How does Unified Web Search handle duplicate links?

The skill identifies identical URLs discovered across all three engines and merges them into a single entry, adding labels to indicate which engines confirmed the source.

Does this skill help with finding current AI documentation?

Yes, it includes specialized rules for AI/LLM queries that automatically discard information regarding obsolete models and 2023-era benchmarks to ensure you only see the latest data.

How is the reliability of search results determined?

Results are scored based on multiple factors: +2 for appearing in multiple engines, +1 for official government or educational domains, and +1 for containing verifiable recent dates.

What happens if one of the search engines fails?

The skill features robust error handling; if one engine fails, it proceeds with results from the remaining two while providing a warning to the user.

Unified Web Search

Name: Unified Web Search
Author: biwakonbu

bybiwakonbu

0•

Web Scraping & Data Collection

Performs simultaneous multi-engine searches using Gemini, Codex, and Claude to provide a consolidated, high-precision information report.

The Unified Web Search skill significantly enhances Claude's research capabilities by aggregating data from three distinct sources in parallel: Google (via Gemini CLI), OpenAI (via Codex CLI), and Claude's native WebSearch tool. By running these engines simultaneously, it reduces search latency while increasing accuracy through automated cross-verification and domain-based reliability scoring. The skill features a sophisticated freshness filtering system that automatically prioritizes recent documentation and discards obsolete technical data, making it an indispensable tool for developers tracking rapidly evolving fields like AI, cloud infrastructure, and cybersecurity.

Key Features

01Parallel execution of Gemini CLI, Codex CLI, and WebSearch for maximum coverage.

02Domain-specific freshness filtering to discard outdated technical information.

03Intelligent result scoring based on cross-engine verification and domain authority.

04Specialized filtering rules for AI and LLM queries to ensure modern model accuracy.

05Automated deduplication and consolidation of search results into a unified report.

060 GitHub stars

Use Cases

01Conducting deep-dive technical audits where data recency is critical for security or API compliance.

02Verifying technical solutions by cross-referencing multiple search engine perspectives.

03Researching the latest features and breaking changes in rapidly evolving software frameworks.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add biwakonbu/cc-plugins unified-search

For use in Claude.ai and ChatGPT

Download Skill