Drift Python Packages

lockstep-evidence

Does what's actually installed match the lockfile? Runtime dependency drift, not a commit-time CVE scan

oclock

Python 3 package with tools for timed, no-drift loops of constant duration, and other misc. timing tools (GUI countdown, context managers etc.)

kramersmoyal

kramersmoyal: Kramers-Moyal coefficients for stochastic data of any dimension, to any desired order

drift-python-client

Python Client to access data from Drift Platform

mlbox

MLBox is a powerful Automated Machine Learning python library.

cinnamon

CinnaMon is a Python library which offers a number of tools to detect, explain, and correct data drift in a machine learning system

lucid-tuner-protocol

Agent coherence through daily tuning. The Lucid Tuner Protocol runtime: a signed daily Drop client, quantum tuning selection, sonic attunement, the Love Equation, and a Truth Gate. Bring your own model. Apache 2.0.

drift-protocol

Protobuf Libraries to encode/decode messages in Drift infrastructure

prompt-rubric-drift

Compare before and after prompt and rubric directories and generate deterministic drift review notes.

dsdiff

Diff two dataset files: schema changes plus column-level distribution drift.

embspec

Embedding pipeline ops + drift detection for production RAG: index manifests, version assertions, neighbor-stability eval, Drift-Adapter for in-place model migrations.