How does this skill save context window space?

It offloads the browsing and analysis to external CLI agents. Only a concise, structured JSON summary is returned to Claude, preventing thousands of lines of web content from filling your session history.

Can I customize the research schema?

The skill uses a standardized JSON schema for reliability, but the prompts can be adjusted within the skill configuration to focus on specific technical aspects like security or performance.

Is the research performed in real-time?

Yes, Gemini executes a live web search during the task, ensuring the information reflects the current state of the web rather than relying on training data cutoffs.

Why does it use two different AI models?

Using Gemini for the primary search and Codex for cross-verification significantly reduces the risk of AI hallucinations and ensures that information is validated against multiple sources before being presented.

What tools are required to use this skill?

This skill requires the Gemini CLI and Codex CLI to be installed and configured in your local environment, as it uses these tools to perform the background investigation.

Web Research (Dual AI)

Name: Web Research (Dual AI)
Author: takumi12311123

bytakumi12311123

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ウェブスクレイピングとデータ収集

Conducts deep technical research using Gemini and Codex to provide verified information while preserving Claude's context window.

This skill enhances Claude Code by delegating intensive web research to external LLMs. It uses Gemini for primary web investigation and Codex for independent cross-verification, ensuring that technical facts are accurate and up-to-date. By processing search data externally and only returning a structured summary, it prevents large volumes of search text from consuming Claude's limited context window. This is the optimal tool for developers needing to verify API specs, investigate library changes, or troubleshoot errors using the most current web data without cluttering their conversation history.

主な機能

011 GitHub stars

02Automated freshness assessment for documentation and APIs

03Dual-source verification using Gemini and Codex in parallel

04Conflict detection to identify contradictions in search findings

05Zero context window consumption for background research tasks

06Structured JSON output for consistent and reliable results

ユースケース

01Investigating latest framework releases and breaking changes (e.g., React 19 or Next.js updates)

02Searching for root causes and solutions for specific, obscure runtime or build errors

03Verifying API specifications and best practices across multiple documentation sources

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add takumi12311123/dotfiles web-research

For use in Claude.ai and ChatGPT

主な機能

011 GitHub stars

02Automated freshness assessment for documentation and APIs

03Dual-source verification using Gemini and Codex in parallel

04Conflict detection to identify contradictions in search findings

05Zero context window consumption for background research tasks

06Structured JSON output for consistent and reliable results

ユースケース

01Investigating latest framework releases and breaking changes (e.g., React 19 or Next.js updates)

02Searching for root causes and solutions for specific, obscure runtime or build errors

03Verifying API specifications and best practices across multiple documentation sources