Use when tuning/optimising/"training" a skill's judge-shaped rubric (a single text document that makes a recurring, scorable decision) against outcome-labelled evidence — e.g. "train the triage rubric", "optimise the reviewer-severity rubric", or the command "/optimise-skill ". Runs on the Claude Max subscription via the CLI. Behavioural-only (it does NOT tune a skill's description for triggering — that stays with skill-creator). The home for skill-optimisation methodology.
EnglishUse as the canonical way to create AND continuously improve skills. Triggers when turning a proven/repeated workflow into a skill, creating a skill from scratch, "make this a skill", "skillify this", "/upskill "; and when capturing what a skill learned after a run, onboarding a skill to the documentation + improvement standard, setting up a learnings wiki, or deciding whether a skill's recurring decision should be retrained by optimise-skill. Prefer this over hand-rolling a skill so logging and improvement are wired in from day one.
English
AGENT SKILLS ATLASIncludes Optimise Skill and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Optimise Skill
Use when tuning/optimising/"training" a skill's judge-shaped rubric (a single text document that makes a recurring, scorable decision) against outcome-labelled evidence — e.g. "train the triage rubric", "optimise the reviewer-severity rubric", or the command "/optimise-skill ". Runs on the Claude Max subscription via the CLI. Behavioural-only (it does NOT tune a skill's description for triggering — that stays with skill-creator). The home for skill-optimisation methodology.
Upskill
Use as the canonical way to create AND continuously improve skills. Triggers when turning a proven/repeated workflow into a skill, creating a skill from scratch, "make this a skill", "skillify this", "/upskill "; and when capturing what a skill learned after a run, onboarding a skill to the documentation + improvement standard, setting up a learnings wiki, or deciding whether a skill's recurring decision should be retrained by optimise-skill. Prefer this over hand-rolling a skill so logging and improvement are wired in from day one.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Optimise Skill skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.