blackbox

Delegate coding tasks to a multi-model AI CLI with an internal judge.

Updated May 11, 2026
One-click install
npx skills add https://github.com/jason660519/Project-Manager --skill blackbox-jason660519
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/jason660519/Project-Manager/tree/main/hermes-agent/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/jason660519/Project-Manager --skill blackbox-jason660519

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates coding task delegation and implementation selection by routing work to a multi-model AI CLI with built-in judging, eliminating manual triage and review overhead.

Core Features & Use Cases

  • Multi-model coding: Dispatches tasks to multiple models and selects the best implementation via built-in judge.
  • Interactive & long-running tasks: Supports interactive sessions, checkpoints, and background processing for longer tasks like refactoring.
  • Guided development workflows: Facilitates code reviews, PR pre-checks, and cross-team collaboration with AI-assisted triage.

Quick Start

Invoke Blackbox with a prompt to perform a coding task and review the best result from the multi-model outputs.

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 an internal judge work?

Multi-model AI coding dispatches a task to multiple models simultaneously, evaluates the generated implementations against each other, and selects the best output via an internal judge to eliminate manual code review.

How do I automate code refactoring tasks using an AI CLI?

You can automate code refactoring by invoking the AI CLI with a prompt, which supports interactive sessions, background processing, and checkpoints for managing long-running development workflows.

Do I need a specific terminal environment to run Blackbox AI CLI?

Yes, you need a terminal with PTY support, the Blackbox CLI installed locally, and an API key configured via the blackbox configure command to execute coding tasks properly.

What's the best way to automate PR pre-checks and code reviews?

Automating PR pre-checks is best handled by delegating prompts to a multi-model AI CLI, which performs guided development workflows and AI-assisted triage for cross-team collaboration.

Can I use interactive sessions for long-running code generation tasks?

Yes, interactive sessions support long-running code generation and refactoring tasks by utilizing checkpoints and background processing to manage extended AI workflows without blocking the terminal.