting Grizzle\\'s transformative abilities and adaptability in various roles. The concept of a goblin maneuvering through diverse environments using disguise is intriguing, but it could be improved with more vibrant descriptions or a plot twist to better captivate the audience.\\n        Areas to Focus On: Incorporate more descriptive language to vividly illustrate the settings Grizzle encounters., Introduce a plot twist or additional challenge to add complexity and interest to the story.\\n        \\n        Generate an improved version addressing the feedback while maintaining accuracy and relevance.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'optimizer', 'content': 'In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\n\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\n\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.'}, {'role': 'user', 'content': \"\\n        Improve your previous response based on the evaluation feedback.\\n        \\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        \\n        Previous Response (Iteration 2): \\n        ChatCompletionMessage(content='In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n        \\n        Quality Rating: QualityRating.FAIR\\n        Feedback: The script, while good, needs to reduce the word count by a few words to fit within the target range. Additionally, while the creative elements are strong, enhancing descriptions could improve immersion.\\n        Areas to Focus On: reduce word count to 150 words, enhance vivid descriptions\\n        \\n        Generate an improved version addressing the feedback while maintaining accuracy and relevance.\\n        \"}], 'stop': None, 'tools': None, 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:12.529490","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"optimizer","chat_turn":3}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562239","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdonN4ebG82HjZcx93DdPQXwSUN","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\n\nHis greatest challenge arrived when he needed to infiltrate the Goblin King's court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\n\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749498012,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_07871e2ad8","usage":{"completion_tokens":192,"prompt_tokens":1414,"total_tokens":1606,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"_request_id":"req_b75300efdb03ace7c688fee667b6a8fc"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562345","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Iteration 0: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562374","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.optimizer","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"optimizer"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562419","namespace":"mcp_agent.agents.agent","message":"Shutting down agent optimizer..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562624","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Decremented connection ref count to 2"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562652","namespace":"mcp_agent.agents.agent","message":"Agent optimizer shutdown."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562668","namespace":"mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer","message":"Optimizer result:","data":{"data":[{"content":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\n\nHis greatest challenge arrived when he needed to infiltrate the Goblin King's court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\n\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}]}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562769","namespace":"mcp_agent.agents.agent","message":"Initializing agent evaluator..."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.562894","namespace":"mcp_agent.agents.agent","message":"Agent evaluator initialized."}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.563132","namespace":"mcp_agent.agents.agent","message":"Human input callback not set"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.563422","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_OJkyciJ68pE3zmwNh7p8pM66', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': \"1. **Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n   - **Script Length**: The script contains 145 words, which is within the target range of 100 to 150 words. This is well-done.\\n   - **Coherence**: The script follows a logical and coherent structure, taking the reader through Grizzle's journey in a clear and concise manner.\\n   - **Creativity**: The story is imaginative, especially in depicting Grizzle's ability to transform and adapt to different roles. The concept of a goblin navigating different environments using disguise is engaging. However, it could be enhanced with more vivid descriptions or a twist in the plot to further captivate the reader.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Consider adding more descriptive language to paint a richer picture of the environments Grizzle inhabits.