blackbox

Delegate coding tasks to a multi-model CLI with automated judging.

Updated May 2, 2026
One-click install
npx skills add https://github.com/AlvaroBiano/hermes-agent --skill blackbox-alvarobiano
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/AlvaroBiano/hermes-agent/tree/main/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/AlvaroBiano/hermes-agent --skill blackbox-alvarobiano

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates coding task delegation to a multi-model CLI with built-in judging to select the best implementation. This reduces manual back-and-forth for complex coding tasks by leveraging multiple models and an automated judge.

Core Features & Use Cases

  • Multi-model evaluation: runs the same task across several models and compares outputs to identify the best solution.
  • Interactive sessions: supports ongoing dialogue, prompts, and checkpointing during development work.
  • Use cases include refactoring, feature implementation, and code reviews across distributed teams.

Quick Start

Delegate a coding task to the Blackbox CLI and obtain the best implementation from across models.

Frequently Asked Questions about blackbox

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

FAQPage Schema
How does multi-model code generation select the best implementation?

Multi-model code generation runs the same task across several models and compares outputs to select the best implementation. An automated judge evaluates the results to reduce manual back-and-forth for complex coding tasks.

How do I delegate coding tasks to multiple models using an AI CLI?

You delegate coding tasks to an AI CLI by sending the task prompt, which runs it across multiple configured providers and judges the results. The system then returns the best implementation based on the automated evaluation.

Do I need an API key and configured providers to run multi-model coding tasks?

Yes, you need an API key and configured providers to run multi-model coding tasks. The delegation process requires a Blackbox CLI setup to evaluate and compare outputs across different models.

Can I use interactive sessions and checkpoints for feature implementation and debugging?

Yes, you can use interactive sessions and checkpoints for feature implementation and debugging. The system supports ongoing dialogue and prompts during development work to help manage complex refactoring tasks.

What is the best way to automate code reviews across multiple models?

The best way to automate code reviews across multiple models is to delegate the task to a multi-model CLI with built-in judging. This compares outputs across providers to identify the most accurate review.

When should I not use multi-model delegation for coding tasks?

You should not use multi-model delegation when you lack an API key or configured providers, as the CLI requires these to run. It is also less suited for simple tasks where automated judging provides no benefit.