Question: How to: Search Engines

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

A [search engine](https://en.wikipedia.org/wiki/Search_engine_(computing)) is an [information retrieval system](https://en.wikipedia.org/wiki/Information_retrieval) designed to help find information stored on a computer system. This includes [Web search engines](https://en.wikipedia.org/wiki/Web_search_engine).

- [Aleph](https://aleph.occrp.org/) - Tool for indexing large amounts of both documents (PDF, Word, HTML) and structured (CSV, XLS, SQL) data for easy browsing and search. It is built with investigative reporting as a primary use case. ([Demo](https://aleph.occrp.org/), [Source Code](https://github.com/alephdata/aleph)) `MIT` `Docker/K8S`
- [Apache Solr](https://lucene.apache.org/solr/) - Enterprise search platform featuring full-text search, hit highlighting, faceted search, real-time indexing, dynamic clustering, and rich document (e.g., Word, PDF) handling. ([Source Code](https://github.com/apache/solr)) `Apache-2.0` `Java/Docker/K8S`
- [Fess](https://fess.codelibs.org/) - Powerful and easily deployable Enterprise Search Server. ([Demo](https://search.n2sm.co.jp/), [Source Code](https://github.com/codelibs/fess)) `Apache-2.0` `Java/Docker`
- [Jina](https://github.com/jina-ai/serve) - Cloud-native neural search framework for any kind of data. `Apache-2.0` `Python/Docker`
- [Manticore Search](https://github.com/manticoresoftware/manticoresearch/) - Full-text search and data analytics, with fast response time for small, medium and big data (alternative to Elasticsearch). `GPL-3.0` `Docker/deb/C++/K8S`
- [MeiliSearch](https://www.meilisearch.com) - Ultra relevant, instant and typo-tolerant full-text search API. ([Source Code](https://github.com/meilisearch/MeiliSearch)) `MIT` `Rust/Docker/deb`
- [OpenSearch](https://opensearch.org) - Distributed and RESTful search engine. ([Source Code](https://github.com/opensearch-project/OpenSearch)) `Apache-2.0` `Java/Docker/K8S/deb`
- [SearXNG](https://docs.searxng.org/) `⚠` - Internet metasearch engine which aggregates results from various search services and databases (Fork of Searx). ([Source Code](https://github.com/searxng/searxng/)) `AGPL-3.0` `Python/Docker`
- [sist2](https://github.com/sist2app/sist2) - Lightning-fast file system indexer and search tool. `GPL-3.0` `C/Docker`
- [Sosse](https://sosse.readthedocs.io/en/stable/) - Selenium based search engine and crawler with offline archiving. ([Source Code](https://gitlab.com/biolds1/sosse)) `AGPL-3.0` `Python/Docker`
- [Typesense](https://typesense.org) - Blazing fast, typo-tolerant open source search engine optimized for developer happiness and ease of use. ([Source Code](https://github.com/typesense/typesense)) `GPL-3.0` `C++/Docker/K8S/deb`
- [Websurfx](https://github.com/neon-mmd/websurfx) `⚠` - Aggregate results from other search engines (metasearch engine) without ads while keeping privacy and security in mind. It is extremely fast and provides a high level of customization (alternative to SearX). `AGPL-3.0` `Rust/Docker`
- [Whoogle](https://github.com/benbusby/whoogle-search) `⚠` - A self-hosted, ad-free, privacy-respecting metasearch engine. `MIT` `Python`
- [Yacy](https://yacy.net/en/index.html) - Peer based, decentralized search engine server. ([Source Code](https://github.com/yacy/yacy_search_server)) `GPL-2.0` `Java/Docker/K8S`
- [ZincSearch](https://zincsearch.com) - Search engine that requires minimal resources (alternative to Elasticsearch). ([Demo](https://github.com/zinclabs/zinc#playground-server), [Source Code](https://github.com/zincsearch/zincsearch)) `Apache-2.0` `Go/Docker/K8S`


Question: How to: Self-hosting Solutions

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

Software for easy installation, management and configuration of self-hosted services and applications.

- [Ansible-NAS](https://github.com/DaveStephens/ansible-nas) - Build a full-featured home server with this playbook and an Ubuntu box. `MIT` `Ansible/Docker`
- [CasaOS](https://casaos.zimaspace.com/) - Simple, easy-to-use, elegant Home Cloud system. ([Source Code](https://github.com/IceWhaleTech/CasaOS)) `Apache-2.0` `Go/Docker`
- [DietPi](https://dietpi.com/) - Minimal Debian OS optimized for single-board computers, which allows you to easily install and manage several services for selfhosting at home. ([Source Code](https://github.com/MichaIng/DietPi)) `GPL-2.0` `Shell`
- [DockSTARTer](https://dockstarter.com/) - DockSTARTer helps you get started with home server apps running in Docker. ([Source Code](https://github.com/GhostWriters/DockSTARTer)) `MIT` `Shell`
- [Dropserver](https://dropserver.org) - An application platform for your personal web services. ([Source Code](https://github.com/teleclimber/Dropserver/)) `Apache-2.0` `Go/Deno`
- [FreedomBox](https://freedombox.org/) - Community project to develop, design and promote personal servers running free software for private, personal, communications. ([Source Code](https://salsa.debian.org/freedombox-team/freedombox)) `AGPL-3.0` `Python/deb`
- [HomelabOS](https://homelabos.com) - Offline privacy-centric data-center. Deploy over 100 services with a few commands. ([Source Code](https://gitlab.com/NickBusey/HomelabOS)) `MIT` `Docker`
- [HomeServerHQ](https://www.homeserverhq.com/) - All-in-one home server infrastructure and installer. Have a fully configured email server, VPN, and public website(s) set up in less than an hour, even behind CGNAT. ([Source Code](https://github.com/homeserverhq/hshq)) `GPL-3.0` `Shell`
- [LibreServer](https://libreserver.org/) - Home server configuration based on Debian. ([Source Code](https://github.com/bashrc2/libreserver)) `AGPL-3.0` `Shell`
- [Mistborn](https://gitlab.com/cyber5k/mistborn) - Virtual private cloud platform and WebUI that manages self hosted services. `MIT` `Shell/Docker`
- [NextCloudPi](https://github.com/nextcloud/nextcloudpi) - Nextcloud preinstalled and preconfigured, with a text and web management interface and all the tools needed to self host private data. With installation images for Raspberry Pi, Odroid, Rock64, Docker, and a curl installer for Armbian/Debian. `GPL-2.0` `Shell/PHP`
- [Nirvati](https://nirvati.org) - Easily 1-click spin up popular self-hosted apps from a convenient web interface. ([Source Code](https://gitlab.com/nirvati-ug/nirvati)) `AGPL-3.0` `Rust/K8S`
- [OpenMediaVault](https://www.openmediavault.org/) - Network attached storage (NAS) solution based on Debian Linux. It contains services like SSH, (S)FTP, SMB/CIFS, DAAP media server, RSync, BitTorrent client and many more. ([Source Code](https://github.com/openmediavault/openmediavault)) `GPL-3.0` `PHP`
- [Sandstorm](https://sandstorm.io/) - Personal server for running self-hosted apps easily and securely. ([Demo](https://demo.sandstorm.io/), [Source Code](https://github.com/sandstorm-io/sandstorm)) `Apache-2.0` `C++/Shell`
- [Self Host Blocks](https://github.com/ibizaman/selfhostblocks) `⚠` - Modular server management based on NixOS modules and focused on best practices. `AGPL-3.0` `Nix`
- [StartOS](https://start9.com) - Browser-based, graphical Operating System (OS) that makes running a personal server as easy as running a personal computer. ([Source Code](https://github.com/Start9Labs/start-os)) `MIT` `Rust`
- [Syncloud](https://syncloud.org/) - Your own online file storage, social network or email server. ([Source Code](https://github.com/syncloud/platform)) `GPL-3.0` `Go/Shell`
- [Tipi](https://runtipi.io/) - Homeserver manager. One command setup, one click installs for your favorites self-hosted apps. ([Source Code](https://github.com/runtipi/runtipi)) `GPL-3.0` `Shell`
- [UBOS](https://ubos.net/) - Linux distro that runs on indie boxes (personal servers and IoT devices). Single-command installation and management of apps - Jenkins, Mediawiki, Owncloud, WordPress, etc., and other features. `GPL-3.0` `Perl`
- [Websoft9](https://www.websoft9.com) `⚠` - GitOps-driven, multi-application hosting for cloud servers and home servers, one-click deployment of 200+ open source apps. ([Demo](https://www.websoft9.com/demo), [Source Code](https://github.com/websoft9/websoft9), [Clients](https://www.websoft9.com/apps)) `LGPL-3.0` `Shell/Python`
- [WikiSuite](https://wikisuite.org) - The most comprehensive and integrated Free / Libre / Open Source enterprise software suite. ([Source Code](https://wikisuite.org/Source-Code)) `GPL-3.0/LGPL-2.1/Apache-2.0/MPL-2.0/MPL-1.1/MIT/AGPL-3.0` `Shell/Perl/deb`
- [xsrv](https://xsrv.readthedocs.io/) - Install and manage self-hosted services/applications, on your own server(s). ([Source Code](https://github.com/nodiscc/xsrv)) `GPL-3.0` `Ansib


