Route engineering requests to the right skill or flow
Ask Matt routes you to the right skill or flow across mattpocock/skills, from idea to ship, triage, or codebase health.
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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
Map user requests to the main idea-to-ship flow or standalone skills
Guide context hygiene decisions like when to handoff vs. compact
Route bug reports and feature requests through triage on-ramps
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.
Reports
Agent outcome reports
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Overview
Ask Matt
Ask Matt is a router over the mattpocock/skills repository that asks which skill or flow fits your situation. It covers the main idea-to-ship flow, two on-ramps (bug triage and codebase health), and how to cross sessions with handoff or compact. Use it as the entry point when you're unsure which skill or flow in this repo fits your current situation, whether starting a fresh idea, clearing a bug backlog, or doing codebase upkeep.
What it does
Ask Matt is a router over the user-invoked skills in mattpocock/skills (MIT licensed) - since you don't remember every skill, it asks which skill or flow fits your situation. A flow is a path through the skills: most work runs along one main flow, two on-ramps merge onto it, and a few skills are standalone.
When to use - and when NOT to
Use it as the entry point when you're unsure which of the repo's skills to invoke next for your situation. It requires /setup-matt-pocock-skills to have been run first, to configure the issue tracker, triage labels, and doc layout the other skills assume (custom issue trackers also work).
Inputs and outputs
The main flow runs idea to ship. /grill-with-docs sharpens an idea by interview when you have a codebase - it's stateful, retaining what it learns in CONTEXT.md and ADRs (use /grill-me instead with no codebase). If a question needs a runnable answer, work detours through a prototype bridged by /handoff in both directions, using /prototype to answer with throwaway code. A branch then decides whether this is a multi-session build: if yes, /to-prd turns the thread into a PRD, /to-issues splits it into independently-grabbable issues, and each issue gets a fresh session with /implement given the PRD and that single issue; if no, /implement runs right in the same context window. Steps 1-3 stay in one unbroken context window, without compacting or clearing, until after /to-issues - bounded by the model's "smart zone" (about 120k tokens on state-of-the-art models); a session nearing that limit before /to-issues should /handoff and continue fresh rather than push on a degraded context. Two on-ramps generate work that merges onto the main flow: /triage moves piled-up bugs and incoming feature requests (not issues /to-issues already made agent-ready) into agent-ready issues for /implement; and /improve-codebase-architecture, run for codebase upkeep rather than feature work, surfaces deepening opportunities that can seed a new idea back into /grill-with-docs. Two ways to cross sessions exist: /handoff compacts the current conversation into a markdown file and forks into a new session that references it, for when a thread is full or needs to branch; /compact (built-in) instead summarizes earlier turns within the same conversation, for intentional breaks between phases rather than mid-phase. Standalone skills off the main flow are /grill-me (the same interview as /grill-with-docs but stateless, for plans or designs with no codebase), /teach (learn a concept across multiple sessions using the current directory as a stateful workspace), and /writing-great-skills (reference for writing and editing skills well).
Who it's for
Anyone working across this skills repo who needs a router to decide which flow to enter - a fresh idea, a pile of incoming bugs, or a codebase health pass - and how to move context safely between sessions as the work grows.
FAQ
Common questions
Discussion
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