\\n   - Explore adding a small twist or additional challenge to add depth to the narrative.\\n\\nOverall, the script is well-crafted but could benefit from minor enhancements in creativity to achieve an EXCELLENT rating.\"}, {'role': 'user', 'content': \"\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 2): ChatCompletionMessage(content='In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        \"}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_bG8A1yjrIDM9PkFLfpj7k7fF', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_bG8A1yjrIDM9PkFLfpj7k7fF', 'content': [{'type': 'text', 'text': '154'}]}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': \"1. **Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n   - **Script Length**: The script contains 154 words, which slightly exceeds the target range by 4 words. A minor adjustment in wording could bring it within the preferred limit.\\n   - **Coherence**: The story is logically structured and clear in its sequence of events, making it easy to follow Grizzle's journey and challenges.\\n   - **Creativity**: The script effectively presents a creative twist with the doppelg\u00e4nger element, adding depth to the narrative. The descriptions and imaginative scenario engage the reader well.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Slightly reduce the word count to fit within the 150-word limit.\\n   - While the creative twist is appreciated, further enhancing vivid descriptions can elevate the immersive quality of the story.\\n\\nOverall, the script is strong and engaging but just needs a minor reduction in length and some enhancement in descriptive detail for an EXCELLENT rating.\"}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 3): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\\\\n\\\\nHis greatest challenge arrived when he needed to infiltrate the Goblin King\\'s court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\\\\n\\\\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}], 'stop': None, 'tools': [{'type': 'function', 'function': {'name': 'word_count_get_script_word_count', 'description': 'Return the number of words in the script string.', 'parameters': {'properties': {'script': {'title': 'Script', 'type': 'string'}}, 'required': ['script'], 'title': 'get_script_word_countArguments', 'type': 'object'}}}], 'max_tokens': 16384}"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:16.563432","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat in progress","data":{"data":{"progress_action":"Chatting","model":"gpt-4o","agent_name":"evaluator","chat_turn":5}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:19.230491","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdtWlGwuQWf1L89Yor9HsWDZraS","choices":[{"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"content":null,"refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":[{"id":"call_rhnT0j6SGdOnkMElnErHrwdQ","function":{"arguments":"{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\\n\\nHis greatest challenge arrived when he needed to infiltrate the Goblin King's court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\\n\\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows.\"}","name":"word_count_get_script_word_count"},"type":"function"}]}}],"created":1749498017,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":213,"prompt_tokens":2761,"total_tokens":2974,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":1920}},"_request_id":"req_31b49f537d777eccedbe012f8a143b5c"}}}
{"level":"INFO","timestamp":"2025-06-09T19:40:19.236345","namespace":"mcp_agent.mcp.mcp_aggregator.optimizer","message":"Requesting tool call","data":{"data":{"progress_action":"Calling Tool","tool_name":"get_script_word_count","server_name":"word_count","agent_name":"evaluator"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:19.281073","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: request=","data":{"data":{"method":"tools/call","params":{"meta":null,"name":"get_script_word_count","arguments":{"script":"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\n\nHis greatest challenge arrived when he needed to infiltrate the Goblin King's court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\n\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows."}}}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:19.287856","namespace":"mcp_agent.mcp.mcp_agent_client_session","message":"send_request: response=","data":{"data":{"meta":null,"content":[{"type":"text","text":"138","annotations":null}],"isError":false}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:19.289862","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 0: Tool call results: [{'role': 'tool', 'tool_call_id': 'call_rhnT0j6SGdOnkMElnErHrwdQ', 'content': [{'type': 'text', 'text': '138'}]}]"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:19.290139","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"{'model': 'gpt-4o', 'messages': [{'role': 'system', 'content': 'Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            '}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 1): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_OJkyciJ68pE3zmwNh7p8pM66', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, there lived a goblin named Grizzle. Renowned for his unmatched skill in disguise, Grizzle could weave magic to alter his appearance and mannerisms. With a flick of his nimble fingers, he transformed himself into whatever the situation demanded\u2014a stately noble in the bustling markets or a stoic blacksmith in the village forge.