productionos-omni-plan-nth

Orchestrate recursive planning and execution across codebases until quality dimensions reach 10/10.

8|Updated Mar 17, 2026
One-click install
npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill productionos-omni-plan-nth
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: productionos-omni-plan-nth
Source: https://github.com/ShaheerKhawaja/ProductionOS/tree/main/codex-skills/productionos-omni-plan-nth
Command: npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill productionos-omni-plan-nth

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates recursive, end-to-end planning and execution by chaining all ProductionOS skills and agents toward a convergence target.

Core Features & Use Cases

  • Enables full-coverage orchestration by sequencing discovery, review, plan, fix, and validate steps across multiple iterations.
  • Applies across codebases, repositories, or idea descriptions, driving convergence on all quality dimensions until a 10/10 target is achieved.
  • Provides auditable iteration logs and convergence reporting to inform continuous improvement.

Quick Start

Initiate the productionos-omni-plan-nth workflow against a target to begin recursive orchestration until all dimensions reach the target.

Frequently Asked Questions about productionos-omni-plan-nth

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

FAQPage Schema
How do I automate recursive codebase planning until quality targets converge?

Recursive orchestration automates end-to-end planning by chaining agents through discovery, review, plan, fix, and validate steps. It iterates across codebases or repositories until all quality dimensions converge on a 10/10 target.

What is recursive workflow orchestration for quality assurance?

Recursive workflow orchestration chains agents through discovery, review, planning, fixing, and validation steps. It applies guardrails on iterations and costs to drive codebases toward a 10/10 quality convergence target.

Can I apply recursive planning to a repository or an idea description?

Yes, recursive planning applies to codebases, repositories, or idea descriptions. The orchestration works across these inputs by iterating through planning and execution steps until all quality dimensions reach the target.

How do I start an omni-plan workflow for continuous validation?

Start an omni-plan workflow by initiating it against a target codebase or repository. It begins recursive orchestration immediately, sequencing validation steps and exposing iteration logs and convergence status.

What limitations or guardrails exist for automated agent orchestration?

Automated agent orchestration imposes guardrails on iterations, costs, and agent usage to prevent runaway processes. It provides auditable iteration logs and convergence reporting to monitor progress against the 10/10 target.