orchestrator

Match user prompts to skill triggers and orchestrate their execution.

Updated Mar 8, 2026
One-click install
npx skills add https://github.com/JFrangel/agents --skill orchestrator-jfrangel
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrator
Source: https://github.com/JFrangel/agents/tree/main/orchestrator
Command: npx skills add https://github.com/JFrangel/agents --skill orchestrator-jfrangel

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Coordinates and stabilizes skill orchestration across the Agent Mesh by evaluating the interactive context, applying policies from .cursorrules and SOUL.md, and dynamically chaining the relevant local skills for the current iteration, with no background scripts required.

Core Features & Use Cases

  • Global skill routing and activation orchestration with handshakes and audit logs.
  • Policy-driven execution using SOUL.md to enforce safety, traceability, and ordering.
  • Memory-aware activation with deterministic workflows and session memory.

Quick Start

Activate the orchestrator to match a user message to skills and produce a handshake with activated skills.

Frequently Asked Questions about orchestrator

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

FAQPage Schema
How do I coordinate and route multiple skills dynamically based on user prompts?

To coordinate multi-skill routing, match user prompts to specific skill triggers and orchestrate their execution. This ensures the appropriate skill units are activated dynamically for the current iteration without requiring background scripts.

How does policy-driven execution enforce safety during skill handoffs?

Policy-driven execution enforces safety by applying policies from SOUL.md and .cursorrules during skill handoffs. It requires an identity handshake and generates audit logs to ensure traceability and compliant activations across the mesh.

Can I use memory-aware activation to maintain context across multiple skill executions?

Yes, memory-aware activation maintains context by reading from memory.md and running integrity checks via /validate. It updates session memory dynamically using /update-memory to ensure deterministic workflows across activations.

What is the best way to audit skill activations and maintain traceability in an agent mesh?

The best way to audit skill activations is to enforce an identity handshake and documentation workflow across all executions. This produces audit logs and policy-compliant handoffs, stabilizing orchestration across the agent mesh.

Do I need background scripts to run global skill routing and activation?

No, global skill routing and activation orchestration operates without background scripts. It evaluates the interactive context and dynamically chains relevant local skills by applying policies directly during the execution iteration.

Why does skill orchestration fail without an identity handshake and integrity checks?

Skill orchestration fails without an identity handshake because policy-compliant handoffs cannot be verified. Running integrity checks via /validate ensures safety, auditability, and proper context application before updating memory.