dispatch

Discover and install missing skills and MCP servers, expand lazy prompts, and route tasks to pipelines.

Updated Apr 7, 2026
One-click install
npx skills add https://github.com/Alfie728/my-skills --skill dispatch-alfie728
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: dispatch
Source: https://github.com/Alfie728/my-skills/tree/main/dispatch
Command: npx skills add https://github.com/Alfie728/my-skills --skill dispatch-alfie728

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Dispatch reduces friction when a task is under-specified, tooling is missing, or work must be routed between deterministic code and agent/LLM development by discovering missing skills and MCP servers, expanding lazy prompts into actionable specs, and selecting the correct pipeline for execution.

Core Features & Use Cases

  • Skill & MCP Discovery: Automatically search for and install missing skills and MCP servers required to complete a task.
  • Lazy Prompt Expansion: Turn vague requests into concrete, testable requirements and detect whether work is deterministic, agent-driven, or hybrid.
  • Pipeline Routing: Route work to appropriate pipeline skills such as $tdd (standard or eval mode), $cove, $ralph-loop, and $pr-triage; create missing project configuration when warranted.
  • Use Case: Turn "build an intent classifier" into a full specification, install necessary MCPs and skills, flag it as agent work for eval-driven TDD, and route to the correct downstream pipelines.

Quick Start

Use dispatch to expand "build an appointment-booking chatbot," detect that it's a hybrid task, install any missing skills or MCP servers, and route it to the appropriate pipeline.

Frequently Asked Questions about dispatch

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

FAQPage Schema
How do I automatically expand a vague prompt into a testable specification?

Lazy prompt expansion turns vague requests into concrete, testable requirements by analyzing the task and detecting whether the work is deterministic, agent-driven, or hybrid before routing.

How do I route tasks between deterministic code changes and agent-driven LLM builds?

Pipeline routing directs tasks to appropriate pipeline skills such as $tdd, $cove, $ralph-loop, and $pr-triage by detecting if the work requires standard, eval, or agent-driven development.

How do I automatically discover and install missing skills and MCP servers for a task?

Skill and MCP discovery automatically searches for and installs missing dependencies required to complete a task, reducing friction when tooling is absent from the current development environment.

Can I turn a high-level request like "build an intent classifier" into a full development pipeline?

You can transform high-level requests into full specifications, install necessary MCPs and skills, flag the task as agent work for eval-driven TDD, and route it to the correct downstream pipelines.

When do I need automated project configuration creation for agent workflows?

Automated project configuration creation is needed when routing work to pipeline skills and the required project configuration files are absent, ensuring downstream pipelines execute correctly.