agent-native-reviewer

Validate action and context parity between user interfaces and agent tools.

5|Updated Oct 22, 2025

Search Tags:#developer tools #architecture #code review #capability mapping #parity #agent-native

Ready to run

npx skills add https://github.com/marchatton/agent-skills --skill agent-native-reviewer-marchatton

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: agent-native-reviewer
Source: https://github.com/marchatton/agent-skills/tree/main/.agents/skills/05-review/agent-native-reviewer
Command: npx skills add https://github.com/marchatton/agent-skills --skill agent-native-reviewer-marchatton

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the challenge of ensuring that applications are built with agents as first-class citizens, guaranteeing that agent capabilities mirror user functionalities and data access.

Core Features & Use Cases

Action Parity Validation: Verifies that every user-facing action has a corresponding agent tool.
Context Parity Assurance: Confirms agents have access to the same information as users.
Capability Mapping: Generates a map of UI actions to agent tools.
Use Case: Review a new feature PR to confirm that if a user can "publish to feed" via the UI, an agent also has a tool to perform this action and is aware of the necessary context.

Quick Start

Review the current application's feature set for agent-native parity.

Frequently Asked Questions about agent-native-reviewer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

What is agent-native parity in application architecture?▼

Agent-native parity ensures agents have first-class access to the same actions and context as users. It validates that every user-facing UI action has a corresponding agent tool and equivalent data visibility.

How do I check action parity between my UI and agent tools?▼

Action parity validation maps every user-facing UI action to a corresponding agent tool. It generates a capability map to verify that functionalities like publishing to a feed have equivalent agent tools.

What are common agent-native anti-patterns to look for in a code review?▼

Common agent-native anti-patterns include context starvation, orphan features, and sandbox isolation. These issues prevent seamless agent-user integration by limiting agent access to necessary actions and data.

How do I ensure context parity for my application's agents?▼

Context parity assurance confirms that agents have access to the same information as users. It checks application architecture to verify that agents are aware of the necessary context to perform actions.

Can I review a new feature PR for agent-native architecture compliance?▼

Yes, you can review a new feature PR to confirm agent-native parity. It validates that if a user can perform an action via the UI, an agent also has a corresponding tool and the required context.

Why does my agent lack the context to perform user actions?▼

An agent lacks context due to context starvation, an anti-pattern where agent tools do not have access to the same information as users. Context parity assurance flags this to ensure seamless integration.