deepbase

name	deepbase
description	Instructions for working with DeepBase, a multi-driver persistence library for Node.js. Use when the user needs to store or retrieve data, add persistence to a project, set up a key-value store, work with SQLite/MongoDB/Redis/JSON storage, migrate data between backends, handle multi-driver failover, or says things like "save data", "persist data", "I need a database", "store user data", "set up storage", or "integrate DeepBase". Do NOT use for full ORM/relational query needs or raw SQL work.
metadata	{"tags":["nodejs","persistence","database","multi-driver","mongodb","redis","sqlite","json"]}

DeepBase

Overview

DeepBase is a multi-driver persistence system for Node.js that provides a unified API across storage backends (JSON, SQLite, MongoDB, Redis, IndexedDB). It allows switching or combining backends without changing application code.

Use this skill when:

• Adding or integrating persistence into a Node.js project
• Setting up multi-backend storage with automatic failover
• Migrating data between storage drivers
• Working with nested object paths for data access
• Integrating any DeepBase driver package (deepbase, deepbase-sqlite, deepbase-mongodb, etc.)

Do NOT use this skill when:

• The project needs a full ORM or relational query builder (use Prisma, Drizzle, etc.)
• The project requires SQL queries, joins, or complex aggregations
• The task is about browser-only storage without DeepBase (use raw IndexedDB/localStorage)

Quick Start

Step 1: Install

# Core package (includes JSON driver by default)
npm install deepbase

# Optional drivers — install only what you need
npm install deepbase-sqlite       # SQLite (better-sqlite3)
npm install deepbase-mongodb      # MongoDB
npm install deepbase-redis        # Redis (vanilla)
npm install deepbase-redis-json   # Redis Stack (RedisJSON)
npm install deepbase-indexeddb    # Browser IndexedDB

Check package.json first — avoid reinstalling if deepbase is already listed.

Step 2: Create and use a store

import DeepBase from 'deepbase';

const db = new DeepBase({ path: './data', name: 'app' });
// No need to call connect() — lazy connect handles it automatically

await db.set('config', 'theme', 'dark');
const theme = await db.get('config', 'theme'); // 'dark'

await db.disconnect(); // Always disconnect on shutdown

Step 3: Go multi-driver (when resilience is needed)

import DeepBase from 'deepbase';
import { JsonDriver } from 'deepbase-json';
import { MongoDriver } from 'deepbase-mongodb';

const db = new DeepBase([
  new MongoDriver({ url: process.env.MONGO_URL, database: 'myapp', collection: 'data' }),
  new JsonDriver({ path: './backup', name: 'fallback' })
], {
  writeAll: true,            // Write to all drivers (default: true)
  readFirst: true,           // Read from first available (default: true)
  failOnPrimaryError: false  // Continue if primary fails
});

Imports

// ES Modules (recommended)
import DeepBase from 'deepbase';
import { DeepBase, DeepBaseDriver } from 'deepbase';

// CommonJS
const { DeepBase } = require('deepbase');

// Individual drivers
import { JsonDriver } from 'deepbase-json';
import { MongoDriver } from 'deepbase-mongodb';
import { SqliteDriver } from 'deepbase-sqlite'; // pragma: 'none'|'safe'|'balanced'(default)|'fast'
import { RedisDriver } from 'deepbase-redis';
import { RedisDriver as RedisJsonDriver } from 'deepbase-redis-json';
import { IndexedDBDriver } from 'deepbase-indexeddb';

API Reference

All methods are async. Path arguments are variadic strings representing nested keys.

Data operations

Method	Signature	Description
get	get(...path)	Get value at path. Returns null if not found.
set	set(...path, value)	Set value at path. Last argument is the value.
del	del(...path)	Delete value at path.
inc	inc(...path, amount)	Increment numeric value.
dec	dec(...path, amount)	Decrement numeric value.
add	add(...path, value)	Add item with auto-generated ID. Returns full path array.
upd	upd(...path, fn)	Atomic update — passes current value to fn, stores the return value.

