Human Approval Boundary Architect

    by 香意國際

    1

    Design explicit autonomous, approval-required, human-only, and prohibited boundaries for an agent that calls tools or performs multi-step work.

    Secure checkout via Stripe

    0 installsSecurity scanned

    Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLI+17 more

    See it in action

    You say

    I'm building a Slack agent that can read Jira tickets, summarize them, and occasionally create new tickets or post updates to client-facing channels based on ticket status.

    Your agent does

    Control-Mode Matrix

    | Action | Mode | Control Requirement | |---|---|---| | Read Jira Ticket | Autonomous | Input validation, Audit log | | Summarize Ticket | Draft Only | Human review of summary | | Create Ticket | Approval Required | Preview fields, Approver ID | | Post to Client | Human Only | Agent provides summary; Human posts |

    What you get

    Define clear autonomous versus human-required boundaries for tool calls.Design detailed approval packets for high-risk agent actions.Establish failure modes and escalation paths for tool errors.Create audit schemas for tracking agent decisions and human approvals.

    About this skill

    What it does

    Turn a proposed agent workflow into an action inventory, control-mode matrix, approval packets, tool contracts, stop conditions, escalation rules, handoff design, and audit fields. The workflow makes every action understandable as a verb-object pair and distinguishes safe drafting from consequential external action.

    Best for

    Product managers, MCP and agent builders, operations owners, and teams designing an AI workflow before they connect it to tools, customers, records, or production systems.

    What makes it different

    This is not an MCP server scaffold. It creates the human-in-the-loop contract that should exist before implementation: what the agent may do alone, what must be previewed and approved, what a human must own, and what must never be exposed as an agent capability.

    Known limitations

    It does not build an MCP server, modify permissions, access accounts, create authentication flows, issue policy decisions, or make legal, financial, medical, employment, or regulatory determinations. Product owners must approve the final action boundaries.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

    Reviews

    No reviews yet

    Be one of the first to try it. Every listed skill passes our trust checks below.

    Security scanned

    Passed our 8-point scan before listing

    Fresh listing

    Recently published to Agensi

    30-day refund

    Not a fit? Get your money back

    Trust & safety

    Security scanned

    Verified clean today

    Listedtoday

    Creator

    香意國際

    香意國際

    12 skills on Agensi

    Frequently Asked Questions

    Popular in AI Agents & LLM Ops