\\\\n\\\\nOne day, Grizzle faced his greatest challenge yet: infiltrating the Goblin King\u2019s court to retrieve a stolen relic. Seamlessly shifting into the guise of a trusted advisor, Grizzle navigated the labyrinthine halls, mimicking the advisor\\'s pompous walk and nasally voice.\\\\n\\\\nAt the final chamber, Grizzle found the relic guarded by a fearsome dragon. But with a deft whisper of an incantation, he became invisible, slipping past unnoticed. Relic in hand, Grizzle returned to the glades, hailed by his fellow goblins as a cunning hero of unparalleled talent.\"}', name='word_count_get_script_word_count'), type='function')]}, {'role': 'tool', 'tool_call_id': 'call_OJkyciJ68pE3zmwNh7p8pM66', 'content': [{'type': 'text', 'text': '145'}]}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'content': \"1. **Quality Rating**: GOOD\\n\\n2. **Specific Feedback and Suggestions**:\\n   - **Script Length**: The script contains 145 words, which is within the target range of 100 to 150 words. This is well-done.\\n   - **Coherence**: The script follows a logical and coherent structure, taking the reader through Grizzle's journey in a clear and concise manner.\\n   - **Creativity**: The story is imaginative, especially in depicting Grizzle's ability to transform and adapt to different roles. The concept of a goblin navigating different environments using disguise is engaging. However, it could be enhanced with more vivid descriptions or a twist in the plot to further captivate the reader.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Consider adding more descriptive language to paint a richer picture of the environments Grizzle inhabits.\\n   - Explore adding a small twist or additional challenge to add depth to the narrative.\\n\\nOverall, the script is well-crafted but could benefit from minor enhancements in creativity to achieve an EXCELLENT rating.\"}, {'role': 'user', 'content': \"\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 2): ChatCompletionMessage(content='In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. As he navigated the grand halls, rich tapestries whispering secrets of forgotten eras, his heart pounded like a drum.\\\\n\\\\nReaching the treasure chamber, he discovered not a dragon, but his own reflection, animated and defiant. It was a trap! Grizzle had to confront this magical doppelg\u00e4nger, his greatest disguise yet\u2014a battle of wits and identity. Triumphing narrowly, he secured the relic, greeted by thunderous cheers as he returned to Eldenwood, now celebrated as the goblin of legend.', refusal=None, role='assistant', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        \"}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_bG8A1yjrIDM9PkFLfpj7k7fF', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, practiced his craft. With magic in his nimble fingers, he could assume any appearance\u2014a stately noble with a commanding presence in bustling markets, or the reclusive charm of a village blacksmith.\\\\n\\\\nHis greatest challenge came when he had to infiltrate the Goblin King\u2019s opulent court to reclaim a stolen relic. This time, Grizzle donned the guise of a haughty noble, his every gesture steeped in arrogance. 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A minor adjustment in wording could bring it within the preferred limit.\\n   - **Coherence**: The story is logically structured and clear in its sequence of events, making it easy to follow Grizzle's journey and challenges.\\n   - **Creativity**: The script effectively presents a creative twist with the doppelg\u00e4nger element, adding depth to the narrative. The descriptions and imaginative scenario engage the reader well.\\n\\n3. **Whether Improvement is Needed**: True\\n\\n4. **Focus Areas for Improvement**:\\n   - Slightly reduce the word count to fit within the 150-word limit.\\n   - While the creative twist is appreciated, further enhancing vivid descriptions can elevate the immersive quality of the story.\\n\\nOverall, the script is strong and engaging but just needs a minor reduction in length and some enhancement in descriptive detail for an EXCELLENT rating.\"}, {'role': 'user', 'content': '\\n        Evaluate the following response based on these criteria:\\n        Evaluate the script based on the following criteria:\\n            [Criteria]: Script Length (target is no less than 100 words and no more than 150 words)\\n            [Coherence]: The script should be coherent and follow a logical structure.