Question: How to: Software Development

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Software development](https://en.wikipedia.org/wiki/Software_development) is the process of conceiving, specifying, designing, programming, documenting, testing, and bug fixing involved in creating and maintaining applications, frameworks, or other software components.

**Please visit [Software Development - API Management](#software-development---api-management), [Software Development - Continuous Integration & Deployment](#software-development---continuous-integration--deployment), [Software Development - FaaS & Serverless](#software-development---faas--serverless), [Software Development - IDE & Tools](#software-development---ide--tools), [Software Development - Localization](#software-development---localization), [Software Development - Low Code](#software-development---low-code), [Software Development - Project Management](#software-development---project-management), [Software Development - Testing](#software-development---testing), [Software Development - Feature Toggle](#software-development---feature-toggle)**


Question: How to: Software Development - Continuous Integration & Deployment

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Continuous integration](https://en.wikipedia.org/wiki/Continuous_integration) and [Continuous deployment](https://en.wikipedia.org/wiki/Continuous_deployment) software and tools.

**Please visit [awesome-sysadmin/Continuous Integration & Continuous Deployment](https://github.com/awesome-foss/awesome-sysadmin#continuous-integration--continuous-deployment)**

_Related: [Automation](#automation)_


Question: How to: Software Development - FaaS & Serverless

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Serverless computing](https://en.wikipedia.org/wiki/Serverless_computing), [Function as a Service (FaaS)](https://en.wikipedia.org/wiki/Function_as_a_service) and [Platform as a Service (Paas)](https://en.wikipedia.org/wiki/Platform_as_a_service) management software.

**Please visit [awesome-sysadmin/PaaS](https://github.com/awesome-foss/awesome-sysadmin#paas)**


Question: How to: Software Development - Feature Toggle

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

A [feature toggle](https://en.wikipedia.org/wiki/Feature_toggle) in software development provides an alternative to maintaining multiple feature branches in source code.

_Related: [Software Development - IDE & Tools](#software-development---ide--tools)_

- [Featbit](https://www.featbit.co/) - Enterprise-grade feature flag platform that you can self-host. ([Source Code](https://github.com/featbit/featbit)) `MIT` `Docker/K8S`
- [Flagsmith](https://flagsmith.com) - Dashboard, API and SDKs for adding Feature Flags to your applications (alternative to LaunchDarkly). ([Source Code](https://github.com/flagsmith/flagsmith)) `BSD-3-Clause` `Docker/K8S`
- [Flipt](https://flipt.io) - Feature flag solution with support for multiple data backends (alternative to LaunchDarkly). ([Source Code](https://github.com/flipt-io/flipt)) `GPL-3.0` `Docker/K8S/Go`
- [GO Feature Flag](https://gofeatureflag.org) - Simple, complete, and lightweight feature flag solution (alternative to LaunchDarkly). ([Source Code](https://github.com/thomaspoignant/go-feature-flag)) `MIT` `Go`


Question: How to: Software Development - IDE & Tools

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

An [integrated development environment (IDE)](https://en.wikipedia.org/wiki/Integrated_development_environment) is a software application that provides comprehensive facilities to computer programmers for software development.

