AI prompts
base on Open source data anonymization and synthetic data platform for developers. Anonymize your production data and sync it across your environments so that developers can safely use it. <p align="center">
<!-- <img alt="neosyncbanner" src="https://assets.nucleuscloud.com/neosync/docs/neosync-header.svg" > -->
<picture>
<source
srcset="https://assets.nucleuscloud.com/neosync/docs/neosync-header.svg"
media="(prefers-color-scheme: light)"
/>
<source
srcset="https://assets.nucleuscloud.com/neosync/docs/neosync-header-dark.svg"
media="(prefers-color-scheme: dark), (prefers-color-scheme: no-preference)"
/>
<img src="https://github-readme-stats.vercel.app/api?username=anuraghazra&show_icons=true" />
</picture>
</p>
<p align="center" style="font-size: 24px;font-weight: 500;">
Open Source Data Anonymization and Synthetic Data Orchestration
<p>
<div align='center'>
| <a href="https://www.neosync.dev">Website</a>
| <a href="https://docs.neosync.dev">Docs</a>
| <a href="https://discord.com/invite/MFAMgnp4HF">Discord</a>
| <a href="https://www.neosync.dev/blog">Blog</a>
| <a href="https://docs.neosync.dev/changelog">Changelog</a>
| <a href="https://neosync.productlane.com/roadmap">Roadmap</a>
</div>
<br>
<div align="center">
<a href='https://makeapullrequest.com'>
<img alt='PRs Welcome' src='https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=shields'/>
</a>
<img src="https://img.shields.io/github/license/lightdash/lightdash" />
<!-- <a href="https://codecov.io/gh/nucleuscloud/neosync">
<img alt="CodeCov" src="https://codecov.io/gh/nucleuscloud/neosync/graph/badge.svg?token=A35QDLRU04"/>
</a> -->
<a href="https://github.com/nucleuscloud/neosync/actions/workflows/go.yml/">
<img alt="Go Tests" src="https://github.com/nucleuscloud/neosync/actions/workflows/go.yml/badge.svg"/>
</a>
<a href="https://x.com/neosynccloud">
<img alt="Follow X" src="https://img.shields.io/twitter/follow/neosynccloud?label=Follow"/>
</a>
<a href="https://artifacthub.io/packages/search?repo=neosync">
<img alt="ArtifactHub Neosync" src="https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/neosync" />
</a>
<a href="https://gurubase.io/g/neosync">
<img alt="Gurubase" src="https://img.shields.io/badge/Gurubase-Ask%20Neosync%20Guru-006BFF" />
</a>
</div>
## Introduction
[Neosync](https://www.neosync.dev) is an open-source, developer-first way to anonymize PII, generate synthetic data and sync environments for better testing, debugging and developer experience.
Companies use Neosync to:
1. **Safely test code against production data** - Anonymize sensitive production data in order to safely use it locally for a better testing and developer experience
2. **Easily reproduce production bugs locally** - Anonymize and subset production data to get a safe, representative data set that you can use to locally reproduce production bugs quickly and efficiently
3. **High quality data for lower-level environments** - Catch bugs before they hit production when you hydrate your staging and QA environments with production-like data
4. **Solve GDPR, DPDP, FERPA, HIPAA and more** - Use anonymized and synthetic data to reduce your compliance scope and easily comply with laws like HIPAA, GDPR, and DPDP
5. **Seed development databases** - Easily seed development databases with synthetic data for unit testing, demos and more
## Features
- **Generate synthetic data** based on your schema
- **Anonymize existing production-data** for a better developer experience
- **Subset your production database** for local and CI testing using any SQL query
- **Complete async pipeline** that automatically handles job retries, failures and playback using an event-sourcing model
- **Referential integrity** for your data automatically
- **Declarative, GitOps based configs** as a step in your CI pipeline to hydrate your CI DB
- **Pre-built data transformers** for all major data types
- **Custom data transformers** using javascript or LLMs
- **Pre-built integrations** with Postgres, Mysql, S3
## Getting started
Neosync is a fully dockerized setup which makes it easy to get up and running.
A [compose.yml](./compose.yml) file at the root contains production image refs that allow you to get up and running with just a few commands without having to build anything on your system.
Neosync uses the newer `docker compose` command, so be sure to have that installed on your machine.
To start Neosync, clone the repo into a local directory, be sure to have docker installed and running, and then run:
```sh
make compose/up
```
To stop, run:
```sh
make compose/down
```
Neosync will now be available on [http://localhost:3000](http://localhost:3000).
The production compose pre-seeds with connections and jobs to get you started! Simply run the generate and sync job to watch Neosync in action!
## Kubernetes, Auth Mode and more
For more in-depth details on environment variables, Kubernetes deployments, and a production-ready guide, check out the [Deploy Neosync](https://docs.neosync.dev/deploy/introduction) section of our Docs.
## Resources
Some resources to help you along the way:
- [Docs](https://docs.neosync.dev) for comprehensive documentation and guides
- [Discord](https://discord.com/invite/MFAMgnp4HF) for discussion with the community and Neosync team
- [X](https://x.com/neosynccloud) for the latest updates
## Contributing
We love contributions big and small. Here are just a few ways that you can contribute to Neosync.
- Join our [Discord](https://discord.com/invite/MFAMgnp4HF) channel and ask us any questions there
- Open a PR (see our instructions on [developing with Neosync locally](https://docs.neosync.dev/guides/neosync-local-dev))
- Submit a [feature request](https://github.com/nucleuscloud/neosync/issues/new?assignees=&labels=enhancement%2C+feature&template=feature_request.md) or [bug report](https://github.com/nucleuscloud/neosync/issues/new?assignees=&labels=bug&template=bug_report.md)
## Licensing
We strongly believe in free and open source software and make this repo is available under the [MIT expat license](./LICENSE.md).
", Assign "at most 3 tags" to the expected json: {"id":"10365","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"