2026-02-19 17:04:05 -08:00
---
title: Storage Adapters
slug: guides/storage-adapters
public: true
category: guides
template: guide
order: 2
2026-06-11 08:37:26 -07:00
description: "Two adapters cover every deployment: in-memory for tests + ephemeral workloads, filesystem for everything that needs to persist. Both share one on-disk contract, including generational history and snapshots. Cloud backup is operator tooling, not a built-in adapter."
2026-02-19 17:04:05 -08:00
next:
- guides/plugins
2026-06-11 14:51:00 -07:00
- concepts/consistency-model
2026-02-19 17:04:05 -08:00
---
2026-06-09 15:05:02 -07:00
# Storage Adapters
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
Brainy 8.0 ships **two storage adapters** :
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
- **`FileSystemStorage` ** — persistent on-disk storage. The default for any
deployment that needs to survive a restart. Runs on Node.js, Bun, and Deno.
- **`MemoryStorage` ** — in-memory only. The right choice for tests, ephemeral
workloads, and short-lived demos.
2026-01-31 09:11:20 -08:00
2026-06-11 08:37:26 -07:00
Both implement the same `StorageAdapter` interface, support the full Db API
(generational history, snapshots, restore — see the
[consistency model ](../concepts/consistency-model.md )), and use the same
on-disk layout (memory's "disk" is a JS Map).
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
## Quick start
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
```ts
import { Brainy } from '@soulcraft/brainy '
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
// Filesystem (recommended for any persistent workload):
2026-01-31 09:11:20 -08:00
const brain = new Brainy({
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
storage: { type: 'filesystem', path: './brainy-data' }
2026-01-31 09:11:20 -08:00
})
2026-06-09 15:05:02 -07:00
// Memory (tests, ephemeral):
const brainMem = new Brainy({ storage: { type: 'memory' } })
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
// Auto-detect (filesystem on Node-like runtimes, memory in browsers):
const brainAuto = new Brainy({ storage: { type: 'auto' } })
```
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
## When to use which
| Use case | Adapter | Why |
|---|---|---|
2026-06-11 08:37:26 -07:00
| Production app | `filesystem` | Durable, snapshot-able, mmap-able |
2026-06-09 15:05:02 -07:00
| Tests, CI | `memory` | No disk teardown; fast |
| Short-lived data pipeline | `memory` | No persistence needed |
| In-browser demo | `memory` | Filesystem unavailable in browsers |
| Cloud deployment | `filesystem` on local disk + operator backup | See "Cloud backup" below |
## Cloud backup — operator tooling, not a built-in
Brainy 8.0 deliberately ships **no cloud storage adapters** . Cloud backup is
handled at the operator layer with standard tooling, the same pattern every
production database uses (Postgres, SQLite, Redis):
```bash
# After a brainy flush, sync the on-disk artefact to your cloud of choice.
gsutil rsync -r /var/lib/brainy gs://my-backup-bucket/brainy/
# or:
aws s3 sync /var/lib/brainy s3://my-backup-bucket/brainy/
# or:
rclone sync /var/lib/brainy remote:brainy-backups/
# or:
azcopy sync /var/lib/brainy "https://account.blob.core.windows.net/brainy?sv=..."
2026-01-31 09:11:20 -08:00
```
2026-06-09 15:05:02 -07:00
Brainy's filesystem layout is sync-friendly:
- Atomic writes (temp + rename) — readers never see torn files
- Per-shard files — `rsync` -style incremental sync works well
2026-06-11 08:37:26 -07:00
- Immutable generation records (`_generations/` ) — append-only, cache-friendly
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
For point-in-time backups, take a filesystem snapshot (ZFS, btrfs, LVM, EBS,
2026-06-11 08:37:26 -07:00
etc.) or use `brain.now().persist(path)` to write a self-contained snapshot
you can sync independently of the live brain — see
[Snapshots & Time Travel ](./snapshots-and-time-travel.md ).