_Related: [Software Development - Low Code](#software-development---low-code)_

- [Atheos](https://www.atheos.io) - Web-based IDE framework with a small footprint and minimal requirements, continued from Codiad. ([Source Code](https://github.com/Atheos/Atheos)) `MIT` `PHP/Docker`
- [code-server](https://github.com/coder/code-server) - VS Code in the browser, hosted on a remote server. `MIT` `Nodejs/Docker`
- [Coder](https://coder.com/) - Remote development machines on your own infrastructure. ([Source Code](https://github.com/coder/coder)) `AGPL-3.0` `Go/Docker/K8S/deb`
- [Eclipse Che](https://www.eclipse.org/che/) - Open source workspace server and cloud IDE. ([Source Code](https://github.com/eclipse-che/che)) `EPL-1.0` `Docker/Java`
- [Judge0 CE](https://judge0.com) - API to compile and run source code. ([Source Code](https://github.com/judge0/judge0)) `GPL-3.0` `Docker`
- [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/) - Web-based environment for interactive and reproducible computing. ([Demo](https://mybinder.org/v2/gh/jupyterlab/jupyterlab-demo/try.jupyter.org?urlpath=lab), [Source Code](https://github.com/jupyterlab/jupyterlab/)) `BSD-3-Clause` `Python/Docker`
- [Langfuse](https://langfuse.com) - LLM engineering platform for model tracing, prompt management, and application evaluation. Langfuse helps teams collaboratively debug, analyze, and iterate on their LLM applications such as chatbots or AI agents. ([Demo](https://langfuse.com/docs/demo), [Source Code](https://github.com/langfuse/langfuse), [Clients](https://langfuse.com/docs/integrations/overview)) `MIT` `Docker`
- [LiveCodes](https://livecodes.io/docs/features/self-hosting) `⚠` - Feature-rich client-side code playground for React, Vue, Svelte, Solid, Typescript, Python, Go, Ruby, PHP and 90+ other languages. ([Demo](https://livecodes.io), [Source Code](https://github.com/live-codes/livecodes)) `MIT` `Nodejs`
- [Lowdefy](https://www.lowdefy.com/) - Build internal tools, BI dashboards, admin panels, CRUD apps and workflows in minutes using YAML / JSON on an self-hosted, open-source platform. Connect to your data sources, host via Serverless, Netlify or Docker. ([Source Code](https://github.com/lowdefy/lowdefy)) `Apache-2.0` `Nodejs/Docker`
- [RStudio Server](https://www.rstudio.com/products/rstudio/#Server) - Web browser based IDE for R. ([Source Code](https://github.com/rstudio/rstudio)) `AGPL-3.0` `Java/C++`


Question: How to: Software Development - Localization

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Localization](https://en.wikipedia.org/wiki/Internationalization_and_localization) is the process of adapting code and software to other languages.

- [Accent](https://www.accent.reviews/) - Developer-oriented translation tool. ([Source Code](https://github.com/mirego/accent)) `BSD-3-Clause` `Elixir/Docker`
- [Tolgee](https://tolgee.io) - Developer & translator friendly web-based localization platform enabling users to translate directly in the app they develop. ([Source Code](https://github.com/tolgee/tolgee-platform)) `Apache-2.0` `Docker/Java`
- [Traduora](https://traduora.co) - Translation management platform for teams. ([Source Code](https://github.com/ever-co/ever-traduora)) `AGPL-3.0` `Docker/K8S/Nodejs`
- [Weblate](https://weblate.org) - Web-based translation tool with tight version control integration. ([Source Code](https://github.com/WeblateOrg/weblate)) `GPL-3.0` `Python/Docker/K8S`


Question: How to: Software Development - Low Code

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

A [low-code](https://en.wikipedia.org/wiki/Low-code_development_platform) development platform (LCDP) provides a development environment used to create application software through a graphical user interface.

_Related: [Software Development - IDE & Tools](#software-development---ide--tools)_

- [Appsmith](https://www.appsmith.com/) - Build admin panels, CRUD apps and workflows. Build everything you need, 10x faster. ([Source Code](https://github.com/appsmithorg/appsmith)) `Apache-2.0` `Java/Docker/K8S`
- [Appwrite](https://appwrite.io) - End to end backend server for web, native, and mobile developers 🚀. ([Source Code](https://github.com/appwrite/appwrite)) `BSD-3-Clause` `Docker`
- [autokitteh](https://autokitteh.com/) - Durable workflow automation in just a few lines of code. ([Source Code](https://github.com/autokitteh/autokitteh)) `Apache-2.0` `Go/Docker`
- [Dashpress](https://github.com/dashpresshq/dashpress) - Generate fully functional admin apps in seconds from your database information, with a single command. `AGPL-3.0` `Nodejs/Docker`
- [Halo](https://www.halo.run) - A powerful and easy-to-use website building tool (documentation in Chinese). ([Demo](https://demo.halo.run), [Source Code](https://github.com/halo-dev/halo), [Clients](https://github.com/halo-sigs/awesome-halo)) `GPL-3.0` `Java/Docker`
- [Manifest](https://manifest.build) - Complete backend that fits into 1 YAML file. ([Demo](https://manifest.new), [Source Code](https://github.com/mnfst/manifest)) `MIT` `Nodejs`
- [PocketBase](https://pocketbase.io/) - Backend for your next SaaS and Mobile app in one file. ([Source Code](https://github.com/pocketbase/pocketbase)) `MIT` `Go/Docker`
- [Saltcorn](https://saltcorn.com/) - No-code database application builder for web and mobile applications. One platform for user interface, data backend, durable workflows, email, PDF generation, and AI applications. ([Source Code](https://github.com/saltcorn/saltcorn)) `MIT` `Docker/Nodejs`
- [SQLPage](https://sql-page.com) - SQL-only dynamic website builder. ([Source Code](https://github.com/sqlpage/SQLPage)) `MIT` `Rust/Docker`
- [ToolJet](https://tooljet.io/) - Low-code framework to build & deploy internal tools with minimal engineering effort (alternative to Retool and Mendix). ([Source Code](https://github.com/ToolJet/ToolJet)) `GPL-3.0` `Nodejs/Docker/K8S`
- [TrailBase](https://trailbase.io/) - Open, sub-millisecond, single-executable FireBase alternative with type-safe REST & realtime APIs, built-in JS/TS runtime, auth & admin UI. ([Demo](https://demo.trailbase.io), [Source Code](https://github.com/trailbaseio/trailbase)) `OSL-3.0` `Rust/Docker`


Question: How to: Software Development - Project Management

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

Tools and software for [software project management](https://en.wikipedia.org/wiki/Software_project_management).

_Related: [Ticketing](#ticketing), [Task Management & To-do Lists](#task-management--to-do-lists)_

