litmus-python-sdk 0.4.0

Litmus Python SDK - implicit evals for AI products

litmus-python-sdk

Python SDK for Litmus — implicit evals for AI products.

Install

pip install litmus-python-sdk

Quick start

from litmus import LitmusClient

client = LitmusClient(api_key="ltm_pk_live_...")

# Track a generation and user signals
gen = client.generation("session-123", prompt_id="content_gen")
gen.event("$accept")
gen.event("$edit", edit_distance=0.3)
gen.event("$share", channel="slack")

# Custom events work too
gen.event("my_custom_signal", score=0.9)

# Flush before exit (serverless, scripts, etc.)
client.shutdown()

How it works

Events are queued in memory and shipped to the Litmus ingest API on a background thread. Batches are sent every 0.5s or when 100 events accumulate (both configurable). The consumer retries transient failures with exponential backoff.

For serverless environments, pass sync_mode=True to send inline.

All system events ($accept, $edit, $copy, etc.) get full autocomplete via the EventType type. Custom event strings are accepted too.