Does it require additional setup?

Yes, this skill requires the 'other-agents' MCP server and the relevant AI CLIs (such as Gemini, Codex, or Qwen) to be installed and configured on your local machine.

What happens if a specific CLI is not installed?

If a selected CLI is missing or the MCP connection fails, the skill provides an error report and offers guidance on how to install the required tools or switch to an alternative model.

Can I manually override the model recommendation?

Absolutely. In the current version, the skill provides a recommendation and then allows the user to select their preferred CLI from an interactive list.

What is the primary benefit of the Outsourcing Core skill?

It allows you to automatically route specific tasks to the best-suited local AI model, ensuring higher accuracy for specialized tasks while optimizing for cost and speed.

How does the skill choose which AI to use?

The skill performs keyword analysis and complexity assessment to recommend a model. For example, it prioritizes Codex for code generation and Gemini for large-scale data analysis.

Outsourcing Core

Name: Outsourcing Core
Author: inchan

byinchan

0•

生産性とワークフロー

Delegates complex or specialized tasks to local AI CLIs to optimize performance and distribute workloads efficiently.

Outsourcing Core is a specialized capability for Claude Code that intelligently routes tasks to various local AI models such as Gemini, Codex, and Qwen based on their specific strengths. By analyzing the nature of a request—whether it involves deep architectural analysis, rapid code generation, or complex mathematical logic—this skill ensures that work is offloaded to the most capable and cost-effective engine available. It leverages the 'other-agents' MCP integration to provide a seamless multi-model workflow, allowing developers to scale their productivity by utilizing a specialized ecosystem of local AI agents.

主な機能

01Interactive recommendation system for manual CLI selection

02Complexity-based analysis to optimize cost and performance

03Automated model selection for code reviews, architecture, and math

04Intelligent task routing based on domain-specific expertise

050 GitHub stars

06Seamless integration with local AI agents via MCP tools

ユースケース

01Offloading large-scale code reviews to specialized Codex instances

02Routing architectural design and security analysis to Claude's deep reasoning

03Delegating simple logic or mathematical optimizations to cost-effective models like Qwen

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add inchan/claude-plugins outsourcing-core

For use in Claude.ai and ChatGPT

Download Skill