intent-gate

Classify user intent using signal-word detection and rule-based approach selection.

Updated Apr 11, 2026
One-click install
npx skills add https://github.com/bennybennison/agent-toolkit --skill intent-gate
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: intent-gate
Source: https://github.com/bennybennison/agent-toolkit/tree/main/skills/intent-gate
Command: npx skills add https://github.com/bennybennison/agent-toolkit --skill intent-gate

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It prevents agents from acting on ambiguous or mis‑identified requests by ensuring each user input is classified into a clear intent before any tools or actions are invoked.

Core Features & Use Cases

  • Detects intent categories such as research, implement, fix, investigate, refactor, and review using signal‑word matching.
  • Handles mixed‑intent requests by ordering actions logically (understand → plan → act → verify).
  • Provides rule‑based guidance on tooling, depth, and safety checks for each intent type, ensuring appropriate workflow selection.

Quick Start

Classify my request and tell me the appropriate intent before proceeding.

Frequently Asked Questions about intent-gate

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

FAQPage Schema
How do I classify user intent to route automated workflows correctly?

To classify user intent, you can use signal-word detection to match incoming requests against categories like research, implement, fix, investigate, refactor, and review, ensuring appropriate actions are taken before invoking tools.

What is intent classification used for in agent routing?

Intent classification in agent routing prevents misidentified requests by categorizing ambiguous inputs into clear goals, enabling rule-based approach selection to guide downstream agents with appropriate tooling and safety checks.

How do I handle mixed-intent requests in an automated workflow?

Handle mixed-intent requests by ordering actions logically through a sequence of understand, plan, act, and verify, ensuring the workflow addresses multiple overlapping goals safely and effectively.

When do I need intent classification for ambiguous agent requests?

You need intent classification when the goal, scope, or required tools for an incoming request are ambiguous, such as distinguishing between research, implementation, bug fixing, investigation, refactoring, or review tasks.

Does intent classification require specific dependencies to route tasks?

No specific dependencies are required to route tasks using intent classification; it operates as a standalone rule-based mechanism applying signal-word detection to select the appropriate workflow approach.