Ai Governance Python Packages

mlflow-skinny

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

mlflow-tracing

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

ai-rulez

Complete AI development workflow for 19+ tools. Builtin rules, agents, and conventions out of the box. Generate native configs for Claude, Cursor, Copilot, Windsurf, Gemini, Codex and more.

aether-core

Belief substrate for AI systems — persistent, contradiction-aware trust state that outlives any single model. The model is the mouth, the substrate is the self.

vaara

Adaptive AI Agent Execution Layer — risk scoring, audit trails, regulatory compliance (EU AI Act Article 14)

asqav

Python SDK for AI agent governance - audit trails, policy enforcement, quantum-safe signatures. Works with LangChain, CrewAI, MCP.

axonflow

Official Python SDK for AxonFlow — runtime control, MCP policy enforcement, approvals, and audit trails for production AI

signet-sign

Capability-based safety gates for LLM agents. The model proposes; signet authorizes.

hummbl-governance

Governance runtime for AI agent orchestration — kill switch, circuit breaker, cost governor, delegation tokens, audit log, identity registry, schema validator. Zero dependencies. 583 tests.

arifos

ArifOS — Constitutional MCP kernel for governed AI execution. AAA architecture: Architect · Auditor · Agent. Built for the open-source agentic era.

eu-ai-act-compliance-mcp

EU AI Act compliance for AI agents. 410 articles from EUR-Lex via FTS5 search. Instant risk scan, deadline tracker, 42-point audit, documentation generator, penalty calculator. Zero-config free tier. Built by MEOK AI Labs.

meok-watermark-attest-mcp

EU AI Act Article 50 watermarking + transparency compliance MCP. Built for the 2 November 2026 cliff (the new nearest EU AI Act deadline after the Digital Omnibus pushed high-risk to Dec 2027). Classify which Art 50 obligations apply (chatbot disclosure, GPAI synthetic-content marking per C2PA-2.0, deepfake disclosure, emotion/biometric transparency), generate compliant disclosure text per surface + language, audit content pipelines, emit HMAC-signed compliance attestations. By MEOK AI Labs.

stem-ai

Rubric-based trust evaluator for bio/medical AI repositories with dual-path evidence, governance overlay, and institutional audit outputs.

eu-ai-act-scanner

Run `eu-ai-act-scanner` before your next deploy — finds every EU AI Act + GDPR gap in your AI project. Detects 22 AI frameworks, returns pass/fail per article with fix instructions. Zero config, free. Also available as MCP server for Claude/Cursor.

ai-bom-mcp

AI Bill of Materials (AI-BOM) generator + auditor MCP — CycloneDX ML-BOM, SPDX 3.0 AI profile, EU AI Act Annex IV mapping, NIST AI RMF alignment, US EO 14028 federal procurement. By MEOK AI Labs.

aegrail

The runtime contract for AI agents in production. Scoped identity, hard budget kill-switches, forensic-grade audit log.

actra

Actra - control what runs before it runs, controls what actions are allowed before they execute. Evaluate policies across APIs, workflows and AI agents in real time.

dora-compliance-mcp

DORA (EU Digital Operational Resilience Act) compliance for AI agents. 5-pillar audit, incident classification, Article 28 Register of Information, TLPT readiness. Regulation (EU) 2022/2554. By MEOK AI Labs.

nis2-compliance-mcp

NIS2 Directive (EU 2022/2555) compliance for AI agents. 10 Article 21 risk-management measures audit, Article 23 incident classification, Article 20 management-body accountability. For the 18 essential/important entity sectors. By MEOK AI Labs.

bias-detection-mcp

AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic analysis, fairness metrics, mitigation strategies, EU AI Act Article 10 compliance. Zero-config free tier. Built by MEOK AI Labs.

meok-governance-engine-mcp

AI-powered meok governance engine MCP server for agents. Supports full governance report, which frameworks apply, compliance cost estimator. By MEOK AI Labs.

leashd

Safety-first agentic coding framework. Three-layer safety pipeline (sandbox, YAML policies, human-in-the-loop approval) for AI coding agents. Pluggable runtimes (Claude Code, Codex), autonomous task orchestrator, full audit trail.

langchain-runcycles

LangChain agent middleware for Cycles — pre-tool-call authorization and per-tenant budget enforcement for Python agents using create_agent