identa-sdk 0.4.1

SDK for Identa - Agent Evaluation

Identa SDK 🚀

The user-facing toolkit for evaluating and migrating LLM-based agents. Identa provides a zero-friction experience for LangGraph, PydanticAI, and LangChain agents.

Getting Started

1. Installation

pip install identa-sdk

2. Basic Evaluation

Identa automatically detects your agent's framework. You don't need to import framework-specific adapters.

import identa

# 1. Initialize your workspace
identa.set_workspace("travel_agent")

# 2. Define a test suite
suite = [
    {"input": {"query": "Fly to Paris"}, "expected": {"destination": "CDG"}}
]

# 3. Run evaluation directly on your agent object
with identa.start_run("gpt-4-baseline") as run:
    results = identa.evaluate(
        agent=my_agent,   # Works with LangGraph, PydanticAI, etc.
        suite=suite,
        metrics=["exact_match", "latency"],
        resolution="node", # Optional: auto-inspects for node-level attribution
    )

print(results.summary())

3. Usage with PydanticAI

from pydantic_ai import Agent
import identa

agent = Agent("openai:gpt-4o")

# No manual wrapping required!
identa.evaluate(agent=agent, suite=suite)

CLI

Identa comes with a CLI to manage your runs and view results.

# List all runs in a workspace
identa runs list --workspace travel_agent

# Show details of a specific run
identa runs show <run_id>

Framework Support

Feature	LangGraph	PydanticAI	LangChain
Boundary Eval	✅	✅	✅
Node Tracing	✅	✅	✅
Structural Inspection	✅	✅	🚧
Model Migration	✅	🚧	🚧