Query operations

Method	Signature	Description
keys	keys(...path)	Get keys at path (array of strings).
values	values(...path)	Get values at path.
entries	entries(...path)	Get [key, value] pairs at path.
pop	pop(...path)	Remove and return the last item.
shift	shift(...path)	Remove and return the first item.

Connection

Method	Description
connect()	Connect all drivers. Returns { connected, total }.
disconnect()	Disconnect all drivers.

Driver access

Method	Description
getDriver(index)	Get driver instance by index (default: 0).
getDrivers()	Get array of all driver instances.

Migration

// Migrate data from driver 0 to driver 1
await db.migrate(0, 1, {
  clear: true,       // Clear target first (default: true)
  batchSize: 100,    // Progress callback interval
  onProgress: ({ migrated, errors, current }) => console.log(`${migrated} items`)
});

// Sync primary (index 0) to all other drivers
await db.syncAll({ clear: true });

Constructor Options

new DeepBase(drivers, {
  writeAll: true,              // Write to all drivers
  readFirst: true,             // Read from first available driver in order
  failOnPrimaryError: true,    // Throw if primary driver (index 0) fails
  lazyConnect: true,           // Auto-connect on first operation
  timeout: 0,                  // Global timeout in ms (0 = disabled)
  readTimeout: 0,              // Override for read operations
  writeTimeout: 0,             // Override for write operations
  connectTimeout: 0            // Override for connect
});

Driver Configuration

Driver	Key Options
JsonDriver	path (directory), name (filename), stringify / parse (custom serialization)
SqliteDriver	path (directory), name (database filename), pragma ('none' | 'safe' | 'balanced' | 'fast', default 'balanced')
MongoDriver	url, database, collection
RedisDriver	url, prefix
RedisJsonDriver	url, prefix (requires Redis Stack with RedisJSON module)
IndexedDBDriver	name, version

Rules for Agents

Follow these rules when generating DeepBase code:

1. Check before installing. Verify package.json for existing deepbase dependency before running npm install.
2. Use the official API. Never manipulate driver internals or the underlying JSON/SQLite/Mongo storage directly. Always go through db.get(), db.set(), etc.
3. Prefer lazy connect. Do not call db.connect() explicitly unless you need the { connected, total } result. Lazy connect handles it automatically.
4. Always disconnect() on shutdown. Especially important for MongoDB and Redis drivers to release connections.
5. Use add() for auto-IDs. Do not manually generate IDs with nanoid/uuid — add() returns the full path array including the generated ID.
6. Spread the path from add(). The return value is an array: use await db.get(...userPath) to retrieve the added item.
7. Use upd() for atomic changes. When modifying existing values based on their current state, use upd() instead of get() + set() to avoid race conditions.
8. Set failOnPrimaryError: false for resilient setups. When using multi-driver for fault tolerance, disable this so operations continue via fallback drivers.
9. Use environment variables for connection strings. Never hardcode MongoDB URLs or Redis URLs in source code.
10. Prefer deepbase-redis-json over deepbase-redis when working with Redis Stack, as it supports native JSON operations.

Examples

Example 1: Adding a simple persistent store to a new project User says: "I need to persist user settings in my Node.js app." Actions: Install deepbase, create a DeepBase instance with JsonDriver, use set/get for nested keys. Result: A ./data/settings.json file managed transparently via the DeepBase API.

Example 2: Multi-driver setup with MongoDB primary and JSON fallback User says: "I want MongoDB as my main database but with a local JSON backup in case it goes down." Actions: Create DeepBase with [MongoDriver, JsonDriver], set writeAll: true and failOnPrimaryError: false. Use process.env.MONGO_URL. Result: All writes go to both drivers; reads use MongoDB first and fall back to JSON silently.

Example 3: Migrating data from JSON to SQLite User says: "I want to move my existing JSON data into SQLite." Actions: Create DeepBase with both drivers loaded, call db.migrate(0, 1, { clear: true }). Result: All data is transferred from the JSON file to the SQLite database.

Example 4: Auto-ID collection User says: "I want to store multiple users with unique IDs automatically." Actions: Use db.add('users', { name, email }), capture the returned path array, use db.get(...path) to retrieve. Result: Each user gets a nanoid-based key under users.

