Query Classification

Classify user queries into SIMPLE or RESEARCH categories for routing.

Updated Mar 11, 2026

Search Tags:#routing #query classification #categorization #intent recognition #natural language processing

Ready to run

npx skills add https://github.com/prathamchopra001/INQUIRO --skill query-classification

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Query Classification
Source: https://github.com/prathamchopra001/INQUIRO/tree/main/skills/query_classification
Command: npx skills add https://github.com/prathamchopra001/INQUIRO --skill query-classification

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill streamlines query processing by automatically categorizing user requests, ensuring they are directed to the most efficient and appropriate handling pipeline.

Core Features & Use Cases

Automated Routing: Classifies queries into SIMPLE or RESEARCH categories.
Resource Optimization: Helps in allocating the right amount of computational resources and time for query resolution.
Use Case: When a user asks "What is photosynthesis?", it's classified as SIMPLE. If they ask "Analyze the correlation between climate change and crop yield fluctuations," it's classified as RESEARCH, triggering a more in-depth analysis.

Quick Start

Classify the user's input query to determine if it requires simple or research-level processing.

Frequently Asked Questions about Query Classification

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

FAQPage Schema

What is query classification for natural language processing?▼

Query classification for natural language processing is the task of categorizing user inputs into predefined groups. This skill specifically categorizes requests into SIMPLE or RESEARCH classes to determine their required processing resources.

How do I route user queries to different processing pipelines?▼

You route user queries by applying keyword analysis and decision frameworks to evaluate query complexity. This skill classifies inputs as SIMPLE or RESEARCH, facilitating intelligent routing to the appropriate processing pipeline for efficient handling.

When do I need to categorize queries into simple or research levels?▼

You need to categorize queries into simple or research levels when managing resource optimization. Classifying queries ensures you allocate the correct computational resources and time, directing simple questions to basic pipelines and complex ones to in-depth analysis.

Does query routing work with basic intent recognition tasks?▼

Yes, query routing works with basic intent recognition tasks by utilizing keyword analysis to determine query scope. It evaluates the complexity and required resources of the input to categorize it as either SIMPLE or RESEARCH.

What are the limitations of using keyword analysis for query categorization?▼

The limitation of using keyword analysis for query categorization is its basic implementation depth. It relies on predefined decision frameworks and keyword matching rather than deep contextual understanding, which may restrict accuracy for highly nuanced inputs.