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.