feature-flags – Other skill for AI agents

Feature Flags

Control feature releases and enable progressive rollout with feature flag systems.

Prerequisites

• Application code access
• Feature flag service or self-hosted solution
• Basic understanding of deployment patterns

Feature Flag Types

| Type | Purpose | Example |

|------|---------|---------|

| Release | Control feature visibility | New checkout flow |

| Experiment | A/B testing | Button color test |

| Ops | Runtime configuration | Rate limiting |

| Entitlement presentation | Display already-authorized features | Premium UI visibility |

| Kill Switch | Emergency disable | Third-party integration |

Feature flags do not replace server-side authorization. Never trust client evaluation or a client-supplied identity for access to protected data or paid operations. Keep server SDK keys out of browsers; minimize personal attributes sent to providers. SDK snippets are historical sketches: pin compatible package versions and verify current schemas. Custom examples omit storage/rule helpers and production error/cache handling.

LaunchDarkly

SDK Setup (Node.js)

const LaunchDarkly = require('launchdarkly-node-server-sdk');

const client = LaunchDarkly.init(process.env.LAUNCHDARKLY_SDK_KEY);

await client.waitForInitialization();

// Evaluate flag
const user = {
  key: 'user-123',
  email: '[email protected]',
  custom: {
    plan: 'premium',
    company: 'acme'
  }
};

const showNewFeature = await client.variation('new-checkout', user, false);

if (showNewFeature) {
  // New feature code
} else {
  // Existing code
}

React SDK

import { withLDProvider, useFlags, useLDClient } from 'launchdarkly-react-client-sdk';

// Provider setup
export default withLDProvider({
  clientSideID: 'your-client-side-id',
  user: {
    key: 'user-123',
    email: '[email protected]'
  }
})(App);

// Using flags in component
function FeatureComponent() {
  const { newCheckout, experimentVariant } = useFlags();
  const ldClient = useLDClient();

  // Track events
  const handleClick = () => {
    ldClient?.track('checkout-started');
  };

  if (newCheckout) {
    return <NewCheckout onClick={handleClick} />;
  }
  return <OldCheckout onClick={handleClick} />;
}

Targeting Rules

# LaunchDarkly targeting configuration
flag: new-checkout
targeting:
  # Individual users
  targets:
    - variation: true
      values: ['user-123', 'user-456']
  
  # Rules
  rules:
    # Beta users
    - variation: true
      clauses:
        - attribute: email
          op: endsWith
          values: ['@company.com']
    
    # Premium plan
    - variation: true
      clauses:
        - attribute: plan
          op: in
          values: ['premium', 'enterprise']
    
    # Percentage rollout
    - variation: true
      rollout:
        variations:
          - variation: true
            weight: 20000  # 20%
          - variation: false
            weight: 80000  # 80%
  
  # Default
  fallthrough:
    variation: false

Unleash

Local Development Server Setup

Disposable local demonstration only: replace the image tag with a reviewed digest and supply a unique local database password through ignored environment configuration. Do not expose this service publicly or reuse these settings in production.

# docker-compose.yml
version: '3.8'

services:
  unleash:
    image: unleashorg/unleash-server:<reviewed-version-or-digest>
    ports:
      - "127.0.0.1:4242:4242"
    environment:
      - DATABASE_URL=postgres://postgres:${UNLEASH_DB_PASSWORD:?set local password}@db/unleash
      - DATABASE_SSL=false
    depends_on:
      - db

  db:
    image: postgres:15
    environment:
      - POSTGRES_PASSWORD=${UNLEASH_DB_PASSWORD:?set local password}
      - POSTGRES_DB=unleash
    volumes:
      - postgres-data:/var/lib/postgresql/data

volumes:
  postgres-data:

SDK Setup (Node.js)

const { initialize } = require('unleash-client');

const unleash = initialize({
  url: 'http://localhost:4242/api',
  appName: 'my-app',
  customHeaders: {
    Authorization: 'your-api-token'
  }
});

unleash.on('ready', () => {
  // Check feature
  const isEnabled = unleash.isEnabled('new-checkout');
  
  // With context
  const context = {
    userId: 'user-123',
    properties: {
      plan: 'premium'
    }
  };
  
  const isEnabledForUser = unleash.isEnabled('new-checkout', context);
  
