blackbox

Delegate coding tasks to multiple AI models with automatic judging.

Updated Mar 22, 2026
One-click install
npx skills add https://github.com/ChimeraFoundationa/Agentx --skill blackbox-chimerafoundationa
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/ChimeraFoundationa/Agentx/tree/main/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/ChimeraFoundationa/Agentx --skill blackbox-chimerafoundationa

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Delegates coding tasks to the Blackbox AI CLI, enabling multi-model evaluation to produce the best implementation.

Core Features & Use Cases

  • Multi-model execution and automatic judging to select the best code output.
  • Interactive sessions and one-shot tasks with checkpoints for reproducibility.
  • Vision- and prompt-aware prompts support for complex coding scenarios.

Quick Start

Install the Blackbox CLI and start a sample task with a descriptive prompt to see multi-model results.

Frequently Asked Questions about blackbox

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

FAQPage Schema
How do I compare multiple AI models for code generation automatically?▼

To compare multiple AI models for code generation automatically, you can delegate coding tasks to a multi-model judge that executes prompts across models like Claude, Codex, and Gemini, then automatically selects the best implementation based on built-in judging criteria.

What is multi-model code delegation and how does it work for software development?▼

Multi-model code delegation is the process of routing a single coding task to multiple AI models simultaneously. It works by executing the prompt across models like Claude, Codex, and Gemini, and applying a built-in judge to automatically evaluate and select the highest quality code implementation.

Do I need a specific CLI installed to run multi-model AI code judging?▼

Yes, you need the Blackbox CLI installed and configured with a valid API key to run multi-model AI code judging. The process uses pty-based terminal interactions to manage interactive sessions and one-shot tasks with checkpoints for reproducibility.

Can I use multi-model AI delegation for interactive coding sessions and code reviews?▼

Yes, you can use multi-model AI delegation for interactive coding sessions and code reviews. It supports pty-based terminal interactions for live sessions and applies vision- and prompt-aware prompts to handle complex software development scenarios like refactoring or feature implementation.

What is the best way to automate code refactoring across different AI models?▼

The best way to automate code refactoring across different AI models is to use a multi-model delegation tool that executes the refactoring prompt across models like Claude, Codex, and Gemini simultaneously, using a built-in judge to automatically compare outputs and select the best implementation.

Why are interactive terminal sessions needed for multi-model code generation?▼

Interactive terminal sessions are needed for multi-model code generation because the delegation process uses pty-based terminal interactions. This allows the system to manage complex, interactive coding scenarios and maintain checkpoints for reproducible results across different AI models.