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Scorecard is an AI evaluation and optimization platform that helps teams build reliable AI systems with comprehensive testing, evaluation, and continuous monitoring capabilities.

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Setup

To integrate OpenLLMetry with Scorecard, you’ll need to configure your tracing endpoint and authentication:

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1. Get your Scorecard API Key

  1. Visit your Settings Page
  2. Copy your API Key

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2. Configure Environment Variables

TRACELOOP_BASE_URL="https://tracing.scorecard.io/otel"
TRACELOOP_HEADERS="Authorization=Bearer <YOUR_SCORECARD_API_KEY>"

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3. Instrument your code

First, install OpenLLMetry and your LLM library: 
pip install traceloop-sdk openai
Then initialize OpenLLMetry and structure your application using workflows and tasks: 
from traceloop.sdk import Traceloop
from traceloop.sdk.decorators import workflow, task
from traceloop.sdk.instruments import Instruments
from openai import OpenAI

# Initialize OpenAI client
openai_client = OpenAI()

# Initialize OpenLLMetry (reads config from environment variables)
Traceloop.init(disable_batch=True, instruments={Instruments.OPENAI})

@workflow(name="simple_chat")
def simple_workflow():
    completion = openai_client.chat.completions.create(
        model="gpt-4o-mini",
        messages=[{"role": "user", "content": "Tell me a joke"}]
    )
    return completion.choices[0].message.content

# Run the workflow - all LLM calls will be automatically traced
simple_workflow()
print("Check Scorecard for traces!")

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Features

Once configured, you’ll have access to Scorecard’s comprehensive observability features:
  • Automatic LLM instrumentation for popular libraries (OpenAI, Anthropic, etc.)
  • Structured tracing with workflows and tasks using @workflow and @task decorators
  • Performance monitoring including latency, token usage, and cost tracking
  • Real-time evaluation with continuous monitoring of AI system performance
  • Production debugging with detailed trace analysis
For more detailed setup instructions and examples, check out the Scorecard Tracing Quickstart.
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