  // Get variant
  const variant = unleash.getVariant('experiment-flag', context);
  console.log(variant.name); // 'control' or 'treatment'
});

Activation Strategies

# Standard strategies
strategies:
  - name: default
    # On/off for everyone
    
  - name: userWithId
    parameters:
      userIds: 'user-1,user-2,user-3'
    
  - name: gradualRolloutUserId
    parameters:
      percentage: 25
      groupId: 'new-feature'
    
  - name: gradualRolloutRandom
    parameters:
      percentage: 50
    
  - name: flexibleRollout
    parameters:
      rollout: 30
      stickiness: userId
      groupId: 'checkout-exp'

Custom Implementation

Database-Backed Flags

# models.py
from django.db import models

class FeatureFlag(models.Model):
    name = models.CharField(max_length=100, unique=True)
    enabled = models.BooleanField(default=False)
    rollout_percentage = models.IntegerField(default=0)
    allowed_users = models.JSONField(default=list)
    rules = models.JSONField(default=dict)
    created_at = models.DateTimeField(auto_now_add=True)
    updated_at = models.DateTimeField(auto_now=True)

# service.py
import hashlib

class FeatureFlagService:
    def __init__(self):
        self._cache = {}
    
    def is_enabled(self, flag_name, user_id=None, context=None):
        flag = self._get_flag(flag_name)
        
        if not flag or not flag.enabled:
            return False
        
        # Check user allowlist
        if user_id and user_id in flag.allowed_users:
            return True
        
        # Check rules
        if context and self._evaluate_rules(flag.rules, context):
            return True
        
        # Check percentage rollout
        if flag.rollout_percentage > 0 and user_id:
            return self._is_in_rollout(flag_name, user_id, flag.rollout_percentage)
        
        return flag.rollout_percentage == 100
    
    def _is_in_rollout(self, flag_name, user_id, percentage):
        hash_input = f"{flag_name}:{user_id}"
        hash_value = int(hashlib.md5(hash_input.encode()).hexdigest(), 16)
        return (hash_value % 100) < percentage
    
    def _evaluate_rules(self, rules, context):
        for rule in rules.get('rules', []):
            if self._evaluate_rule(rule, context):
                return True
        return False

Redis-Backed Flags

import redis
import json

class RedisFeatureFlags:
    def __init__(self, redis_url):
        self.redis = redis.from_url(redis_url)
        self.prefix = 'feature_flag:'
    
    def set_flag(self, name, config):
        key = f"{self.prefix}{name}"
        self.redis.set(key, json.dumps(config))
    
    def is_enabled(self, name, user_id=None):
        key = f"{self.prefix}{name}"
        data = self.redis.get(key)
        
        if not data:
            return False
        
        config = json.loads(data)
        
        if not config.get('enabled', False):
            return False
        
        # User allowlist
        if user_id in config.get('users', []):
            return True
        
        # Percentage rollout
        percentage = config.get('percentage', 0)
        if percentage == 100:
            return True
        
        if percentage > 0 and user_id:
            return self._hash_user(name, user_id) < percentage
        
        return False
    
    def _hash_user(self, flag, user_id):
        import hashlib
        hash_input = f"{flag}:{user_id}"
        return int(hashlib.sha256(hash_input.encode()).hexdigest(), 16) % 100

Testing with Feature Flags

Unit Testing

// Jest mocking
jest.mock('launchdarkly-node-server-sdk', () => ({
  init: jest.fn(() => ({
    waitForInitialization: jest.fn().mockResolvedValue(undefined),
    variation: jest.fn()
  }))
}));

describe('Checkout', () => {
  it('shows new checkout when flag enabled', async () => {
    const ldClient = require('launchdarkly-node-server-sdk').init();
    ldClient.variation.mockResolvedValue(true);
    
    const result = await renderCheckout(user);
    expect(result).toContain('NewCheckout');
  });
  
  it('shows old checkout when flag disabled', async () => {
    const ldClient = require('launchdarkly-node-server-sdk').init();
    ldClient.variation.mockResolvedValue(false);
    
    const result = await renderCheckout(user);
    expect(result).toContain('OldCheckout');
  });
});

Integration Testing

# pytest sketch: client must be supplied and the application must be wired
# to use this feature_flags test double; defining it alone do

… (full content is in the download package)