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mattpocock/skills

Agent skills for developers who hate vibe coding

Composable prompt recipes that force coding agents to align, test, and architect instead of blindly generating code.

182.5k stars Shell Coding Assistants
Feature · 11 Jun 2026
The Anti-Vibe Coding Manifesto Hiding in Plain Sight

Matt Pocock's open-source skills repo treats AI agents as junior developers who need discipline, not prompts that need polishing.

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What it does

Matt Pocock open-sourced his personal .claude directory as a set of slash-command skills for Claude Code, Codex, and similar agents. Each skill is a structured technique designed to fix a specific failure mode—misalignment, verbosity, missing tests, or architectural rot. They are model-agnostic, small, and meant to be hacked on.

The interesting bit

The standout idea is /grill-with-docs, which conducts a pre-flight interrogation about your plan and simultaneously distills a shared domain language into a CONTEXT.md file. The README notes the payoff is hard to describe—mostly because the value is in the boring part: forcing an agent to understand your jargon before it names your variables.

Key highlights

  • /grill-me and /grill-with-docs run a “grilling session” to close the gap between what you want and what the agent thinks you want
  • /tdd enforces red-green-refactor loops so the agent writes failing tests before fixing them
  • /diagnose wraps a disciplined debugging loop: reproduce → minimise → hypothesise → instrument → fix
  • /improve-codebase-architecture and /zoom-out try to combat the entropy that agents accelerate when they write code too fast
  • /caveman compresses agent communication to cut token usage by roughly three-quarters while keeping technical accuracy

Verdict

Worth a look if you want granular control over how an agent builds software; skip if you prefer all-in-one frameworks like GSD or Spec-Kit that own the entire process for you.

Frequently asked

What is mattpocock/skills?
Composable prompt recipes that force coding agents to align, test, and architect instead of blindly generating code.
Is skills open source?
Yes — mattpocock/skills is open source, released under the MIT license.
What language is skills written in?
mattpocock/skills is primarily written in Shell.
How popular is skills?
mattpocock/skills has 182.5k stars on GitHub and is currently accelerating.
Where can I find skills?
mattpocock/skills is on GitHub at https://github.com/mattpocock/skills.

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