
Policy Monitor
Checks your AI policy against real practice and flags gaps needing updates
- Repository
- anthropics/claude-for-legal
- Stars
- 9,870
- Licence
- Apache-2.0
- Files
- 1 file
What it does
This skill makes an AI agent act as a compliance reviewer for an organisation's AI policy. In sweep mode it reads recent AI impact assessments, triage results and vendor reviews from a configured outputs folder, compares them with the published policy and a use-case registry, and reports gaps as REQUIRED or ADVISABLE, with suggested replacement language. In direct-query mode, you describe a planned AI practice and it reports whether the policy covers it, misses it, or conflicts with it. It only reads files and drafts suggestions; it does not change the policy itself, and it updates its tracking stamps only after a human acknowledges the results.
Great for
- Legal or compliance teams that maintain an internal AI policy and want to catch drift between policy and practice
- Governance leads who want to check whether a planned AI use case needs a policy update before launch
- Organisations already using the Claude for Legal plugin set with AIAs and triage outputs stored in a folder
Skip it if
- Organisations without a written AI policy or without the configured CLAUDE.md and outputs folder, since the skill depends on those files to work
- Final legal sign-off: suggested language is drafted by the agent and must be reviewed by qualified counsel before adoption
- Scheduled weekly sweeps: the skill itself cannot schedule runs; that needs a separate scheduler integration not bundled with it
Try asking
- “policy sweep”
- “does our AI policy cover using AI to automatically flag expense reports for review?”
- “we want to start using a new AI vendor that trains on customer data — does the policy need updating?”
- “run the policy monitor”
Install in 3 steps
- 1
Download the skill
The ZIP contains the 1 original files, the Apache-2.0 licence and an attribution note.
policy-monitor.zip - 2
Add it to your agent
Claude Code (all projects)
mkdir -p ~/.claude/skills && unzip policy-monitor.zip -d ~/.claude/skills/Claude Code / Agent SDK (this project only)
mkdir -p .claude/skills && unzip policy-monitor.zip -d .claude/skills/Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.
- 3
Ask for the task
No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.
Get better results
- Run /ai-governance-legal:cold-start-interview first so the outputs folder and policy document paths are configured before a sweep
- Describe proposed practices concretely (automation level, affected people, vendor, data use) so the direct-query diff is accurate
- Review every suggested clause against the actual policy document, since the CLAUDE.md commitments are only a summary
What's inside
- SKILL.md
Redistributed unmodified from anthropics/claude-for-legal under the Apache-2.0 licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.