- [Cgit](https://git.zx2c4.com/cgit/about/) - Fast lightweight web interface for git repositories. ([Source Code](https://git.zx2c4.com/cgit/tree/)) `GPL-2.0` `C`
- [Forgejo](https://forgejo.org) - A lightweight software forge focused on scaling, federation, and privacy (fork of Gitea). ([Demo](https://next.forgejo.org), [Source Code](https://codeberg.org/forgejo/forgejo/), [Clients](https://codeberg.org/forgejo-contrib/delightful-forgejo)) `MIT` `Docker/Go`
- [Fossil](https://www.fossil-scm.org/index.html/doc/trunk/www/index.wiki) - Distributed version control system featuring wiki and bug tracker. `BSD-2-Clause-FreeBSD` `C`
- [Gerrit](https://www.gerritcodereview.com/) - Code review and project management tool for Git-based projects. ([Source Code](https://github.com/GerritCodeReview/gerrit)) `Apache-2.0` `Java/Docker`
- [gitbucket](https://gitbucket.github.io/) - Git platform powered with easy installation, high extensibility & GitHub API compatibility (alternative to GitHub). ([Source Code](https://github.com/gitbucket/gitbucket)) `Apache-2.0` `Scala/Java`
- [Gitea](https://gitea.com) - Git with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CD. ([Demo](https://demo.gitea.com), [Source Code](https://github.com/go-gitea/gitea)) `MIT` `Go/Docker/K8S`
- [GitLab](https://about.gitlab.com) - Self Hosted Git repository management, code reviews, issue tracking, activity feeds and wikis. ([Demo](https://gitlab.com/), [Source Code](https://gitlab.com/gitlab-org/gitlab-foss)) `MIT` `Ruby/deb/Docker/K8S`
- [Gogs](https://gogs.io/) - Painless self-hosted Git Service written in Go. ([Source Code](https://github.com/gogs/gogs)) `MIT` `Go`
- [Huly](https://huly.io) - All-in-one project management platform (alternative to Linear, Jira, Slack, Notion, Motion). ([Demo](https://app.huly.io), [Source Code](https://github.com/hcengineering/platform)) `EPL-2.0` `Docker/K8S/Nodejs`
- [Kallithea](https://kallithea-scm.org/) - Source code management system that supports two leading version control systems, Mercurial and Git, with a web interface. ([Source Code](https://kallithea-scm.org/repos/kallithea)) `GPL-3.0` `Python`
- [Kaneo](https://kaneo.app/) - Project management platform focused on simplicity and efficiency. ([Demo](https://demo.kaneo.app/), [Source Code](https://github.com/usekaneo/kaneo)) `MIT` `K8S/Docker`
- [Leantime](https://leantime.io) - Lean project management system for small teams and startups helping to manage projects from ideation through delivery. ([Source Code](https://github.com/leantime/leantime)) `AGPL-3.0` `PHP/Docker`
- [Mergeable](https://www.usemergeable.dev) `⚠` - A better inbox for GitHub pull requests. ([Demo](https://app.usemergeable.dev), [Source Code](https://github.com/pvcnt/mergeable)) `MIT` `Nodejs/Docker/K8S`
- [Mindwendel](https://www.mindwendel.com/) - Brainstorm and upvote ideas and thoughts within your team. ([Demo](https://www.mindwendel.com), [Source Code](https://github.com/b310-digital/mindwendel)) `AGPL-3.0` `Docker/Elixir`
- [minimal-git-server](https://github.com/mcarbonne/minimal-git-server) - Lightweight git server with a basic CLI to manage repositories, supporting multiple accounts and running in a container. `MIT` `Docker`
- [Octobox](https://octobox.io/) `⚠` - Take back control of your GitHub Notifications. ([Source Code](https://github.com/octobox/octobox)) `AGPL-3.0` `Ruby/Docker`
- [OneDev](https://onedev.io/) - All-In-One DevOps Platform. With Git Management, Issue Tracking, and CI/CD. Simple yet Powerful. ([Source Code](https://code.onedev.io/projects/160)) `MIT` `Java/Docker/K8S`
- [OpenProject](https://www.openproject.org) - Manage your projects, tasks and goals. Collaborate via work packages and link them to your pull requests on Github. ([Source Code](https://github.com/opf/openproject)) `GPL-3.0` `Ruby/deb/Docker`
- [Pagure](https://pagure.io/pagure) - Lightweight, powerful, and flexible git-centric forge with features laying the foundation for federated and decentralized development. ([Demo](https://pagure.io/)) `GPL-2.0` `Docker/Python/deb`
- [Phorge](https://we.phorge.it/) - Community-driven platform for collaborating, managing, organizing and reviewing software development projects. ([Source Code](https://we.phorge.it/source/phorge/)) `Apache-2.0` `PHP`
- [Plane](https://plane.so) - Track issues, epics, and product roadmaps in the simplest way possible (alternative to JIRA, Linear and Height). ([Demo](https://app.plane.so), [Source Code](https://github.com/makeplane/plane)) `AGPL-3.0` `Docker`
- [ProjeQtOr](https://www.projeqtor.org/) - Complete, mature, multi-user project manage


Question: How to: Software Development - Testing

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

Tools and software for [software testing](https://en.wikipedia.org/wiki/Software_testing).

- [Bencher](https://bencher.dev/) - Suite of continuous benchmarking tools designed to catch performance regressions in CI. ([Source Code](https://github.com/bencherdev/bencher)) `MIT/Apache-2.0` `Rust`
- [WebHook Tester](https://github.com/tarampampam/webhook-tester) - Powerful tool for testing WebHooks and more. `MIT` `Docker/Go/deb/K8S`


Question: How to: Static Site Generators

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Static site generators](https://en.wikipedia.org/wiki/Web_template_system#Static_site_generators) generate full static HTML websites based on raw data, plain text files and a set of templates.

**Please visit [staticsitegenerators.bevry.me](https://staticsitegenerators.bevry.me), [staticgen.com](https://www.staticgen.com)**

_Related: [Blogging Platforms](#blogging-platforms), [Photo Galleries](#photo-galleries), [Content Management Systems (CMS)](#content-management-systems-cms)_


Question: How to: Status / Uptime pages

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Uptime](https://en.wikipedia.org/wiki/Uptime) is a measure of system reliability, expressed as the percentage of time a machine, typically a computer, has been working and available.

_Related: [Monitoring](#monitoring)_

- [cState](https://cstate.netlify.app/) - Static status page for hyperfast Hugo. Clean design, minimal JS, super light HTML/CSS, high customization, optional admin panel, read-only API, IE8+. Best used with Netlify, Docker. ([Demo](https://cstate.mnts.lt/), [Source Code](https://github.com/cstate/cstate)) `MIT` `Go`
- [Gatus](https://gatus.io/) - Automated service health dashboard. ([Demo](https://status.twin.sh), [Source Code](https://github.com/TwiN/gatus)) `Apache-2.0` `Docker/K8S`
- [kener](https://kener.ing/) - Status page with incident management, easy to use and customize. ([Demo](https://kener.ing/), [Source Code](https://github.com/rajnandan1/kener)) `MIT` `Nodejs/Docker`
- [Kuvasz Uptime](https://kuvasz-uptime.dev) - Performant, stable uptime & SSL monitoring service with brandable status pages, IAC support, Prometheus integration and a complete REST API. ([Demo](https://kuvasz-uptime.dev/demo/), [Source Code](https://github.com/kuvasz-uptime/kuvasz)) `Apache-2.0` `Docker`
- [StatPing.ng](https://statping-ng.github.io/) - An easy to use Status Page for your websites and applications. Statping will automatically fetch the application and render a beautiful status page with tons of features for you to build an even better status page. ([Source Code](https://github.com/statping-ng/statping-ng)) `GPL-3.0` `Docker/Go`
- [Uptime Kuma](https://uptime.kuma.pet/) - Self-hosted website monitoring tool like "Uptime Robot". ([Demo](https://demo.kuma.pet), [Source Code](https://github.com/louislam/uptime-kuma)) `MIT` `Docker/Nodejs`


Question: How to: Task Management & To-do Lists

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Task management](https://en.wikipedia.org/wiki/Task_management#Task_management_software) software.

