web-search-plus

Route queries to the best search provider using confidence scoring.

Updated Mar 11, 2026
One-click install
npx skills add https://github.com/ISAQQSAI/SkillAttack --skill web-search-plus-isaqqsai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: web-search-plus
Source: https://github.com/ISAQQSAI/SkillAttack/tree/main/data/hot100skills/026_robbyczgw-cla_web-search-plus
Command: npx skills add https://github.com/ISAQQSAI/SkillAttack --skill web-search-plus-isaqqsai

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Automatically select the best search provider for each query, eliminating manual switching and enabling comprehensive results across multiple engines while preserving privacy when needed.

Core Features & Use Cases

  • Intelligent auto-routing across Serper, Tavily, Querit, Exa, Perplexity, You.com, and SearXNG with confidence scoring.
  • Unified results from multiple providers with seamless fallback and privacy-aware options.
  • Easy setup and config via config.json or environment to tailor keys and defaults for production pipelines.

Quick Start

Run the setup wizard to configure providers and API keys.

Frequently Asked Questions about web-search-plus

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

FAQPage Schema
How do I configure multiple web search API providers for a unified AI search?

You can configure multiple web search API providers by setting up API keys and defaults via config.json or environment variables, enabling unified AI search results with seamless fallback across supported engines.

Does multi-provider web search routing support self-hosted SearXNG instances for privacy?

Yes, multi-provider web search routing supports safe integration with self-hosted SearXNG instances, enabling privacy-focused searches and ensuring local control over your query data.

What is the best way to route queries to different search engines automatically?

The best way to route queries to different search engines automatically is using confidence scoring, which intelligently selects the optimal provider for product research, multilingual information, and real-time data.

How do I set up API keys for Serper, Tavily, and Exa search providers?

You can set up API keys for Serper, Tavily, and Exa by running the setup wizard or defining the provider configurations and keys in config.json or your environment variables for production pipelines.

Can I use auto-routing web search for Retrieval-Augmented Generation (RAG) contexts?

Yes, you can use auto-routing web search for RAG contexts, as it handles real-time data queries and discovery tasks while orchestrating comprehensive results across multiple search providers.

What happens if my primary search provider fails during a web search query?

If your primary search provider fails during a web search query, the multi-provider orchestration system applies seamless fallback to route the request to the next available engine.