Common Tasks

Store and retrieve nested data

await db.set('users', 'alice', { name: 'Alice', age: 30 });
await db.set('users', 'alice', 'email', '[e-mail]');
const user = await db.get('users', 'alice');
// { name: 'Alice', age: 30, email: '[e-mail]' }

Add items with auto-generated IDs

const userPath = await db.add('users', { name: 'Bob', email: '[e-mail]' });
// userPath = ['users', 'aB3xK9mL2n']
const user = await db.get(...userPath);

Increment/decrement counters

await db.set('stats', 'views', 0);
await db.inc('stats', 'views');      // 1
await db.inc('stats', 'views', 10);  // 11
await db.dec('stats', 'views', 5);   // 6

Atomic update

await db.upd('user', 'name', name => name.toUpperCase());

Iterate over collections

const userKeys = await db.keys('users');
const userList = await db.values('users');
const userEntries = await db.entries('users'); // [[id, data], ...]

Pop/shift from collections

const last = await db.pop('queue');    // Remove and return last item
const first = await db.shift('queue'); // Remove and return first item

Custom JSON serialization (circular references)

import { JsonDriver } from 'deepbase-json';
import { stringify, parse } from 'flatted';

const db = new DeepBase(new JsonDriver({
  path: './data',
  name: 'circular',
  stringify,
  parse
}));

Three-tier architecture

const db = new DeepBase([
  new MongoDriver({ url: process.env.MONGO_URL, database: 'app' }),
  new JsonDriver({ path: './backup' }),
  new RedisDriver({ url: process.env.REDIS_URL })
], { writeAll: true, failOnPrimaryError: false });

Extend with a custom driver

import { DeepBaseDriver } from 'deepbase';

class MyDriver extends DeepBaseDriver {
  async connect() { /* ... */ this._connected = true; }
  async disconnect() { /* ... */ }
  async get(...args) { /* ... */ }
  async set(...args) { /* ... */ }
  async del(...args) { /* ... */ }
  async inc(...args) { /* ... */ }
  async dec(...args) { /* ... */ }
  async add(...args) { /* ... */ }
  async upd(...args) { /* ... */ }
}

All methods listed in DeepBaseDriver must be implemented. keys(), values(), entries() have default implementations that call get().

Troubleshooting

• All drivers must extend DeepBaseDriver — Ensure all drivers in the array are proper driver instances, not plain objects.
• Operation timed out — Increase timeout, readTimeout, or writeTimeout in the constructor options.
• MongoDB/Redis connection fails silently — Set failOnPrimaryError: true (default) to surface connection errors, or check connect() return value for { connected, total }.
• Data not synced across drivers — Ensure writeAll: true (default). For existing data, use db.migrate() or db.syncAll().
• Stale reads after failover — The fallback driver may have older data. Use db.syncAll() after the primary recovers.

SqliteDriver Pragma Modes

SqliteDriver accepts a pragma option that controls performance vs. durability:

Mode	When to use
none	Opening a database created by an older version of the driver (no WAL, no WITHOUT ROWID)
safe	Apps where data integrity matters more than speed (WAL + synchronous=FULL)
balanced (default)	Recommended for most apps — fast writes with WAL + synchronous=NORMAL
fast	Maximum throughput — risk of data loss on OS crash (synchronous=OFF)

// Default (balanced) — just omit pragma
new SqliteDriver({ path: './data', name: 'app' })

// Explicit mode
new SqliteDriver({ path: './data', name: 'app', pragma: 'fast' })

Benchmark gains of balanced vs none: +1772% write, +2187% batch write, 29% smaller disk (compacted). All modes pass the full test suite.

References

• Repository: https://github.com/clasen/DeepBase
• npm: https://www.npmjs.com/package/deepbase
• Examples: examples/ directory in the repository (01 through 12)
• Monorepo packages: packages/core, packages/driver-json, packages/driver-sqlite, packages/driver-mongodb, packages/driver-redis, packages/driver-redis-json, packages/driver-indexeddb