eval-protocol 0.2.5

The official Python SDK for Eval Protocol (EP.) EP is an open protocol that standardizes how developers author evals for large language model (LLM) applications.

Eval Protocol (EP)

EP is an open specification, Python SDK, pytest wrapper, and suite of tools that provides a standardized way to write evaluations for large language model (LLM) applications. Start with simple single-turn evals for model selection and prompt engineering, then scale up to complex multi-turn reinforcement learning (RL) for agents using Model Context Protocol (MCP). EP ensures consistent patterns for writing evals, storing traces, and saving results—enabling you to build sophisticated agent evaluations that work across real-world scenarios, from markdown generation tasks to customer service agents with tool calling capabilities.

_{Log Viewer: Monitor your evaluation rollouts in real time.}

Quick Example

Here's a simple test function that checks if a model's response contains bold text formatting:

from eval_protocol.models import EvaluateResult, EvaluationRow
from eval_protocol.pytest import default_single_turn_rollout_processor, evaluation_test

@evaluation_test(
    input_messages=[
        [
            Message(role="system", content="You are a helpful assistant. Use bold text to highlight important information."),
            Message(role="user", content="Explain why **evaluations** matter for building AI agents. Make it dramatic!"),
        ],
    ],
    model=["accounts/fireworks/models/llama-v3p1-8b-instruct"],
    rollout_processor=default_single_turn_rollout_processor,
    mode="pointwise",
)
def test_bold_format(row: EvaluationRow) -> EvaluationRow:
    """
    Simple evaluation that checks if the model's response contains bold text.
    """

    assistant_response = row.messages[-1].content

    # Check if response contains **bold** text
    has_bold = "**" in assistant_response

    if has_bold:
        result = EvaluateResult(score=1.0, reason="✅ Response contains bold text")
    else:
        result = EvaluateResult(score=0.0, reason="❌ No bold text found")

    row.evaluation_result = result
    return row

Documentation

See our documentation for more details.

Installation

This library requires Python >= 3.10.

Install with pip:

pip install eval-protocol

License

MIT