The database for vibecoders

Zero setup. Zero infrastructure. Just build.

strata in your browser

Pick a data model above, or type a command. It runs here, on the real engine, in this tab.

BRANCHES

Branching

Branch the whole database.

Compare the branch, preview the merge, and promote only what should land.

Branch

strata - session

strata:default › branch fork default risky

"name": "risky"

riskyjson · portfolio

{

"strategy": "balanced","aggressive",

"stocks": 60,80,

"bonds": 30,15,

"cash": 10,5,

"rebalance": "quarterly",

"currency": "USD"

}

defaultjson · portfoliomerged

{

"strategy": "balanced","aggressive",

"stocks": 60,80,

"bonds": 30,15,

"cash": 10,5,

"rebalance": "quarterly",

"currency": "USD"

}

branch review4 changes · clean

- "strategy": "balanced",

+ "strategy": "aggressive",

- "stocks": 60,

+ "stocks": 80,

- "bonds": 30,

+ "bonds": 15,

- "cash": 10,

+ "cash": 5,

"rebalance": "quarterly",

"currency": "USD",

preview: 0 conflicts · ready to merge

Branching

Branch the whole database.

Compare the branch, preview the merge, and promote only what should land.

Branch

Create a branch in an instant, without copying the database.

strata - session

strata:default › branch fork default risky

"name": "risky"

defaultjson · portfolio

{

"strategy": "balanced",

"stocks": 60,

"bonds": 30,

"cash": 10,

"rebalance": "quarterly",

"currency": "USD"

}

riskyjson · portfolio

{

"strategy": "balanced","aggressive",

"stocks": 60,80,

"bonds": 30,15,

"cash": 10,5,

"rebalance": "quarterly",

"currency": "USD"

}

Change

Run risky work there: agent writes, migrations, experiments.

strata - session

strata:default › branch fork default risky

"name": "risky"

strata:risky › json set portfolio $.strategy "aggressive"

strata:risky › json set portfolio $.stocks 80

strata:risky › json set portfolio $.bonds 15

strata:risky › json set portfolio $.cash 5

defaultjson · portfolio

{

"strategy": "balanced",

"stocks": 60,

"bonds": 30,

"cash": 10,

"rebalance": "quarterly",

"currency": "USD"

}

riskyjson · portfolio

{

"strategy": "balanced","aggressive",

"stocks": 60,80,

"bonds": 30,15,

"cash": 10,5,

"rebalance": "quarterly",

"currency": "USD"

}

Review

Diff the branch and preview the merge before default changes.

strata - session

strata:default › branch fork default risky

"name": "risky"

strata:risky › json set portfolio $.strategy "aggressive"

strata:risky › json set portfolio $.stocks 80

strata:risky › json set portfolio $.bonds 15

strata:risky › json set portfolio $.cash 5

strata:default › branch diff default risky

"capability": "json"

strata:default › branch preview risky default

"conflicts": []

branch review4 changes · clean

- "strategy": "balanced",

+ "strategy": "aggressive",

- "stocks": 60,

+ "stocks": 80,

- "bonds": 30,

+ "bonds": 15,

- "cash": 10,

+ "cash": 5,

"rebalance": "quarterly",

"currency": "USD",

preview: 0 conflicts · ready to merge

Promote

Merge the result when it is right. Discard it when it is not.

strata - session

strata:default › branch fork default risky

"name": "risky"

strata:risky › json set portfolio $.strategy "aggressive"

strata:risky › json set portfolio $.stocks 80

strata:risky › json set portfolio $.bonds 15

strata:risky › json set portfolio $.cash 5

strata:default › branch diff default risky

"capability": "json"

strata:default › branch preview risky default

"conflicts": []

strata:default › branch merge risky default

"target": "default"

defaultjson · portfoliomerged

{

"strategy": "balanced","aggressive",

"stocks": 60,80,

"bonds": 30,15,

"cash": 10,5,

"rebalance": "quarterly",

"currency": "USD"

}

PRIMITIVES

Primitives

Store every kind of app data in one embedded database.

Use keys for settings, JSON for records, events for logs, vectors for embeddings, and graphs for relationships. They live together in the same local file, so your app does not need a separate store for each shape.

StrataDB for VS CodeStrata: open data view in portfolio.strataclick aroundready

Explorer

portfolio.strata

portfolio.strataKey–Value

filter keys…

portfolio.value

portfolio.currency

portfolio.strategy

portfolio.risk

portfolio.valuev3int

111080

History

v3111,0802026-06-11 16:55

v291,7502026-06-10 09:31

v198,4002026-06-09 14:02

Strata extension activelocal engineportfolio.stratakv · local file

01 / 05 · kv - versioned key-value. history included

Read the kv guide →

TIME TRAVEL

Time travel

Read any past version of your data.

Every write records a version. Use --as-of to see what the database returned before a later change, without restoring a backup or copying data aside.

version historystrata · --as-of

strata › kv get portfolio.value --as-of 3

$111,080v3▲ $19,330written 2026-06-11 16:55:03

drag the playhead - every read accepts --as-of3 versions · 0 overwrites

NATIVE INFERENCE

Inference

AI is built-in

Run model work where the data already lives. Strata can read records, create embeddings, rank context, and generate an answer without moving the app into a separate AI service.

embedrankgenerate

native inferenceembed · rank · generatestrata · main

records

Stored context

KVJSONEventVector

records stay local

native

Inference layer

generate answer

answer

Grounded result

The portfolio value moved from 98400 to 111080 after the merge changed allocation to 80/15/5.

from ranked context

STRATA HUB

Strata Hub

Clone the dataset your experiment needs.

Hub lists cloneable Strata databases for RAG, agents, benchmarks, events, and reference data. Clone one, open it locally, and keep using the same Strata commands.

Browse Strata Hub

stratahub/catalog

clone-ready

searchretrieval experiment

ragagentsbenchmarkseventsreference

movielens-100k

recommendation

ratings · metadata · vectors

agent-memory-with-experiments

agent memory

episodes · events · branches

stackoverflow

Q&A retrieval

posts · tags · users

github-events

event stream

issues · PRs · rollups

selected dataset

movielens-100k

resolved · verified · local file ready

schemaexamplesbrancheshistory

INSTALL

Start in thirty seconds.

Install an SDK, set up the CLI, open Strata in VS Code, or hand the setup to an agent. However you start, the database runs locally.

sdk packages

PyPI

stratadb

pip install stratadb

from stratadb import Strata

npm

@stratadb/core

npm install @stratadb/core

import { Strata } from "@stratadb/core";

1# Step 1 - install (run in your terminal, not in Python):
2#   pip install stratadb
3 
4# Step 2 - save as quickstart.py and run: python quickstart.py
5from stratadb import Strata
6 
7db = Strata.open("./quickstart.strata")  # one file, no server
8 
9db.kv.put("portfolio.value", 98400)
10db.kv.put("portfolio.value", 111080)  # every write keeps its past
11 
12print(db.kv.get("portfolio.value"))      # 111080
13print(db.kv.history("portfolio.value"))  # v2: 111080 · v1: 98400