Add new skills for backend patterns, coding standards, continuous learning, and NestJS best practices
- Introduced backend patterns skill with guidelines on API design, database optimization, and server-side best practices. - Added coding standards skill outlining universal coding principles for TypeScript, NestJS, and Node.js development. - Implemented continuous learning skill to automatically extract reusable patterns from Cursor sessions. - Created NestJS best practices skill detailing architecture patterns, dependency injection, error handling, and security measures. - Included various rules and templates for NestJS best practices to ensure production-ready applications.
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---
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name: continuous-learning
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description: Automatically extract reusable patterns from Cursor sessions and save them as learned skills for future use.
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---
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# Continuous Learning Skill
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Automatically evaluates Cursor sessions on end to extract reusable patterns that can be saved as learned skills.
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## How It Works
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This skill runs as a **sessionEnd hook** at the end of each session:
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1. **Session Evaluation**: Checks if session has enough messages (default: 10+)
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2. **Pattern Detection**: Identifies extractable patterns from the session
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3. **Skill Extraction**: Saves useful patterns to `.agents/skills/learned/`
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## Configuration
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Edit `config.json` to customize:
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```json
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{
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"min_session_length": 10,
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"extraction_threshold": "medium",
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"auto_approve": false,
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"learned_skills_path": ".agents/skills/learned/",
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"patterns_to_detect": [
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"error_resolution",
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"user_corrections",
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"workarounds",
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"debugging_techniques",
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"project_specific"
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],
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"ignore_patterns": [
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"simple_typos",
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"one_time_fixes",
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"external_api_issues"
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]
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}
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```
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## Pattern Types
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| Pattern | Description |
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|---------|-------------|
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| `error_resolution` | How specific errors were resolved |
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| `user_corrections` | Patterns from user corrections |
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| `workarounds` | Solutions to framework/library quirks |
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| `debugging_techniques` | Effective debugging approaches |
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| `project_specific` | Project-specific conventions |
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## Hook Setup
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Already wired in `.cursor/hooks.json` as a `sessionEnd` command:
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```json
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{
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"version": 1,
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"hooks": {
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"sessionEnd": [
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{
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"command": "node .cursor/scripts/hooks/evaluate-session.js"
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}
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]
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}
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}
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```
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## Why Stop Hook?
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- **Lightweight**: Runs once at session end
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- **Non-blocking**: Doesn't add latency to every message
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- **Complete context**: Has access to full session transcript
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## Related
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- [The Longform Guide](https://x.com/affaanmustafa/status/2014040193557471352) - Section on continuous learning
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- `/learn` command - Manual pattern extraction mid-session
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{
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"min_session_length": 10,
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"extraction_threshold": "medium",
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"auto_approve": false,
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"learned_skills_path": ".agents/skills/learned/",
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"patterns_to_detect": [
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"error_resolution",
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"user_corrections",
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"workarounds",
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"debugging_techniques",
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"project_specific"
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],
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"ignore_patterns": [
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"simple_typos",
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"one_time_fixes",
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"external_api_issues"
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]
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}
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+53
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#!/bin/bash
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# Continuous Learning - Session Evaluator
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# Runs on sessionEnd to extract reusable patterns from Cursor sessions
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#
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# Configured in .cursor/hooks.json:
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# sessionEnd -> node .cursor/scripts/hooks/evaluate-session.js
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# This shell version is a fallback.
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#
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# Extracted skills saved to: .agents/skills/learned/
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set -e
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SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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ROOT="$(git rev-parse --show-toplevel 2>/dev/null || pwd)"
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CONFIG_FILE="$SCRIPT_DIR/config.json"
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LEARNED_SKILLS_PATH="${ROOT}/.agents/skills/learned"
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MIN_SESSION_LENGTH=10
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# Load config if exists
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if [ -f "$CONFIG_FILE" ]; then
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MIN_SESSION_LENGTH=$(jq -r '.min_session_length // 10' "$CONFIG_FILE")
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configured_path=$(jq -r '.learned_skills_path // empty' "$CONFIG_FILE")
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if [ -n "$configured_path" ]; then
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LEARNED_SKILLS_PATH=$(echo "$configured_path" | sed "s|~|$HOME|")
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case "$LEARNED_SKILLS_PATH" in
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/*) ;;
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*) LEARNED_SKILLS_PATH="${ROOT}/${LEARNED_SKILLS_PATH}" ;;
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esac
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fi
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fi
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# Ensure learned skills directory exists
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mkdir -p "$LEARNED_SKILLS_PATH"
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# Get transcript path from environment (set by Claude Code)
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transcript_path="${CLAUDE_TRANSCRIPT_PATH:-}"
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if [ -z "$transcript_path" ] || [ ! -f "$transcript_path" ]; then
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exit 0
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fi
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# Count messages in session
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message_count=$(grep -c '"type":"user"' "$transcript_path" 2>/dev/null || echo "0")
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# Skip short sessions
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if [ "$message_count" -lt "$MIN_SESSION_LENGTH" ]; then
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echo "[ContinuousLearning] Session too short ($message_count messages), skipping" >&2
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exit 0
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fi
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# Signal to Claude that session should be evaluated for extractable patterns
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echo "[ContinuousLearning] Session has $message_count messages - evaluate for extractable patterns" >&2
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echo "[ContinuousLearning] Save learned skills to: $LEARNED_SKILLS_PATH" >&2
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