blackbox

Run coding tasks across multiple models and select the best implementation.

Updated Apr 21, 2026
One-click install
npx skills add https://github.com/samuelmukoti/myai-agent --skill blackbox-samuelmukoti
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/samuelmukoti/myai-agent/tree/main/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/samuelmukoti/myai-agent --skill blackbox-samuelmukoti

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key.

Core Features & Use Cases

  • Multi-model execution with a built-in judge that selects the best implementation.
  • Interactive sessions, long-running tasks, and checkpointing for resuming work.
  • Use cases include code generation, PR reviews, and rapid prototyping of algorithms.

Quick Start

Run Blackbox on a sample coding task and let it compare outputs across models to produce the best implementation.

Frequently Asked Questions about blackbox

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

FAQPage Schema
How do I automate coding tasks across multiple LLMs and select the best implementation?

Automate coding tasks across multiple LLMs by running a multi-model agent with a built-in judge that evaluates diverse model outputs and selects the best implementation for your code generation or rapid prototyping needs.

What is multi-model execution with a built-in judge for code generation?

Multi-model execution with a built-in judge is a process that runs coding tasks through multiple LLMs simultaneously, evaluates the generated outputs against each other, and selects the highest quality implementation for your project.

Do I need a specific CLI and API key to run multi-model coding agents?

Yes, running multi-model coding agents requires the Blackbox CLI installed and a valid Blackbox AI API key to authenticate and coordinate tasks across multiple LLMs during interactive sessions or background processing.

Can I use multi-model AI for PR reviews and rapid prototyping?

Yes, you can use multi-model AI for PR reviews and rapid prototyping by delegating coding tasks to the CLI agent, which compares outputs across models to produce the most effective algorithm or code implementation.

How do I resume long-running coding tasks or interactive sessions?

You can resume long-running coding tasks and interactive sessions using the checkpointing feature, which saves progress and allows you to pick up multi-model execution and code generation exactly where you left off.

Are there safeguards to prevent unsafe actions during automated code generation?

Yes, automated code generation includes built-in safeguards designed to prevent unsafe actions, ensuring that the multi-model agent operates securely while executing tasks, reviewing PRs, or running interactive coding sessions.