_Related: [Software Development - Project Management](#software-development---project-management), [Ticketing](#ticketing)_

- [4ga Boards](https://4gaboards.com) - Straightforward realtime kanban boards management for intuitive task tracking. Featuring an elegant dark mode, collapsible todo lists, and multitasking tools to supercharge your team's productivity. ([Demo](https://demo.4gaboards.com), [Source Code](https://github.com/RARgames/4gaBoards)) `MIT` `Nodejs/Docker/K8S`
- [AppFlowy](https://appflowy.io/) - Build detailed lists of to-do’s for different projects while tracking the status of each one. Open Source Notion Alternative. ([Source Code](https://github.com/AppFlowy-IO/appflowy)) `AGPL-3.0` `Rust/Dart/Docker`
- [Donetick](https://donetick.com) - Task and chore management tool for personal and family use, with advanced scheduling, flexible assignment, and group sharing capabilities, detailed history, automation via API, simple and modern design. ([Demo](https://app.donetick.com/), [Source Code](https://github.com/donetick/donetick)) `AGPL-3.0` `Go/Docker`
- [Focalboard](https://www.focalboard.com/) - Define, organize, track and manage work across individuals and teams (alternative to Trello, Notion and Asana). ([Source Code](https://github.com/mattermost-community/focalboard), [Clients](https://www.focalboard.com/download/personal-edition/desktop/)) `MIT/AGPL-3.0/Apache-2.0` `Nodejs/Go/Docker`
- [Kanboard](https://kanboard.org/) - Simple visual task board. ([Source Code](https://github.com/kanboard/kanboard)) `MIT` `PHP`
- [Listaway](https://github.com/jeffrpowell/listaway/) - List management app for creating and publicly sharing lists of items. Supports auth, admin tools, item notes and priorities, and opt-in public read-only links with randomized URLs (alternative to Amazon Lists). ([Source Code](https://github.com/jeffrpowell/listaway)) `MIT` `Docker`
- [myTinyTodo](https://www.mytinytodo.net/) - Simple way to manage your todo list in AJAX style. Uses PHP, jQuery, SQLite/MySQL. GTD compliant. ([Demo](https://www.mytinytodo.net/demo/), [Source Code](https://github.com/maxpozdeev/mytinytodo/)) `GPL-2.0` `PHP`
- [Nullboard](https://github.com/apankrat/nullboard) - Single-page minimalist kanban board; compact, highly readable and quick to use. ([Demo](https://nullboard.io/preview)) `BSD-2-Clause` `Javascript`
- [Our Shopping List](https://github.com/nanawel/our-shopping-list) - Simple shared list application including shopping lists and any other small todo-list that needs to be used collaboratively. ([Demo](https://osl.lanterne-rouge.info/)) `AGPL-3.0` `Docker`
- [Planka](https://planka.app/) - Realtime kanban board for workgroups (alternative to Trello). ([Demo](https://plankanban.github.io/planka/#/), [Source Code](https://github.com/plankanban/planka)) `AGPL-3.0` `Nodejs/Docker/K8S`
- [Task Keeper](https://github.com/nymanjens/piga) - List editor for power users, backed by a self-hosted server. `Apache-2.0` `Scala`
- [Tasks.md](https://github.com/BaldissaraMatheus/Tasks.md) - A self-hosted, file based task management board that supports Markdown syntax. `MIT` `Docker`
- [Taskwarrior](https://taskwarrior.org/) - Taskwarrior is Free and Open Source Software that manages your TODO list from your command line. It is flexible, fast, efficient, and unobtrusive. It does its job then gets out of your way. ([Source Code](https://taskwarrior.org/download/#git)) `MIT` `C++`
- [Tracks](https://www.getontracks.org/) - Web-based application to help you implement David Allen’s [Getting Things Done™](https://en.wikipedia.org/wiki/Getting_Things_Done) methodology. ([Source Code](https://github.com/TracksApp/tracks)) `GPL-2.0` `Ruby`
- [tududi](https://tududi.com/) - Task management tool with hierarchical structure, smart recurring tasks, and seamless Telegram integration. ([Source Code](https://github.com/chrisvel/tududi)) `MIT` `Docker`
- [Vikunja](https://vikunja.io/) - The to-do app to organize your life. ([Demo](https://try.vikunja.io/login), [Source Code](https://kolaente.dev/vikunja/)) `GPL-3.0` `Go`
- [Wekan](https://wekan.github.io/) - Open-source Trello-like kanban. ([Source Code](https://github.com/wekan/wekan)) `MIT` `Nodejs`


Question: How to: Time Tracking

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[Time-tracking software](https://en.wikipedia.org/wiki/Time-tracking_software) is a category of computer software that allows its users to record time spent on tasks or projects.

- [ActivityWatch](https://activitywatch.net) - Automatically track how you spend time on your devices. ([Source Code](https://github.com/ActivityWatch/activitywatch)) `MPL-2.0` `Python`
- [Beaver Habit Tracker](https://github.com/daya0576/beaverhabits) - Habit tracking app to save your precious moments in your fleeting life. ([Demo](https://beaverhabits.com/demo)) `BSD-3-Clause` `Docker`
- [Ever Gauzy](https://gauzy.co) - Open business management platform for collaborative, on-demand and sharing economies (ERP/CRM/HRM/ATS/PM). ([Demo](https://demo.gauzy.co), [Source Code](https://github.com/ever-co/ever-gauzy)) `AGPL-3.0` `Docker/Nodejs`
- [Kimai](https://www.kimai.org/) - Track work time and print out a summary of your activities on demand. ([Demo](https://www.kimai.org/demo/), [Source Code](https://github.com/kimai/kimai)) `AGPL-3.0` `PHP`
- [solidtime](https://www.solidtime.io) - Modern time tracking application for freelancers and agencies. ([Source Code](https://github.com/solidtime-io/solidtime)) `AGPL-3.0` `Docker`
- [TimeTagger](https://timetagger.app) - An open source time-tracker based on an interactive timeline and powerful reporting. ([Demo](https://timetagger.app/app/demo), [Source Code](https://github.com/almarklein/timetagger)) `GPL-3.0` `Python`
- [Traggo](https://traggo.net/) - Traggo is a tag-based time tracking tool. In Traggo there are no tasks, only tagged time spans. ([Source Code](https://github.com/traggo/server)) `GPL-3.0` `Docker/Go`
- [Wakapi](https://wakapi.dev/) - Tracking tool for coding statistics, compatible with WakaTime. ([Source Code](https://github.com/muety/wakapi)) `GPL-3.0` `Go/Docker`
- [Ziit](https://ziit.app) - The Swiss army knife of code time tracking (alternative to WakaTime). ([Source Code](https://github.com/0pandadev/ziit)) `AGPL-3.0` `Docker`


