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continuous-learning

continuous-learning

github.com/worldflowaiAgent workflows5.7k170 installsUpdated 40w ago
Repository

About continuous-learning

A Claude Code skill that reviews each completed session for reusable patterns and saves selected findings as learned skills. Its settings control session length, extraction threshold, approval, storage location, and pattern types.

Key features

  1. 01End-of-session evaluation hook
  2. 02Reusable pattern detection
  3. 03Learned skill extraction
  4. 04Configurable approval and thresholds

Use cases

  1. 01Saving recurring solutions to errors
  2. 02Capturing debugging methods and workarounds
  3. 03Recording project-specific conventions

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/worldflowai/everything-claude-code --skill continuous-learning

After installing, type/continuous-learningin Claude Code to confirm it loaded.

Bundled filesconfig.jsonevaluate-session.sh

Details

From the project README

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:

{
  "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

PatternDescription
error_resolutionHow specific errors were resolved
user_correctionsPatterns from user corrections
workaroundsSolutions to framework/library quirks
debugging_techniquesEffective debugging approaches
project_specificProject-specific conventions

Hook Setup

Add to your ~/.claude/settings.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 - Section on continuous learning
  • /learn command - Manual pattern extraction mid-session

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