orchestration:native-invoke

Orchestrate external AI CLIs via native Task agents across Codex, Gemini, and Cursor.

8|1|Updated Jul 11, 2025
One-click install
npx skills add https://github.com/Consiliency/treesitter-chunker --skill orchestration-native-invoke
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestration:native-invoke
Source: https://github.com/Consiliency/treesitter-chunker/tree/main/.ai-dev-kit/skills/orchestration/native-invoke
Command: npx skills add https://github.com/Consiliency/treesitter-chunker --skill orchestration-native-invoke

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill provides a structured way to orchestrate external AI CLIs via native Task agents across multiple providers, enabling automated, multi-provider workflows with a built-in authentication fallback.

Core Features & Use Cases

  • Native agent orchestration across Codex, Gemini, Cursor for parallel execution and coordination.
  • Fork-terminal based authentication recovery when an agent requires login.
  • Read-only mode and safe non-interactive command construction for automated pipelines.
  • Use cases include code generation pipelines, multi-provider analysis, and cross-provider task routing.

Quick Start

Execute a simple, non-interactive multi-provider task by invoking Codex and Gemini agents in parallel and collecting the results.

Frequently Asked Questions about orchestration:native-invoke

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

FAQPage Schema
How do I orchestrate AI CLI tasks across multiple providers like Codex and Gemini?

Orchestrate AI CLI tasks across multiple providers by using native Task agents to invoke external AI CLIs in parallel. This skill coordinates Codex, Gemini, and Cursor agents, executes non-interactive commands, and handles authentication recovery via fork-terminal when login is required.

Can I automate multi-provider workflows with read-only, non-interactive commands?

Yes, this skill enables read-only, non-interactive command construction for automated pipelines across multiple AI providers. It safely routes tasks without user interaction and ensures proper CLI invocation through cookbook reference and --help verification.

What should I do when an AI agent requires authentication during orchestration?

When an agent requires login, use the fork-terminal authentication recovery mechanism built into this skill. It provides a fallback to handle credential entry without interrupting the automated workflow.

How do I set up parallel execution of tasks across Codex, Gemini, and Cursor?

Set up parallel task execution by constructing non-interactive commands for each provider's CLI, consulting the appropriate cookbooks, and running --help to validate command syntax. Native agents coordinate and collect results from all providers simultaneously.

What are typical use cases for multi-provider AI task orchestration?

Multi-provider orchestration applies to code generation pipelines, cross-provider analysis, task routing, and automation scenarios requiring coordination between Codex, Gemini, and Cursor without manual intervention.