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blackbox

Delegate coding tasks to the Blackbox AI CLI agent.

1|Updated Apr 10, 2026
Search Tags:#refactoring#pr review#multi-model#terminal automation#coding agent#blackbox
One-click install
npx skills add https://github.com/zerwiz/wayofpi --skill blackbox-zerwiz
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: blackbox
Source: https://github.com/zerwiz/wayofpi/tree/main/.hermes/hermes-agent/optional-skills/autonomous-ai-agents/blackbox
Command: npx skills add https://github.com/zerwiz/wayofpi --skill blackbox-zerwiz

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill removes the friction of handing off coding work to a powerful terminal-based AI agent, letting you offload implementation, refactoring, review, and follow-up tasks with less manual coordination.

Core Features & Use Cases

  • Multi-model delegation: Sends a task through multiple LLMs and uses a judge to choose the strongest result.
  • Interactive and background execution: Supports one-shot prompts, live sessions, long-running background jobs, and checkpoint-based resumption.
  • Engineering workflows: Useful for feature development, bug fixing, PR reviews, parallel issue work, and image-aware analysis when a visual input is involved.

Quick Start

Use the blackbox skill to delegate your coding task to the Blackbox CLI in the current project and return the best completed 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 and refactoring using a terminal-based AI agent?▼

The Blackbox AI CLI agent supports multi-model delegation by sending your task through multiple LLMs and using a judge to choose the strongest result. This ensures you receive the best completed implementation for your software engineering workflows.

How do I run long-running background coding jobs and resume them later?▼

You can execute long-running background coding jobs with checkpoint-based resumption support. This allows you to pause and resume parallel task execution and feature implementation without losing progress if a session is interrupted.

Do I need the Blackbox CLI installed to delegate feature implementation and bug fixing?▼

Yes, delegating feature implementation and bug fixing requires the Blackbox CLI, a configured API key, and PTY-backed terminal sessions. These components are necessary to run the interactive and background execution workflows.

Can I perform PR reviews and parallel issue work with terminal automation?▼

Yes, terminal automation through the AI agent supports PR reviews and parallel issue work. You can delegate these software engineering workflows alongside feature development, bug fixing, and image-aware analysis when visual input is involved.

What is the best way to handle coding tasks when I have visual input or images?▼

For coding tasks involving visual input, you can delegate your work to the AI agent which supports image-aware analysis. This allows the agent to process visual context alongside your implementation, refactoring, or bug fixing prompts.

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