How to Standardize AI Coding Across Your Team

The consistency problem

Developer A uses Cursor with a .cursorrules file they wrote last month. Developer B uses Claude Code with a CLAUDE.md they copied from a blog post. Developer C uses Windsurf with no rules at all.

All three developers are working on the same codebase. All three get different AI-generated code. Different patterns, different naming conventions, different error handling. Every PR needs extra review time to catch inconsistencies.

This is the norm in most teams using AI coding tools today. The tools themselves are great — the problem is configuration fragmentation.

Why individual rules files fail at scale

When each developer maintains their own rules:

• No single source of truth — who has the authoritative version?
• Drift over time — rules diverge as developers make independent changes
• Onboarding pain — new hires don't know which files to copy or where to find them
• Cross-repo inconsistency — same team, different repos, different rules
• No audit trail — who changed what, when, and why?

This isn't a tooling problem. It's an infrastructure problem. Teams need a central registry for AI coding instructions — the same way they have a central registry for packages (npm) and container images (Docker Hub).

Setting up a shared skills registry

localskills.sh provides that registry. Here's how to set it up for your team:

1. Create a team

Sign up at localskills.sh and create a team from the dashboard. The creator becomes the team owner.

2. Publish your core skills

Start with the rules that apply to every project:

npm install -g @localskills/cli
localskills login

# Publish your shared conventions
localskills publish typescript-conventions.md --team my-team --name typescript-conventions
localskills publish api-patterns.md --team my-team --name api-patterns
localskills publish security-rules.md --team my-team --name security-rules --type rule

3. Invite your team

Dashboard → Team → Invite

Invite developers by email. They sign in and get access to all team skills.

4. Everyone installs

Each developer runs:

localskills install my-team/typescript-conventions --target cursor claude windsurf
localskills install my-team/api-patterns --target cursor claude windsurf
localskills install my-team/security-rules --target cursor claude windsurf

Done. Every developer, every tool, same rules.

Role-based access control

Not everyone should be able to publish new rules. localskills.sh provides four team roles:

Recommended setup:

• Owners: Engineering leads who set standards
• Admins: Senior developers who review and publish skills
• Members: Developers who contribute skills for review
• View-only: Contractors or stakeholders who need read access

Version control for AI instructions

Every time you publish a skill, localskills.sh creates a new version with a content hash. You get:

• Full version history — see every change in the dashboard
• Change messages — -m "Updated error handling pattern" documents why
• Instant rollback — one-click revert to any previous version
• Content hashing — SHA-256 ensures integrity

# Publish a new version with a change message
localskills publish api-patterns.md --team my-team --name api-patterns -m "Added rate limiting section"

# Team members pull the update
localskills pull

With symlink installation (the default), pull refreshes the cached file and every symlinked location updates automatically. No manual file replacement needed.

Auditing AI tool usage

For teams that need compliance visibility, localskills.sh provides a full audit log:

• Who published, updated, or deleted a skill
• When the action occurred
• What changed (before/after diffs in metadata)
• Team-level visibility for owners and admins

Tracked events include:

• Skill creation, version updates, and deletions
• Team member invitations and role changes
• API token creation and revocation
• SSO and SCIM configuration changes

Audit logs are retained for 90 days and accessible from Dashboard → Audit Log.

Enterprise: SSO, SCIM, and directory sync

For larger organizations, localskills.sh supports enterprise-grade identity management:

SAML 2.0 SSO

Connect your identity provider — Okta, Azure AD, Google Workspace, OneLogin — for single sign-on:

• Enforce SSO for all team members
• Restrict access to specific email domains
• Auto-assign roles to new SSO users
• SAML assertion replay protection

SCIM 2.0 directory sync

Automate user provisioning from your IdP:

• Auto-create accounts when users are added in your IdP
• Auto-deactivate when removed
• Map IdP groups to localskills.sh roles
• Sync runs automatically — no manual user management

This means when a new developer joins your organization and is added to the "Engineering" group in Okta, they automatically get a localskills.sh account with the "member" role and access to all team skills.

Measuring adoption with analytics

Publishing skills is only half the battle. You need to know if your team is actually using them.

localskills.sh tracks downloads per skill, broken down by:

• Source: CLI, web, or API installs
• Time period: Total, last 7 days, last 30 days
• Daily trends: See adoption curves over time

If your team published "security-rules" but only 3 of 20 developers installed it, that's a signal to follow up.

Analytics are available per-skill in the dashboard and at the team level for aggregate views. IP addresses are anonymized — individual developers are never tracked.

Read more about writing effective rules or see how localskills.sh handles rules across different tools.

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Standardize AI coding across your team. Get started with localskills.sh.

npm install -g @localskills/cli
localskills login
localskills publish