# Continuous Learning

Automatically extract reusable patterns from Claude Code sessions and save them as...

- Repository: https://github.com/WorldFlowAI/everything-claude-code (5734 stars)
- Category: AI and agents
- License: see repository
- Last updated: 2026-01-23
- Runs scripts: yes, review before use

## Install

Claude Code: `npx skills add WorldFlowAI/everything-claude-code --skill continuous-learning -g -a claude-code -y`
Codex: `npx skills add WorldFlowAI/everything-claude-code --skill continuous-learning -g -a codex -y`
Cursor: `npx skills add WorldFlowAI/everything-claude-code --skill continuous-learning -g -a cursor -y`
Gemini CLI: `npx skills add WorldFlowAI/everything-claude-code --skill continuous-learning -g -a gemini-cli -y`
Claude Code plugin marketplace: `/plugin marketplace add WorldFlowAI/everything-claude-code`

## Description

Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# Continuous Learning Skill

Automatically evaluates Claude Code sessions on end to extract reusable patterns that can be saved as learned skills.

## How It Works

This skill runs as a **Stop hook** at the end of each session:

1. **Session Evaluation**: Checks if session has enough messages (default: 10+)
2. **Pattern Detection**: Identifies extractable patterns from the session
3. **Skill Extraction**: Saves useful patterns to `~/.claude/skills/learned/`

## Configuration

Edit `config.json` to customize:

```json
{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "learned_skills_path": "~/.claude/skills/learned/",
  "patterns_to_detect": [
    "error_resolution",
    "user_corrections",
    "workarounds",
    "debugging_techniques",
    "project_specific"
  ],
  "ignore_patterns": [
    "simple_typos",
    "one_time_fixes",
    "external_api_issues"
  ]
}
```

## Pattern Types

| Pattern | Description |
|---------|-------------|
| `error_resolution` | How specific errors were resolved |
| `user_corrections` | Patterns from user corrections |
| `workarounds` | Solutions to framework/library quirks |
| `debugging_techniques` | Effective debugging approaches |
| `project_specific` | Project-specific conventions |

## Hook Setup

Add to your `~/.claude/settings.json`:

```json
{
  "hooks": {
    "Stop": [{
      "matcher": "*",
      "hooks": [{
        "type": "command",
        "command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
      }]
    }]
  }
}
```

## Why Stop Hook?

- **Lightweight**: Runs once at session end
- **Non-blocking**: Doesn't add latency to every message
- **Complete context**: Has access to full session transcript

## Related

- [The Longform Guide](https://x.com/affaanmustafa/status/2014040193557471352) - Section on continuous learning
- `/learn` command - Manual pattern extraction mid-session