suggest

Name: suggest
Availability: InStock
Author: devopstales

Provide real-time query autocomplete with entity-rich suggestions for search-as-you-type UIs.

1|Updated Apr 22, 2026

Search Tags:#search #autocomplete #suggestions #typo resilience #entity detection

Ready to run

npx skills add https://github.com/devopstales/aiskillgrid --skill suggest-devopstales

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: suggest
Source: https://github.com/devopstales/aiskillgrid/tree/main/.agents/skills_back/suggest
Command: npx skills add https://github.com/devopstales/aiskillgrid --skill suggest-devopstales

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires curl, and includes scripts (resource) components.

What problem does it solve?

This Skill provides fast and typo-resilient query autocomplete and suggestions, enhancing your search experience with rich entity information.

Core Features & Use Cases

Fast Autocomplete: Returns suggested queries as you type, with response times under 100ms.
Rich Suggestions: Offers enhanced suggestions with entity info, including title, description, and image.
Typo-Resilient: Handles common typos without the need for a separate spellcheck.
Use Case: Ideal for implementing search-as-you-type UIs, refining queries for RAG systems, and detecting entities for preview cards.

Quick Start

Use the suggest skill to get autocomplete suggestions for the query 'how to'.

Frequently Asked Questions about suggest

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

FAQPage Schema

How do I add real-time autocomplete suggestions to a search-as-you-type UI?▼

Real-time autocomplete suggestions for search-as-you-type UIs are provided by returning query suggestions with response times under 100ms as you type. This Skill handles the fast query refinement needed for responsive interfaces.

Can I get search autocomplete that handles user typos without a separate spellcheck?▼

Typo-resilient autocomplete handles common typing mistakes directly during the suggestion process without requiring a separate spellcheck step. This ensures users still receive accurate query suggestions despite minor input errors.

What are rich entity suggestions and how do they enhance search queries?▼

Rich entity suggestions enhance search queries by returning metadata like titles, descriptions, and images alongside the autocomplete text. This allows you to build preview cards and detect entities directly from user input.

Do I need an API key to get rich entity suggestions for my search queries?▼

An API key is required to access rich suggestions and retrieve the enhanced entity information for your search queries. You must configure this key to enable the full autocomplete and entity detection features.

What is the best way to refine queries for RAG systems using autocomplete?▼

Refining queries for RAG systems using autocomplete involves passing user input to generate typo-resilient suggestions before execution. This ensures the retrieval system receives accurate, entity-rich queries for better generation results.

Does the suggest Skill work with curl for fetching autocomplete results?▼

The suggest Skill works with curl as its core dependency for fetching autocomplete results. You can use curl scripts to send queries and receive the real-time suggestion data for your applications.