Question: How to: URL Shorteners

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

[URL shortening](https://en.wikipedia.org/wiki/URL_shortening) is the action of shortening a [URL](https://en.wikipedia.org/wiki/Uniform_Resource_Locator) to make it substantially shorter and still direct to the required page. Before hosting one, please see [disadvantages](https://en.wikipedia.org/wiki/URL_shortening#Disadvantages) of URL shorteners.

- [bit](https://github.com/sjdonado/bit) - Fast, lightweight, resource-efficient, compiled URL shortener. `MIT` `Docker/Crystal`
- [Chhoto URL](https://github.com/SinTan1729/chhoto-url) - Simple, lightning-fast URL shortener with no bloat (fork of simply-shorten). ([Demo](https://github.com/SinTan1729/chhoto-url?tab=readme-ov-file#demo), [Clients](https://github.com/SinTan1729/chhoto-url/blob/main/TOOLS.md)) `MIT` `Rust/Docker`
- [clink](https://git.crueter.xyz/crueter/clink) - A super-minimal link shortening service written in pure C, focusing on small executable size, portability, and ease of configuration. ([Demo](https://short.crueter.xyz)) `AGPL-3.0` `C`
- [Flink](https://gitlab.com/rtraceio/web/flink) - Create QR Codes, embeddable link previews for your website and crawls/scrapes metadata. ([Demo](https://flink.is)) `MIT` `Docker`
- [Kutt](https://kutt.it) - Modern URL shortener with support for custom domains and custom URLs. ([Demo](https://kutt.it), [Source Code](https://github.com/thedevs-network/kutt)) `MIT` `Nodejs/Docker`
- [rs-short](https://git.42l.fr/42l/rs-short) - Lightweight link shortener written in Rust, with features such as caching, spambot protection and phishing detection. ([Demo](https://s.42l.fr/)) `MPL-2.0` `Rust`
- [Shlink](https://shlink.io) - URL shortener with REST API and command line interface. Includes official progressive web application and docker images. ([Source Code](https://github.com/shlinkio/shlink), [Clients](https://shlink.io/apps)) `MIT` `PHP/Docker`
- [Simple-URL-Shortener](https://github.com/azlux/Simple-URL-Shortener) - KISS URL shortener, public or private (with account). Minimalist and lightweight. No dependencies. ([Demo](https://u.azlux.fr)) `MIT` `PHP`
- [YOURLS](https://yourls.org/) - YOURLS is a set of PHP scripts that will allow you to run Your Own URL Shortener. Features include password protection, URL customization, bookmarklets, statistics, API, plugins, jsonp. ([Source Code](https://github.com/YOURLS/YOURLS)) `MIT` `PHP`


Question: How to: Video Surveillance

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

Video surveillance, also known as [Closed-circuit television (CCTV)](https://en.wikipedia.org/wiki/Closed-circuit_television), is the use of video cameras for surveillance in areas that require additional security or ongoing monitoring.

_Related: [Media Streaming - Video Streaming](#media-streaming---video-streaming)_

- [Bluecherry](https://www.bluecherrydvr.com/) - Closed-circuit television (CCTV) software application which supports IP and Analog cameras. ([Source Code](https://github.com/bluecherrydvr/bluecherry-apps)) `GPL-2.0` `PHP`
- [Frigate](https://frigate.video/) - Monitor your security cameras with locally processed AI. ([Source Code](https://github.com/blakeblackshear/frigate)) `MIT` `Docker/Python/Nodejs`
- [motionEye](https://github.com/motioneye-project/motioneye) - Online interface for the software Motion, a video surveillance program with motion detection. `GPL-3.0` `Python/Docker`
- [SentryShot](https://codeberg.org/SentryShot/sentryshot) - Video surveillance management system. `GPL-2.0` `Docker/Rust`
- [Viseron](https://viseron.netlify.app/) - Self-hosted, local-only NVR and AI Computer Vision software. With features such as object detection, motion detection, face recognition and more, it gives you the power to keep an eye on your home, office or any other place you want to monitor. ([Source Code](https://github.com/roflcoopter/viseron)) `MIT` `Docker`
- [Zoneminder](https://www.zoneminder.com/) - Closed-circuit television (CCTV) software application which supports IP, USB and Analog cameras. ([Source Code](https://github.com/ZoneMinder/ZoneMinder)) `GPL-2.0` `PHP/deb`


Question: How to: Web Servers

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

Web Servers and Reverse Proxies. A [web server](https://en.wikipedia.org/wiki/Web_server) is a piece of software and underlying hardware that accepts requests via [HTTP](https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol) (the network protocol created to distribute web content) or its secure variant [HTTPS](https://en.wikipedia.org/wiki/HTTPS). A [Reverse Proxy](https://en.wikipedia.org/wiki/Reverse_proxy) is a proxy server that appears to any client to be an ordinary web server, but in reality merely acts as an intermediary that forwards requests to one or more ordinary web servers.

