learning

Original：🇺🇸 English

Translated

Self-improving agent patterns. Use when detecting corrections, proposing rules, or managing learned behaviors.

2installs

Sourceunisone/claude-learner

Added on2026-02-17

NPX Install

npx skill4agent add unisone/claude-learner learning

SKILL.md Content

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Claude Learner - Self-Improvement Skill

You have access to claude-learner, a system that turns corrections into permanent rules.

When to Use

User corrects you ("No, don't do X, do Y instead")
You make a repeated mistake
User expresses a preference
A better pattern is discovered

Available Commands

Command	What It Does
`/learner:status`	Check daemon and rules status
`/learner:rules`	List all rules
`/learner:approve <id>`	Approve a pending rule
`/learner:reject <id>`	Reject a pending rule
`/learner:start`	Start the learning daemon
`/learner:stop`	Stop the learning daemon

MCP Tools

If MCP is connected, you have these tools:

```
log_correction
```
- Log a correction event
```
propose_rule
```
- Propose a new rule
```
get_rules
```
- Get active rules
```
get_pending_rules
```
- Get rules awaiting approval
```
approve_rule
```
- Approve a rule
```
reject_rule
```
- Reject a rule
```
get_stats
```
- Get learning statistics

Best Practices

Detect corrections automatically - When user says "actually...", "no, use...", "don't do X", log it
Propose rules for patterns - If you see repeated corrections, propose a rule
Check rules periodically - Use
```
get_rules
```
to remind yourself of learned behaviors
Don't over-rule - Not every correction needs a permanent rule

Example Flow

User: "Don't use rm, use trash instead"

1. Log correction: log_correction({ 
     pattern: "using rm command",
     correction: "use trash instead of rm",
     context: "file deletion"
   })

2. If pattern repeats, propose rule: propose_rule({
     content: "Always use `trash` instead of `rm` for file deletion",
     trigger: "rm command usage"
   })

3. Rule goes to pending → user approves → permanently active