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
## Why no cloud adapters in 8.0?
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
Cloud storage adapters lived in Brainy 4.x-7.x. They were dropped in 8.0
2026-06-11 08:37:26 -07:00
because:
2026-06-09 15:05:02 -07:00
2026-06-11 08:37:26 -07:00
- Zero production consumers used them at scale — every known production
deployment ran on local filesystem.
2026-06-09 15:05:02 -07:00
- Cloud-storage HNSW / DiskANN doesn't perform — vector indexes need
low-latency random reads that S3 / GCS / R2 / Azure can't provide
consistently.
- Bundling cloud SDKs into the library cost ~3000-5000 LOC + 4-7 transitive
dependencies for a feature nobody used.
- Cloud backup via operator tooling is strictly more reliable than in-app
upload (better retry semantics, better observability, better cost control).
Brainy 8.0 is smaller, faster to install, and clearer about what it does.
## Configuration
```ts
2026-06-11 08:37:26 -07:00
// BrainyConfig['storage'] — either a config object or a pre-constructed adapter:
storage?:
| {
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
// The adapter type. Optional — a top-level `path` implies 'filesystem',
// so { path: '/data' } works without it. Defaults to 'auto'
2026-06-11 08:37:26 -07:00
// (filesystem on Node-like runtimes, memory otherwise).
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
type?: 'auto' | 'memory' | 'filesystem'
2026-06-11 08:37:26 -07:00
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
// CANONICAL directory for filesystem storage. The rest of the API already
// speaks `path` (persist(path), Brainy.load(path), asOf(path),
// restore(path)). Specifying it implies type: 'filesystem'. Passed through
// to storage factories, including plugin-provided ones.
path?: string
// REMOVED in 8.0 — passing `rootDirectory` THROWS. Use `path` .
2026-06-11 08:37:26 -07:00
rootDirectory?: string
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
// REMOVED in 8.0 — a nested `options.{path,rootDirectory}` THROWS. Use `path` .
2026-06-11 08:37:26 -07:00
options?: any
}
| StorageAdapter // e.g. storage: new MemoryStorage()
2026-01-31 09:11:20 -08:00
```
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
The canonical — and only — key is the top-level ** `path` **. The pre-8.0 aliases
`rootDirectory` , `options.{path,rootDirectory}` , and
`fileSystemStorage.{path,rootDirectory}` were **removed in 8.0** : passing one now
throws with the exact rename (never a silent default that would misplace data on
upgrade). Because `path` implies filesystem, `{ path: '/data' }` is a complete
config; the `type` is optional.
2026-06-09 15:05:02 -07:00
## Direct construction
2026-01-31 09:11:20 -08:00
2026-06-09 15:05:02 -07:00
If you want to skip the factory:
```ts
import { FileSystemStorage, MemoryStorage } from '@soulcraft/brainy '
const fsStorage = new FileSystemStorage('./brainy-data')
const memStorage = new MemoryStorage()
const brain = new Brainy({ storage: fsStorage })
2026-01-31 09:11:20 -08:00
```
2026-06-09 15:05:02 -07:00
## Migration from 7.x cloud adapters
7.x consumers of `OPFSStorage` , `GcsStorage` , `R2Storage` , `S3CompatibleStorage` ,
or `AzureBlobStorage` need to migrate to `FileSystemStorage` plus operator
backup tooling. The recipe:
1. On the host running Brainy, mount a local disk (NVMe recommended). Cloud
providers all expose persistent local disks: GCP Persistent Disk, AWS EBS,
Azure Managed Disks.
feat(8.0): API simplification — remove neural()/Db.search, one storage `path` key, integration→0
8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
2026-06-20 13:31:11 -07:00
2. Set `storage: { type: 'filesystem', path: '/mnt/brainy-data' }` .
2026-06-09 15:05:02 -07:00
3. Run your existing data import once into the new local store.
4. Set up an operator backup job using `gsutil` / `aws s3` / `rclone` /
`azcopy` on a cron — hourly or whatever your RPO requires. Point it at
the brainy data dir.
2026-06-11 08:37:26 -07:00
5. For point-in-time backups, use filesystem snapshots or
`brain.now().persist(path)` .
2026-06-09 15:05:02 -07:00
Same data, same APIs, no library-side cloud code.