_Related: [Proxy](#proxy)_

- [Algernon](https://algernon.roboticoverlords.org/) - Small self-contained pure-Go web server with Lua, Markdown, HTTP/2, QUIC, Redis and PostgreSQL support. ([Source Code](https://github.com/xyproto/algernon)) `BSD-3-Clause` `Go/Docker`
- [Apache HTTP Server](https://httpd.apache.org/) - Secure, efficient and extensible server that provides HTTP services in sync with the current HTTP standards. ([Source Code](https://svn.apache.org/repos/asf/httpd/httpd/trunk/)) `Apache-2.0` `C/deb/Docker`
- [BunkerWeb](https://www.bunkerweb.io) - Next-gen Web Application Firewall (WAF) that will protect your web services. ([Demo](https://demo.bunkerweb.io), [Source Code](https://github.com/bunkerity/bunkerweb), [Clients](https://docs.bunkerweb.io/latest/plugins/)) `AGPL-3.0` `deb/Docker/K8S/Python`
- [Caddy](https://caddyserver.com/) - Powerful, enterprise-ready, open source web server with automatic HTTPS. ([Source Code](https://github.com/caddyserver/caddy)) `Apache-2.0` `Go/deb/Docker`
- [go-doxy](https://github.com/yusing/godoxy) - Lightweight, simple, and  performant reverse proxy with WebUI, Docker integration, automatic shutdown/startup for container based on traffic. `MIT` `Docker/Go`
- [godoxy](https://docs.godoxy.dev/) - High-performance reverse proxy and container orchestrator for self-hosters. ([Demo](https://demo.godoxy.dev/), [Source Code](https://github.com/yusing/godoxy)) `MIT` `Docker/Go`
- [HAProxy](https://www.haproxy.org/) - Very fast and reliable reverse-proxy offering high availability, load balancing, and proxying for TCP and HTTP-based applications. ([Source Code](https://git.haproxy.org/?p=haproxy.git;a=tree)) `GPL-2.0` `C/deb/Docker`
- [Jauth](https://github.com/Jipok/Jauth) `⚠` - Lightweight SSL/TLS reverse proxy with authorization (via Telegram and SSH) for self-hosted apps. `GPL-3.0` `Go`
- [Lighttpd](https://www.lighttpd.net/) - Secure, fast, compliant, and very flexible web server that has been optimized for high-performance environments. ([Source Code](https://git.lighttpd.net/lighttpd/lighttpd1.4)) `BSD-3-Clause` `C/deb/Docker`
- [Nginx Proxy Manager](https://nginxproxymanager.com/) - Docker container for managing Nginx proxy hosts with a simple, powerful interface. ([Source Code](https://github.com/NginxProxyManager/nginx-proxy-manager)) `MIT` `Docker`
- [NGINX](https://nginx.org/en/) - HTTP and reverse proxy server, mail proxy server, and generic TCP/UDP proxy server. ([Source Code](https://github.com/nginx/nginx)) `BSD-2-Clause` `C/deb/Docker`
- [Pangolin](https://digpangolin.com/) - Identity-aware tunneled reverse proxy with dashboard UI, access control, and WireGuard-based tunnels (alternative to Cloudflare Tunnel, Tailscale). ([Source Code](https://github.com/fosrl/pangolin)) `AGPL-3.0` `Docker`
- [Pomerium](https://www.pomerium.io) - Identity-aware reverse proxy, successor to now obsolete oauth_proxy. It inserts an OAuth step before proxying your request to the backend, so that you can safely expose your self-hosted websites to public Internet. ([Source Code](https://github.com/pomerium/pomerium)) `Apache-2.0` `Go/Docker`
- [SafeLine](https://waf.chaitin.com/) - Web application firewall / reverse proxy to protect your web apps from attacks and exploits. ([Demo](https://demo.waf.chaitin.com/), [Source Code](https://github.com/chaitin/SafeLine)) `GPL-3.0` `Docker`
- [Static Web Server](https://static-web-server.net/) - Cross-platform, high-performance, and asynchronous web server for static file serving. ([Source Code](https://github.com/static-web-server/static-web-server)) `Apache-2.0/MIT` `Rust/Docker`
- [SWAG (Secure Web Application Gateway)](https://github.com/linuxserver/docker-swag) - Nginx webserver and reverse proxy with PHP support, built-in Certbot (Let's Encrypt) client and fail2ban integration. `GPL-3.0` `Docker`
- [Traefik](https://traefik.io/) - HTTP reverse proxy and load balancer that makes deploying microservices easy. ([Source Code](https://github.com/traefik/traefik)) `MIT` `Go/Docker`
- [UUSEC WAF](https://uuwaf.uusec.com) - Industry-leading high-performance, AI and semantic technology web application firewall and API security gateway (fork of nginx). ([Source Code](https://github.com/Safe3/uusec-waf)) `GPL-3.0` `C/Lua/Docker`
- [Varnish](https://varnish-cache.org/) - Web application accel


Question: How to: Anti-features

Answer:
- `⚠ ` - Depends on a proprietary service outside the user's control

--------------------


Question: How to: External Links

Answer:
**[`^        back to top        ^`](#awesome-selfhosted)**

- Alternative frontends/portals to discover/filter awesome-selfhosted apps: [awweso.me](https://awweso.me/), [awesome-web.theravenhub](https://awesome-web.theravenhub.com/browse.html), [awesomehub.web.app](https://awesomehub.js.org/list/selfhosted)
- [Awesome Sysadmin](https://github.com/awesome-foss/awesome-sysadmin) - Curated list of amazingly awesome open source sysadmin resources.
- Lists of software aimed at privacy and decentralization in some form: [PRISM Break](https://prism-break.org/en/), [privacytools.io](https://www.privacytools.io/), [Alternative Internet](https://redecentralize.github.io/alternative-internet/), [Libre Projects](https://libreprojects.net/), [Easy Indie App](https://easyindie.app)
- Other Awesome lists: [Awesome Big Data](https://github.com/0xnr/awesome-bigdata), [Awesome Public Datasets](https://github.com/awesomedata/awesome-public-datasets)
- Dynamic Domain Name services: [Afraid.org](https://freedns.afraid.org/domain/registry/), [Pagekite](https://pagekite.net/)
- Communities/forums: [/c/selfhosted on lemmy.world](https://lemmy.world/c/selfhosted), [/c/selfhost on lemmy.ml](https://lemmy.ml/c/selfhost), [/r/selfhosted on reddit](https://old.reddit.com/r/selfhosted/), [/r/selfhosted Matrix Channel](https://matrix.to/#/#selfhosted:selfhosted.chat), [/r/homelab on reddit](https://old.reddit.com/r/homelab/), [IndieWeb](https://indieweb.org/)
- [theme.park](https://theme-park.dev/) - A collection of themes/skins for 50 selfhosted apps! ([Source Code](https://github.com/GilbN/theme.park/)) `MIT` `CSS`

--------------------


Question: How to: Contributing

Answer: Contributing guidelines can be found [here](https://github.com/awesome-selfhosted/awesome-selfhosted-data/blob/master/CONTRIBUTING.md).


Question: How to: Contribution guidelines

Answer:
**If you want to contribute to TensorFlow, be sure to review the
[Contribution Guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
[Code of Conduct](CODE_OF_CONDUCT.md). By participating, you are expected to
uphold this code.**

**We use [GitHub Issues](https://github.com/tensorflow/tensorflow/issues) for
tracking requests and bugs, please see
[TensorFlow Forum](https://discuss.tensorflow.org/) for general questions and
discussion, and please direct specific questions to
[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**

The TensorFlow project strives to abide by generally accepted best practices in
open-source software development.


