Ferpa Python Packages

enterprise-rag-patterns

FERPA/HIPAA/GDPR-compliant RAG patterns: identity-scoped retrieval, audit logging, and framework adapters for regulated enterprise AI

regulated-ai-governance

Policy enforcement for AI agents in regulated environments (FERPA, HIPAA, GLBA, GDPR): framework adapters for CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack

ferpa-haystack

FERPA-compliant document filter for Haystack RAG pipelines — identity-scoped pre-filtering before LLM context

voice-ai-governance

Compliance enforcement middleware for voice AI pipelines: warm transfer state management, PII scrubbing, confidence-gated escalation, and HIPAA/FERPA/EU AI Act enforcement for Pipecat, LiveKit, and Twilio deployments.

regrails

Policy-as-code for FERPA + Title IV: a deterministic guardrail that decides before any LLM speaks. Risk-tiered, citation-faithful, with an MCP server, OSCAL/SARIF exports, a GitHub Action, and a live web demo.