Drift Detection Python Packages

alibi-detect

Algorithms for outlier, adversarial and drift detection

mcpsafetywarden

MCP servers expose tools with no information about what they actually do at runtime. mcpsafetywarden sits between your agent and any MCP server, profiling tool behavior, blocking destructive calls, and running active security audits before you trust them in a workflow.

docguard-cli

The enforcement tool for Canonical-Driven Development (CDD). Audit, generate, and guard your project documentation. Zero dependencies.

yigraf

A harness primitive for AI coding agents — one queryable graph over code, intent, plan, and memory, with enforceable intent↔code drift detection. pip install yigraf

frouros

Frouros: an open-source Python library for drift detection in machine learning systems.

canary-ml

Drift and anomaly detection for production ML models

dbconform

Finds and repairs SQL database drift by comparing against data models.

consolidation-memory

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLite, and any LLM. MCP server for coding agents and any MCP client.

metricchrono

Deterministic metric-change ledger for AI observability, robotics telemetry, and industrial monitoring

helix-adapter

Portable constitutional adapter for any LLM. Forces epistemic markers ([FACT], [REASONED], etc.), real-time drift detection, and tamper-evident receipts. Model-agnostic wrapper.

driftbase

Local-first behavioral drift monitoring for AI agents. One decorator, SQLite, no cloud.

dig-client

Open, local agent harness for knowledge-base management — policy-driven organization, drift reconcile, versioning, safe parallel ops

popmon

Monitor the stability of a Pandas or Spark dataframe ⚙︎

clyro

Clyro is a governance platform for AI agents. While most tools let you watch agents fail, Clyro stops failures before they happen, catching infinite loops, runaway costs, and policy violations in real time.

tfdrift

Continuous Terraform drift detection, reporting, and auto-remediation CLI. The open-source driftctl replacement.

cfgit

Non-custodial version control for live datastore records.

checkowners

Infer CODEOWNERS from git history with confidence scoring, bus factor, expertise decay, team topology, and review-load balancing. Pure git, no LLMs. Drift detection, CI-native JSON, and a composite GitHub Action.

cfgit-impact

Non-custodial version control for live datastore records.

awsmap

A fast, comprehensive tool for mapping and inventorying AWS resources across 150+ services and all regions.

pycyclops

Framework for healthcare ML implementation

contractguard

Structural drift detection for nested JSON. Learn your payload's shape, freeze it as a contract, catch breaking changes early.

evolution-engine

Drift detection for AI-assisted codebases. Correlates signals across git, CI, dependencies, and deployments. Your code never leaves your machine.

insurance-monitoring

Model drift detection, calibration monitoring, and sequential A/B testing for insurance pricing models: PSI, Gini drift, Murphy decomposition, mSPRT champion/challenger.

deepsigma

DeepSigma turns AI decisions into auditable, recoverable infrastructure. It seals each decision episode end-to-end (inputs, actions, outcomes), detects drift, enforces governance gates, and drives patch loops with measurable confidence. Built in Python with MCP, LangChain, and OpenTelemetry.