\\n            [Creativity]: The script should be creative and engaging.\\n            For each criterion,\\n            - Provide a rating (EXCELLENT, GOOD, FAIR, or POOR)\\n            - Offer specific feedback or suggestions for improvement.\\n\\n            Summarize your evaluation as a structured response with:\\n            - Overall quality rating\\n            - Specific feedback and areas for improvement.\\n            - Include concrete feedback about script length expressed in number of words. This is very important!\\n            \\n\\n        Original Request: \\n            Please write a story about a goblin that is a master of disguise.\\n            The goblin should be able to change its appearance and behavior to blend in with different environments and situations\\n            \\n        Current Response (Iteration 3): ChatCompletionMessage(content=\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\\\\n\\\\nHis greatest challenge arrived when he needed to infiltrate the Goblin King\\'s court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. His heart pounded in time with each step.\\\\n\\\\nAt the treasure chamber, he faced no dragon but his own mirror image, animated and taunting. It was a trap! Grizzle had to outwit this magic doppelg\u00e4nger, his ultimate disguise. In a tense battle of wits and identity, he narrowly triumphed, securing the relic. Triumphant, he returned to Eldenwood amidst cheers, forever celebrated as the legend who outsmarted even the shadows.\", refusal=None, role=\\'assistant\\', annotations=[], audio=None, function_call=None, tool_calls=None)\\n\\n        Provide your evaluation as a structured response with:\\n        1. A quality rating (EXCELLENT, GOOD, FAIR, or POOR)\\n        2. Specific feedback and suggestions\\n        3. Whether improvement is needed (true/false)\\n        4. Focus areas for improvement\\n\\n        Rate as EXCELLENT only if no improvements are needed.\\n        Rate as GOOD if only minor improvements are possible.\\n        Rate as FAIR if several improvements are needed.\\n        Rate as POOR if major improvements are needed.\\n        '}, {'role': 'assistant', 'audio': None, 'refusal': None, 'name': 'evaluator', 'tool_calls': [ChatCompletionMessageToolCall(id='call_rhnT0j6SGdOnkMElnErHrwdQ', function=Function(arguments='{\"script\":\"In the shadowy glades of Eldenwood, Grizzle, a master of disguise, honed his craft. With a flick of his nimble fingers, he could become anyone\u2014a noble in bustling markets or a reclusive village blacksmith.\\\\n\\\\nHis greatest challenge arrived when he needed to infiltrate the Goblin King\\'s court to reclaim a stolen relic. Assuming the guise of a haughty noble, Grizzle moved through grand halls, where ancient tapestries whispered secrets. 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{"level":"DEBUG","timestamp":"2025-06-09T19:40:23.920332","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"OpenAI ChatCompletion response:","data":{"data":{"id":"chatcmpl-BgcdvE4CXt5ZFIqVRRgcmeQGNSNKs","choices":[{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"1. **Quality Rating**: EXCELLENT\n\n2. **Specific Feedback and Suggestions**:\n   - **Script Length**: The script contains 138 words, which is within the target range of 100 to 150 words. This meets the criteria perfectly.\n   - **Coherence**: The story has a clear and logical progression, narrating Grizzle's challenge and victory in a manner that is easy to follow and understand.\n   - **Creativity**: The narrative is creative and engaging, with the twist of a mirror image as the final challenge adding depth and intrigue. The vivid description of environments like the whispering tapestries adds to the atmosphere.\n\n3. **Whether Improvement is Needed**: False\n\n4. **Focus Areas for Improvement**: None needed. The script is well-balanced in length, coherence, and creativity.\n\nOverall, this iteration of the script successfully delivers an entertaining and well-structured story without requiring improvements.","refusal":null,"role":"assistant","annotations":[],"audio":null,"function_call":null,"tool_calls":null}}],"created":1749498019,"model":"gpt-4o-2024-08-06","object":"chat.completion","service_tier":"default","system_fingerprint":"fp_a288987b44","usage":{"completion_tokens":191,"prompt_tokens":2989,"total_tokens":3180,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":2688}},"_request_id":"req_8a530cba57459eda675ee854a6b9283a"}}}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:23.920502","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Iteration 1: Stopping because finish_reason is 'stop'"}
{"level":"DEBUG","timestamp":"2025-06-09T19:40:23.920543","namespace":"mcp_agent.workflows.llm.augmented_llm_openai.evaluator","message":"Chat finished","data":{"data":{"progress_action":"Finished","model":"gpt-4o","agent_name":"evaluator"}}}

[saqadri]

Thanks so much @dacox! @StreetLamb has a draft PR for fixing this.