policy-monitor

Detects UK AI policy drift and drafts REQUIRED or ADVISABLE updates for review.

9|Updated May 18, 2026
One-click install
npx skills add https://github.com/uk-agents/uk-legal-plugins --skill policy-monitor-uk-agents
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: policy-monitor
Source: https://github.com/uk-agents/uk-legal-plugins/tree/main/ai-governance-legal-uk/skills/policy-monitor
Command: npx skills add https://github.com/uk-agents/uk-legal-plugins --skill policy-monitor-uk-agents

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It prevents your UK AI policy from quietly going out of date when real-world AI impact assessments, triage results, and vendor reviews start reflecting new practices that the written policy does not yet cover.

Core Features & Use Cases

  • Weekly policy drift sweep: Scans your saved AI impact assessment outputs since the last sweep, diffs approved practices against the current AI policy and your use-case registry, and drafts REQUIRED vs ADVISABLE policy updates.
  • Direct query for planned AI use: Takes a proposed new AI practice, evaluates whether it’s covered, missing, or conflicting with your current commitments (including UK GDPR Art. 22 and disclosure expectations), and drafts suggested language plus any registry entry to add.
  • Human-in-the-loop update guidance: Produces review-ready work product and requires acknowledgment before updating sweep stamps (to avoid silently rolling forward unreviewed changes).

Quick Start

Run /ai-governance-legal-uk:policy-monitor "We want to automatically flag expense reports for review using AI—does our policy need updating and what should we change?"

Frequently Asked Questions about policy-monitor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI policy drift against new vendor reviews and impact assessments?

AI policy drift is detected by diffing saved AI impact assessments, triage outcomes, and vendor reviews against your current policy and use-case registry. The monitor classifies gaps as REQUIRED or ADVISABLE updates and drafts suggested policy language for human review.

How do I check if a proposed AI practice complies with UK GDPR Article 22 and ICO guidance?

To check UK GDPR compliance, query the monitor directly with the proposed AI practice. It evaluates whether the practice is covered, missing, or conflicting with current commitments like Article 22 and ICO disclosure expectations, then drafts suggested policy language and registry entries.

What is a weekly policy drift sweep for UK AI governance?

A weekly policy drift sweep scans saved AI impact assessment outputs since the last sweep, diffs approved practices against the current AI policy and use-case registry, and drafts REQUIRED versus ADVISABLE policy updates for human-in-the-loop review.

Can I automatically update my AI policy registry without human review?

No, updating the AI policy registry requires human acknowledgment before sweep stamps are updated. This human-in-the-loop requirement prevents silently rolling forward unreviewed changes and ensures all suggested policy language is reviewed.

How do I configure the policy monitor to track my last sweep state and registry?

You configure the policy monitor by reading the CLAUDE.md configuration file for the last sweep state and registry, then diffing against the authoritative policy document path to identify and classify any compliance gaps.

When should I run a direct query versus a weekly sweep for AI policy monitoring?

Run a weekly sweep to routinely scan saved impact assessments and vendor reviews for drift. Use a direct query when you have a proposed new AI practice and need to immediately evaluate its coverage against UK regulatory commitments and ICO guidance.