blackbox

Delegate coding tasks to a multi-model AI CLI agent.

Updated Apr 16, 2026
One-click install
npx skills add https://github.com/jacardl/New-Radar --skill blackbox-jacardl
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/jacardl/New-Radar/tree/main/backend/frameworks/hermes-agent/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/jacardl/New-Radar --skill blackbox-jacardl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Delegate coding tasks to Blackbox AI CLI across multiple models with a built-in judge that selects the best result, reducing manual effort and improving code quality.

Core Features & Use Cases

  • Multi-model execution: runs a task across Claude, Codex, Gemini, and others and uses a judge to pick the best implementation.
  • Interactive and batch modes: supports interactive sessions, non-interactive one-shot tasks, and background processing for long-running tasks.
  • Checkpoints and prompts: supports checkpointing and resume of tasks, with flexible prompts and model switching.

Quick Start

Run a one-shot coding task with the Blackbox CLI by prompting it to implement a specific feature.

Frequently Asked Questions about blackbox

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

FAQPage Schema
How do I automate code review across multiple AI models?▼

Automating code review across multiple AI models requires executing a coding task through models like Claude, Codex, and Gemini, then using a built-in judge to select the best implementation. This reduces manual effort and improves code quality.

What is the best way to delegate coding tasks for rapid prototyping?▼

The best way to delegate coding tasks for rapid prototyping is using a multi-model AI CLI agent. It executes your prompts across various models and automatically picks the highest quality result, accelerating the software development workflow.

Do I need a PTY-enabled environment to run multi-model coding agents?▼

Yes, you need a PTY-enabled environment to run this multi-model coding agent. It also requires the Blackbox CLI and an API key from the Blackbox dashboard to execute one-shot and background processing tasks.

Can I resume long-running coding tasks in a CLI environment?▼

Yes, you can resume long-running coding tasks in a CLI environment. The agent supports checkpointing and resume functionality, allowing you to pause and restart background processing with flexible prompts and model switching.

Does cross-model evaluation work for non-interactive one-shot tasks?▼

Yes, cross-model evaluation works for non-interactive one-shot tasks. The CLI agent supports interactive sessions, one-shot tasks, and background processing, running your prompt across multiple models and judging the best result.

Why use a built-in judge for multi-model code generation?▼

Using a built-in judge for multi-model code generation ensures the best implementation is selected automatically. It compares outputs from models like Claude, Codex, and Gemini, reducing manual evaluation effort and improving code quality.