blackbox

Delegate coding tasks to multiple LLMs with judge-based output selection.

2|1|Updated Jul 14, 2026

Search Tags:#automation #multi-agent #multi-model #coding-agent #judge #blackbox

Ready to run

npx skills add https://github.com/heysuhas/hermes_cli --skill blackbox-heysuhas

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/heysuhas/hermes_cli/tree/main/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/heysuhas/hermes_cli --skill blackbox-heysuhas

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires @blackboxai/cli.

What problem does it solve?

This skill solves the challenge of choosing the right AI model for coding tasks by automating the dispatch of requests to multiple LLMs and using a judge to select the highest-quality implementation.

Core Features & Use Cases

Multi-Model Judging: Dispatches coding tasks to Claude, Codex, Gemini, and Blackbox Pro, then evaluates outputs to pick the best result.
Interactive & Background Execution: Supports both real-time terminal sessions and long-running background tasks with progress monitoring.
Checkpointing: Allows developers to pause complex coding tasks and resume them later with follow-up instructions.

Quick Start

Use the blackbox skill to add JWT authentication to the current project by running the terminal command with the prompt flag.

Frequently Asked Questions about blackbox

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

FAQPage Schema

How does multi-model AI coding with a judge workflow work?▼

Multi-model AI coding with a judge workflow dispatches a complex coding task to multiple LLMs like Claude, Codex, and Gemini, then evaluates the outputs to automatically select and deliver the highest-quality code implementation.

How do I run long-running background coding tasks in a terminal environment?▼

To run long-running background coding tasks in a terminal environment, use a multi-agent CLI tool that supports background execution with progress monitoring, allowing you to continue development while complex operations complete asynchronously.

Do I need Node.js 20+ and an API key to use multi-model coding agents?▼

Yes, multi-model coding agents require Node.js 20+ and a valid Blackbox AI API key to execute delegated coding tasks, evaluate LLM outputs, and facilitate interactive development within the terminal environment.

Can I pause complex coding tasks and resume them later with new instructions?▼

Yes, you can pause complex coding tasks and resume them later using checkpointing, which allows developers to stop multi-model AI agent operations and continue execution with follow-up instructions at a later time.

What is the best way to choose the right AI model for a complex coding task?▼

The best way to choose the right AI model for a complex coding task is to automate dispatch to multiple LLMs and use a judge mechanism that evaluates the various outputs to select the optimal code quality.

Does the multi-model coding agent support interactive PR reviews?▼

Yes, the multi-model coding agent facilitates interactive PR reviews and real-time terminal sessions, allowing developers to evaluate code quality and guide complex coding operations dynamically.