Teach your agent once.
skillset turns corrections and preferences from agent sessions into portable
SKILL.md files you own — mirrored automatically to every agent you use.
$ sks tailor
scraping sessions…
✓ 132 sessions read from Claude Code, Codex, and Kimi
✓ 42 nuggets mined · 6 clusters ranked
✓ created prefer-pnpm-workspace-commands tier: high
✓ updated verify-app-ui-paths
✓ mirrored 2 skills → Claude · Codex · Kimi
User-owned
Plain Markdown files in a store you control. No vendor memory, no lock-in.
Agent-operable
Claude Code, Codex, and Kimi can inspect, validate, add, and tune one canonical store through the CLI.
Edit-safe
Your edits are sacred. Mirror-side changes are promoted, never overwritten.
Give good corrections somewhere to live.
01
Initialize
Create the canonical store and connect detected agents.
02
Import
Consolidate the skills your agents already have.
03
Tailor
Mine past sessions — or capture a rule directly — into skills.
04
Mirror
Every change writes back to each agent, automatically.
Small commands. Durable taste.
sks init
Create the store, connect agents, import existing skills.
sks tailor
Learn from session history, or capture an explicit rule.
sks show <skill>
Give an agent the exact canonical skill, as Markdown or JSON.
sks check
Validate every skill and flag weak triggers or context bloat.
sks edit <skill> --stdin
Let an agent update canonical safely, then re-mirror.
sks doctor --repair
Inspect store health and reconcile mirrors.
Stop repeating yourself.
Install skillset and let your best corrections follow you everywhere.