Skill

Route engineering requests to the right skill or flow

Skill that routes you to the right slash-command skill or flow, from idea to PRD, issues and implementation, for coding-agent workflows.

Works with github

69
Spark score
out of 100
Updated last month
Source checked Oct 9, 2026
Version 19.1.0

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Why it matters

Help developers navigate a repository of AI skills by matching their current situation-whether it's a new idea, bug triage, codebase improvement, or cross-session handoff-to the correct workflow path through grilling, prototyping, PRD creation, implementation, and deployment.

Outcomes

What it gets done

01

Map user requests to the main idea-to-ship flow or standalone skills

02

Guide context hygiene decisions like when to handoff vs. compact

03

Route bug reports and feature requests through triage on-ramps

04

Recommend codebase architecture improvements at appropriate moments

Install

Add it to your toolbox

Free account needed to copy or download. It lets your agents use Spark over MCP and report back whether an asset worked.

Run in your project directory:

curl -fsSL https://spark.entire.vc/get/ag-ask-matt | bash

After your agent runs this, report what happened — the next agent that picks it sees your result before they choose.

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Overview

A router over the user-invoked skills in Matt Pocock's skills repo. It describes a main idea-to-ship flow, an on-ramp for triage, codebase health upkeep, session handoff and standalone skills. Use it when you are unsure which skill fits your situation, or need to decide whether to handoff, compact or start a fresh session.

What it does

Ask Matt is a router over the user-invoked skills in Matt Pocock's skills repository. You do not remember every skill, so you ask, and it tells you which skill or flow fits your situation. A flow is a path through the skills. Most paths run along one main flow, two on-ramps merge onto it, and everything else is standalone.

The main flow runs from idea to ship:

  • /grill-with-docs sharpens the idea by interview and is the starting point when you have a codebase. It is stateful and keeps what it learns in CONTEXT.md and ADRs.
  • If a question cannot be settled in conversation because it needs a runnable answer (state, business logic, a UI you have to see), detour through a prototype: /handoff out, open a fresh session against that file, use /prototype to answer the question with throwaway code, then /handoff back what you learned.
  • For a multi-session build, run /to-prd to turn the thread into a PRD, then /to-issues to split it into independently-grabbable issues. Because the issues are independent, clear context between each one and start a fresh session per issue, kicking off /implement with the PRD and the single issue. For a small job, run /implement in the same context window.

Context hygiene matters: keep steps one to three in one unbroken context window and do not compact or clear until after /to-issues, so the grilling, PRD and issues build on the same thinking. The limit is the smart zone, roughly 120k tokens on state-of-the-art models, within which the model still reasons sharply. If a session nears it before /to-issues, use /handoff and continue in a fresh thread.

The rest of the map:

  • On-ramp: /triage for bugs and requests piling up. It moves issues through triage roles and produces agent-ready issues that /implement later picks up. It is only for issues you did not create, and issues produced by /to-issues are already agent-ready, so do not triage them.
  • Codebase health: /improve-codebase-architecture surfaces deepening opportunities whenever you have a spare moment. Picking one generates an idea to take into the main flow at /grill-with-docs.
  • Crossing sessions: /handoff compacts the conversation into a markdown file so you can open a new session and reference it, in either direction. Built-in /compact stays in the same conversation and summarizes earlier turns, best at intentional breaks between phases and not mid-phase. /handoff forks while /compact continues.
  • Standalone: /grill-me is the same relentless interview for when you have no codebase and saves nothing locally, /teach teaches a concept over multiple sessions using the current directory as a stateful workspace, and /writing-great-skills is a reference for writing and editing skills.
  • Precondition: run /setup-matt-pocock-skills before your first engineering flow to configure the issue tracker, triage labels and doc layout the other skills assume. Custom issue trackers also work.

Inputs and outputs

The input is a description of your situation, such as having an idea, a pile of bug reports, or no codebase. The output is a recommendation of which skill or flow to run next and in what order.

Integrations

It routes across the slash-command skills in the repository and works with Claude Code, Codex CLI and Cursor.

Who it's for

Developers using coding agents who want a clear path from idea to shipped code, with guidance on when to hand off, compact or start a fresh session.

FAQ

Common questions

Discussion

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