Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .claude/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill save-learning -a codex
Project install goes to .agents/skills/; add -g for ~/.codex/skills/.
Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .agents/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill save-learning -a cursor
Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.
Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .cursor/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill save-learning -a gemini-cli
Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.
Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .gemini/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill save-learning -a github-copilot
Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.
Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .github/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill save-learning -a opencode
OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
Install the "save-learning" agent skill from https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning into .opencode/skills/save-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "save-learning", then confirm the skill loads.
OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
Skill name
save-learning
GitHub stars
1.3k
Token cost
~626 tokens
SKILL.md length
269 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
MIT
At a glance
Saves user instructions as persistent learnings for future sessions.
Works in 5 steps: Detect when the user gives an… → Refine the instruction into a clean,… → Show the refined learning to the user… → …
The user says remember this
SKILL.md covers Instructions, Examples and When NOT to trigger
Calls git
What it does
Save Learning is an agent skill from caliber-ai-org/ai-setup. 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.
Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Continuously sync your AI setups with one command. Codebase tailor suited agent skills, MCPs and config files for Claude Code, Cursor, and Codex. The licence is MIT.
When your agent uses it
The user says remember this
Gives any instruction they want persisted across sessions
States a preference
Rule they clearly want followed in the future
Example prompts
“remember this”
“always do X”
“from now on”
“/save-learning”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
1Detect when the user gives an instruction to remember, such as
2Refine the instruction into a clean, actionable learning bullet with
3Show the refined learning to the user and ask for confirmation
4If confirmed, run
5Stage the learnings file for the next commit
What it can do on your machine
Read from SKILL.md and the folder at commit f5dbc00. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
git
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Save Learning loads about 626 tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 269 words of instructions outside code blocks.
Always· name and description, kept in context so the agent knows when to use it
~86
When it runs· the whole SKILL.md, loaded when a task matches
~626
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
Download SKILL.mdSave it as .claude/skills/save-learning/SKILL.md (or your agent's skills folder).
name
save-learning
description
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.
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
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
Refine the instruction into a clean, actionable learning bullet with
an appropriate type prefix:
Show the refined learning to the user and ask for confirmation
If confirmed, run:bash
caliber learn add "<refined learning>"
For personal preferences (not project-level), add --personal:bash
caliber learn add --personal "<refined learning>"
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]** Push feature commits to the \next` branch, not `master` -> "I'll save this as a project learning: **[convention]** Push feature commits to the \next` branch, not `master`
Save for future sessions?"
-> If yes: run caliber learn add "**[convention]** Push feature commits to the next branch, not master"
-> Run git add CALIBER_LEARNINGS.md
User: "always use bun instead of npm"
-> Refine: **[preference]** Use \bun` instead of `npm` for package management`
-> Confirm and save
User: "never use any in TypeScript, use unknown instead"
-> Refine: **[convention]** Use \unknown` instead of `any` in TypeScript`
-> Confirm and save
When NOT to trigger
The user is giving a one-time instruction for the current task only
The instruction is too vague to be actionable
The user explicitly says "just for now" or "only this time"
Save Learning next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
A Chinese-language skill that embeds learning strategies like retrieval practice and self-explanation as a parallel goal inside an OpenMAIC subject lesson, without making study skills the topic.
Writes Vitest tests following project patterns: tests/ directories, vi.mock() for module mocking with vi.hoisted() for test-time factories, global LLM mock from src/test/setup.ts, environment…
Sets up Caliber for automatic AI agent context sync. An agent skill from caliber-ai-org/ai-setup.
1.3k GitHub stars~1.9k tokensUpdated 14 days ago
Auto-check passed
Questions about Save Learning
What does Save Learning do?
Saves user instructions as persistent learnings for future sessions. Save Learning is an agent skill from caliber-ai-org/ai-setup. Saves user instructions as persistent learnings for future sessions.
When should I use Save Learning?
Save Learning fits situations like: the user says remember this; gives any instruction they want persisted across sessions; states a preference; rule they clearly want followed in the future.
How do I install Save Learning in Claude Code?
Run `npx skills add caliber-ai-org/ai-setup --skill save-learning -a claude-code`. Or copy the skill folder (skills/save-learning in caliber-ai-org/ai-setup) into .claude/skills/save-learning in your project. Claude Code loads it when a task matches its description.
How do I install Save Learning in Codex?
Run `npx skills add caliber-ai-org/ai-setup --skill save-learning -a codex`. Or copy the skill folder (skills/save-learning in caliber-ai-org/ai-setup) into .agents/skills/save-learning in your project. Codex loads it when a task matches its description.
Can I use Save Learning in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add caliber-ai-org/ai-setup --skill save-learning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/save-learning, .gemini/skills/save-learning, .github/skills/save-learning and .opencode/skills/save-learning in your project.
What does Save Learning need to run?
Going by SKILL.md and its folder, Save Learning needs the command-line tools its instructions call (git).
Does Save Learning access the network?
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Save Learning safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Save Learning use?
Save Learning is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Save Learning use?
About 626 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Save Learning?
Skills that share tags, products or a category with Save Learning: Session Persist (ruvnet/ruflo, 74k stars), Learning to Learn (OpenMAIC) (THU-MAIC/OpenMAIC, 40k stars), Project Learnings Manager (garrytan/gstack, 136k stars) and Context Save (garrytan/gstack, 136k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Save Learning?
caliber-ai-org (a GitHub organization) maintains it in caliber-ai-org/ai-setup, which has 1,300 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 24, 2026.
Source: caliber-ai-org/ai-setup on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
