mattpocock-skills
claudeMatt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
Routes Claude Code's compute: Claude escalates its own reasoning effort mid-turn when a task is genuinely hard (with a guard against accidental downgrades), delegates large mechanical jobs to a Sonnet low-effort worker, and reports how it routed
Plugin compute-ladder from marketplace xiaolai in xiaolai/compute-ladder-for-claude. Commands read from the repo's manifest — 1 month ago.
This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.
escalate-maxRaises effort to max for this turn. Invoke it FIRST when a mistake would be costly or a problem already resisted an attempt - security-sensitive code (authentication, authorization, cryptography, secrets, payments); destructive operations on production data; a production incident; a second failure;
escalate-xhighRaises effort to xhigh for this turn. Invoke it FIRST, before reading files, for genuinely hard work - a costly-to-reverse design, architecture, data-model or API decision; debugging a non-obvious cause (concurrency, caching, timing); a multi-file refactor or migration with invariants to preserve; a
reportReports how compute-ladder has been escalating effort - escalation rate, output tokens per effort tier, escalations that did not take effect, and turns that look under- or over-escalated. Use when the user asks how compute-ladder's routing is performing or whether its routing is working.
low-workerRuns well-specified mechanical work on Sonnet at low effort - bulk edits that follow an explicit pattern, renames across many files, repository-wide searches, format conversions, running commands and reporting their output. Worth delegating when the job is large (many files or long outputs) and need
cat "${CLAUDE_PLUGIN_ROOT}/hooks/policy.md"
node "${CLAUDE_PLUGIN_ROOT}/scripts/prompt-submit.mjs"
node "${CLAUDE_PLUGIN_ROOT}/scripts/guard.mjs"
node "${CLAUDE_PLUGIN_ROOT}/scripts/stop.mjs"
node "${CLAUDE_PLUGIN_ROOT}/scripts/subagent-stop.mjs"
Matt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
5 skills + 35 modes + Material Passport pipeline. Includes v3.6.7 cross-model audit gate and v3.6.8 generator-evaluator contract.
5 skills · 16 commands · 4 agents · hooks
Claude Code skill for creating and presenting Slidev slidedecks
1 skill
Eval-gated LLM fine-tuning lifecycle (LoRA/QLoRA, DPO, GRPO/RLVR, vision SFT, quantized export). Use when fine-tuning an open-weights model end-to-end: building the eval harness first, selecting method and model, preparing data, training with Unsloth or TRL, gating checkpoints, and exporting GGUF/FP8.
10 skills · 2 commands · 3 agents
Conventions and task skills for contributing to diffusers
4 skills
Observability plugin for Claude Code with MLflow tracing
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