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

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-meand/grill-with-docsrun a “grilling session” to close the gap between what you want and what the agent thinks you want/tddenforces red-green-refactor loops so the agent writes failing tests before fixing them/diagnosewraps a disciplined debugging loop: reproduce → minimise → hypothesise → instrument → fix/improve-codebase-architectureand/zoom-outtry to combat the entropy that agents accelerate when they write code too fast/cavemancompresses 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.