orchestrator

Coordinate seven atomic skills into unified development workflows.

7|3|Updated Jan 15, 2026

Search Tags:#automation #workflow #integration #orchestrator #ai-development #code-discovery #task-routing

Ready to run

npx skills add https://github.com/Zpankz/mcp-skillset --skill orchestrator-zpankz

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: orchestrator
Source: https://github.com/Zpankz/mcp-skillset/tree/main/orchestrator
Command: npx skills add https://github.com/Zpankz/mcp-skillset --skill orchestrator-zpankz

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], and includes scripts (resource) components.

What problem does it solve?

The Orchestrator addresses fragmentation by unifying seven atomic skills into cohesive workflows, enabling cross-skill data flow and emergent capabilities.

Core Features & Use Cases

Unified task orchestration across bd, bv, mcp_agent_mail, osgrep, leann, dspy-code, and agents-md environments for complex development pipelines.
Event-driven integration through a centralized event bridge and shared types.
End-to-end composite workflows: Task Intelligence, Code Discovery, AI Development.

Quick Start

Initialize the orchestrator and run the Task Intelligence pipeline with a sample task description to observe cross-skill coordination.

Frequently Asked Questions about orchestrator

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

FAQPage Schema

How do I coordinate multiple AI development tools into a single automated workflow?▼

Multi-skill orchestration unifies atomic skills into cohesive workflows by applying an integration layer with a shared types system, event bridge, state manager, and workflow engine to enable cross-tool data flow.

What is the best way to automate task routing across fragmented code discovery and development pipelines?▼

Intelligent task routing is best automated through an event-driven integration layer that coordinates cross-skill data flow, unifying code discovery and development pipelines into composite workflows.

Can I use this orchestrator to run a Task Intelligence pipeline with dspy-code and agents-md?▼

Yes, you can initialize the orchestrator to run the Task Intelligence pipeline, which coordinates cross-skill interactions across dspy-code, agents-md, and other connected ecosystems using centralized event bridges.

Do I need all seven dependencies installed to automate cross-tool development workflows?▼

Yes, the orchestrator coordinates seven specific atomic skills—bd, bv, mcp_agent_mail, osgrep, leann, dspy-code, and agents-md—so these versioned dependencies are required to enable end-to-end composite workflows.

How does the event bridge handle state management during complex development pipelines?▼

The event bridge handles state management by utilizing a centralized state manager and shared types system, ensuring consistent data flow and synchronization across all coordinated skills during pipeline execution.

When should I not use a unified skill orchestrator for AI development?▼

You should avoid a unified skill orchestrator if your development pipelines do not require cross-tool coordination, intelligent task routing, or event-driven integration across multiple fragmented atomic skills.