Master AI Agent Approval: Boundaries & Decision Rules

Master AI Agent Approval: Boundaries & Decision Rules

This AI agent skill provides a framework for determining when AI agents must seek user approval before proceeding with certain operations. It derives approval necessity based on an operation's reversibility and reach, and outlines clear confirmation requirements. This is crucial for managing the balance between autonomous actions and user oversight, especially in scenarios where AI agents interact with real users.

What this skill does

• Establishes boundaries where AI agents need explicit user approval before executing actions that affect real people.
• Derives an operation's approval class by evaluating its reversibility and reach.
• Offers guidelines for what a valid preview and confirmation must include.
• Supports scenarios where unattended runs and standing approvals are viable.
• Implements anomaly stop-rules to pause operations that deviate from expected norms.
• Includes functionality for previews, retries, and the use of idempotency keys.

Who it is for

• Developers working with AI agents, specifically those configuring Claude Code, Cursor, or Codex.
• Teams seeking to ensure that automated processes respect user decisions and maintain accountability.
• Individuals setting up AI-driven workflows that interface with real users.

Use cases

• Configuring AI agents to request user approval for outbound communications reaching actual end-users.
• Setting up AI workflows that determine whether existing approvals remain valid in dynamic environments.
• Developing systems that allow AI agents to operate independently under specific, user-approved conditions.

Technical details

• Integrates with the vendor-neutral catalogue in `sdr-operations` for operation classifications.
• Relies on JSON documents found under `docs/contracts/operations/` to validate operations.
• Compatible as a capability package for AI coding platforms like Claude Code, Cursor, and Codex.

Source & Licence

This package is built on open-source work published by reply-team (reply-team/jason-ai) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.