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mattpocock/ask-matt

mattpocock

ask-matt

Ask which skill or flow fits your situation. A router over the user-invoked skills in this repo.

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v1.0Saved Jun 18, 2026

Ask Matt

You don't remember every skill, so ask.

A flow is a path through the skills. Most paths run along one main flow, and two on-ramps merge onto it. Everything else is standalone.

The main flow: idea → ship

The route most work travels. You have an idea and want it built.

  1. /grill-with-docs — sharpen the idea by interview. Start here when you have a codebase: it's stateful, retaining what it learns in CONTEXT.md and ADRs. (No codebase? Use /grill-me — see Standalone.)
  2. Branch — can you settle every question in conversation? If a question needs a runnable answer (state, business logic, a UI you have to see), detour through a prototype, bridged by /handoff in both directions (see Crossing sessions):
    • /handoff out, then open a fresh session against that file,
    • /prototype to answer the question with throwaway code,
    • /handoff back what you learned, and reference it from the original idea thread.
  3. Branch — is this a multi-session build?
    • Yes/to-prd (turn the thread into a PRD) → /to-issues (split the PRD into independently-grabbable issues). Because the issues are independent, clear context between each one: start a fresh session per issue and kick off /implement by passing it the PRD and the single issue to work on.
    • No/implement right here, in the same context window.

Context hygiene

Keep steps 1–3 in one unbroken context window — don't compact or clear until after /to-issues — so the grilling, PRD, and issues all build on the same thinking. Each /implement then starts fresh, working from the issue.

The limit on this is the smart zone: the window (~120k tokens on state-of-the-art models) within which the model still reasons sharply. If a session approaches it before /to-issues, don't push on degraded — /handoff and continue in a fresh thread.

On-ramps

A starting situation that generates work, then merges onto the main flow.

  • Bugs and requests piling up/triage. It moves issues through triage roles and produces agent-ready issues, which /implement later picks up.

    Triage is only for issues you didn't create — bug reports, incoming feature requests, anything that arrives raw. Issues that /to-issues produced are already agent-ready, so don't triage them.

Codebase health

Not feature work — upkeep.

  • /improve-codebase-architecture — run whenever you have a spare moment to keep the codebase good for agents to operate in. It surfaces deepening opportunities; picking one generates an idea you can take into the main flow at /grill-with-docs.

Crossing sessions

  • /handoff — when a thread is full or you need to branch off (e.g. into a /prototype session), this compacts the conversation into a markdown file. You don't continue in place — you open a new session and reference that file to carry the context across. It's the bridge between context windows, in either direction. Use it when you want a fresh session but need the current conversation preserved.
  • /compact (built-in) — stay in the same conversation, letting the earlier turns be summarized. Use it at intentional breaks between phases, when you don't mind losing the verbatim history. Don't compact mid-phase — the agent can lose its way. /handoff forks; /compact continues.

Standalone

Off the main flow entirely.

  • /grill-me — the same relentless interview as /grill-with-docs, but for when you have no codebase. Stateless: it saves nothing locally, builds no CONTEXT.md. Reach for it to sharpen any plan or design that doesn't live in a repo.
  • /teach — learn a concept over multiple sessions, using the current directory as a stateful workspace.
  • /writing-great-skills — reference for writing and editing skills well.

Precondition

/setup-matt-pocock-skills — run before your first engineering flow to configure the issue tracker, triage labels, and doc layout the other skills assume. Custom issue trackers also work.

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Overall Score

78/100

Grade

B

Good

Safety

95

Quality

75

Clarity

78

Completeness

65

Summary

Ask Matt is a meta-skill that routes users to appropriate workflows and skills based on their situation. It documents a structured system of flows (main, on-ramps, standalone) for moving from idea to shipped product, with clear decision branches and context management guidelines. The skill itself performs no operations—it is purely instructional and navigational.

Detected Capabilities

documentationroutingworkflow guidancecontext management

Trigger Keywords

Phrases that MCP clients use to match this skill to user intent.

which skill should i useworkflow for building featuresmulti-session development flowstructure coding projectsnavigate skill ecosystemcontext management between sessions

Referenced Domains

External domains referenced in skill content, detected by static analysis.

www.aihero.dev

Use Cases

  • Navigate workflow when unsure which skill to use
  • Plan multi-session development projects
  • Understand how to structure long coding sessions
  • Route bug triage and feature requests
  • Manage context across conversation boundaries
  • Learn about codebase health workflows

Quality Notes

  • Clear hierarchical structure with well-defined sections (main flow, on-ramps, standalone)
  • Explicit decision branches guide users through conditional logic paths
  • Context hygiene and session crossing explained with practical boundaries (smart zone ~120k tokens)
  • References to other skills establish a coherent ecosystem of workflows
  • Single external domain reference (aihero.dev) provides auxiliary conceptual definition
  • No examples or use case narratives to ground the flows in concrete scenarios
  • Graph structure could be represented more visually (current format is text-linear)
  • Some cross-referenced skills (e.g., /handoff, /prototype) are not present in file manifest—assumes external ecosystem
Model: claude-haiku-4-5-20251001Analyzed: Jun 18, 2026

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