save-learning
Saves user instructions as persistent learnings for future sessions. Use when the user says 'remember this', 'always do X', 'from now on', 'never do Y', or gives any instruction they want persisted across sessions. Proactively suggest when the user states a preference, convention, or rule they clearly want followed in the future.
npx skills add caliber-ai-org/ai-setup --skill save-learning --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Save Learning Save a user's instruction or preference as a persistent learning that will be applied in all future sessions on this project. ## Instructions 1. Detect when the user gives an instruction to remember, such as: - "remember this", "save this", "always do X", "never do Y" - "from now on", "going forward", "in this project we..." - Any stated convention, preference, or rule 2. Refine the instruction into a clean, actionable learning bullet with an appropriate type prefix: - `**[convention]**` — coding style, workflow, git conventions - `**[pattern]**` — reusable code patterns - `**[anti-pattern]**` — things to avoid - `**[preference]**` — personal/team preferences - `**[context]**` — project-specific context 3. Show the refined learning to the user and ask for confirmation 4. If confirmed, run: ```bash caliber learn add "<refined learning>" ``` For personal preferences (not project-level), add `--personal`: ```bash caliber learn add --personal "<refined learning>" ``` 5. Stage the learnings file for the next commit: ```bash git add CALIBER_LEARNINGS.md ``` ## Examples User: "when developing features, push to next branch not master, remember it" -> Refine: `**[convention]
- Instructions
- Examples
- When NOT to trigger
caliber learn add "<refined learning>" caliber learn add --personal "<refined learning>" git add CALIBER_LEARNINGS.md
What does the save-learning skill do?
Saves user instructions as persistent learnings for future sessions. Use when the user says 'remember this', 'always do X', 'from now on', 'never do Y', or gives any instruction they want persisted across sessions. Proactively suggest when the user states a preference, convention, or rule they clearly want followed in the future.
How do I install it?
Run `npx skills add caliber-ai-org/ai-setup --skill save-learning --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From caliber-ai-org/ai-setup, a repository with 1,235 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.