human-agent-trust-reviewer
CommunityHarden approvals against fatigue and gaming
Software Engineering#human oversight#agent approval#consent fatigue#trust review#approval ux#automation bias
Authornguyenpv1980-wq
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps evaluate whether an agent approval layer can be manipulated through consent fatigue, polished but misleading justifications, batching tricks, urgency pressure, or automation bias, so human approval remains a real control instead of a ceremonial click.
Core Features & Use Cases
- Approval-flow adversarial review: Checks what approvers actually see, what one approval authorizes, and whether the request is based on system-verified facts or the agent’s own story.
- Fatigue and trust calibration analysis: Uses telemetry such as request volume, approval rate, and decision time to detect rubber-stamping and recommends recalibrating gate friction to match blast radius.
- Bundling and deception resistance: Looks for dangerous actions hidden inside innocuous batches, repeated re-asks after denial, and urgency framing that tries to lower scrutiny.
- Use case: Review a production change approval flow where operators approve almost everything in seconds and the agent supplies its own one-line summary before execution.
Quick Start
Ask the skill to review your agent approval flow for consent fatigue, self-report gaps, bundling, and other trust exploits, and return ranked findings with concrete fixes.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: human-agent-trust-reviewer Download link: https://github.com/nguyenpv1980-wq/Project-Aegis/archive/main.zip#human-agent-trust-reviewer Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 545,000+ vetted skills library on demand.