Question: How to: Patching guidelines

Answer:
Follow these steps to patch a specific version of TensorFlow, for example, to
apply fixes to bugs or security vulnerabilities:

*   Clone the TensorFlow repository and switch to the appropriate branch for
    your desired version—for example, `r2.8` for version 2.8.
*   Apply the desired changes (i.e., cherry-pick them) and resolve any code
    conflicts.
*   Run TensorFlow tests and ensure they pass.
*   [Build](https://www.tensorflow.org/install/source) the TensorFlow pip
    package from source.


Question: How to: Continuous build status

Answer:
You can find more community-supported platforms and configurations in the
[TensorFlow SIG Build Community Builds Table](https://github.com/tensorflow/build#community-supported-tensorflow-builds).


Question: How to: Official Builds

Answer:
Build Type                    | Status                                                                                | Artifacts
----------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
**Linux CPU**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.html)           | [PyPI](https://pypi.org/project/tf-nightly/)
**Linux GPU**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
**Linux XLA**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.html)         | TBA
**macOS**                     | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.html)     | [PyPI](https://pypi.org/project/tf-nightly/)
**Windows CPU**               | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.html)       | [PyPI](https://pypi.org/project/tf-nightly/)
**Windows GPU**               | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.html)       | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
**Android**                   | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html)               | [Download](https://bintray.com/google/tensorflow/tensorflow/_latestVersion)
**Raspberry Pi 0 and 1**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.html)           | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv6l.whl)
**Raspberry Pi 2 and 3**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.html)           | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv7l.whl)
**Libtensorflow MacOS CPU**   | Status Temporarily Unavailable                                                                                | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/macos/latest/macos_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
**Libtensorflow Linux CPU**   | Status Temporarily Unavailable                                                                                | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/cpu/ubuntu_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
**Libtensorflow Linux GPU**   | Status Temporarily Unavailable                                                                                | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/gpu/ubuntu_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
**Libtensorflow Windows CPU** | Status Temporarily Unavailable                                                                                | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/cpu/windows_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
**Libtensorflow Windows GPU** | Status Temporarily Unavailable                                                                                | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/gpu/windows_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)


Question: How to: Quickstart

Answer:
To run and chat with [Gemma 3](https://ollama.com/library/gemma3):

```shell
ollama run gemma3
```


Question: How to: Model library

Answer:
Ollama supports a list of models available on [ollama.com/library](https://ollama.com/library "ollama model library")

Here are some example models that can be downloaded:

| Model              | Parameters | Size  | Download                         |
| ------------------ | ---------- | ----- | -------------------------------- |
| Gemma 3            | 1B         | 815MB | `ollama run gemma3:1b`           |
| Gemma 3            | 4B         | 3.3GB | `ollama run gemma3`              |
| Gemma 3            | 12B        | 8.1GB | `ollama run gemma3:12b`          |
| Gemma 3            | 27B        | 17GB  | `ollama run gemma3:27b`          |
| QwQ                | 32B        | 20GB  | `ollama run qwq`                 |
| DeepSeek-R1        | 7B         | 4.7GB | `ollama run deepseek-r1`         |
| DeepSeek-R1        | 671B       | 404GB | `ollama run deepseek-r1:671b`    |
| Llama 4            | 109B       | 67GB  | `ollama run llama4:scout`        |
| Llama 4            | 400B       | 245GB | `ollama run llama4:maverick`     |
| Llama 3.3          | 70B        | 43GB  | `ollama run llama3.3`            |
| Llama 3.2          | 3B         | 2.0GB | `ollama run llama3.2`            |
| Llama 3.2          | 1B         | 1.3GB | `ollama run llama3.2:1b`         |
| Llama 3.2 Vision   | 11B        | 7.9GB | `ollama run llama3.2-vision`     |
| Llama 3.2 Vision   | 90B        | 55GB  | `ollama run llama3.2-vision:90b` |
| Llama 3.1          | 8B         | 4.7GB | `ollama run llama3.1`            |
| Llama 3.1          | 405B       | 231GB | `ollama run llama3.1:405b`       |
| Phi 4              | 14B        | 9.1GB | `ollama run phi4`                |
| Phi 4 Mini         | 3.8B       | 2.5GB | `ollama run phi4-mini`           |
| Mistral            | 7B         | 4.1GB | `ollama run mistral`             |
| Moondream 2        | 1.4B       | 829MB | `ollama run moondream`           |
| Neural Chat        | 7B         | 4.1GB | `ollama run neural-chat`         |
| Starling           | 7B         | 4.1GB | `ollama run starling-lm`         |
| Code Llama         | 7B         | 3.8GB | `ollama run codellama`           |
| Llama 2 Uncensored | 7B         | 3.8GB | `ollama run llama2-uncensored`   |
| LLaVA              | 7B         | 4.5GB | `ollama run llava`               |
| Granite-3.3        | 8B         | 4.9GB | `ollama run granite3.3`          |

> [!NOTE]
> You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.


Question: How to: Import from GGUF

Answer:
Ollama supports importing GGUF models in the Modelfile:

1. Create a file named `Modelfile`, with a `FROM` instruction with the local filepath to the model you want to import.

   ```
   FROM ./vicuna-33b.Q4_0.gguf
   ```

2. Create the model in Ollama

   ```shell
   ollama create example -f Modelfile
   ```

3. Run the model

   ```shell
   ollama run example
   ```


Question: How to: Import from Safetensors

Answer: See the [guide](https://docs.ollama.com/import) on importing models for more information.


Question: How to: Customize a prompt

Answer:
Models from the Ollama library can be customized with a prompt. For example, to customize the `llama3.2` model:

```shell
ollama pull llama3.2
```

Create a `Modelfile`:

```
FROM llama3.2


Question: How to: set the system message

Answer:
SYSTEM """
You are Mario from Super Mario Bros. Answer as Mario, the assistant, only.
"""
```

Next, create and run the model:

```
ollama create mario -f ./Modelfile
ollama run mario
>>> hi
Hello! It's your friend Mario.
```

For more information on working with a Modelfile, see the [Modelfile](https://docs.ollama.com/modelfile) documentation.


Question: How to: Create a model

Answer:
`ollama create` is used to create a model from a Modelfile.

```shell
ollama create mymodel -f ./Modelfile
```


Question: How to: Pull a model

Answer:
```shell
ollama pull llama3.2
```

> This command can also be used to update a local model. Only the diff will be pulled.


Question: How to: Multiline input

Answer:
For multiline input, you can wrap text with `"""`:

```
>>> """Hello,
... world!
... """
I'm a basic program that prints the famous "Hello, world!" message to the console.
```


Question: How to: Multimodal models

Answer:
```
ollama run llava "What's in this image? /Users/jmorgan/Desktop/smile.png"
```

> **Output**: The image features a yellow smiley face, which is likely the central focus of the picture.


Question: How to: Pass the prompt as an argument

Answer:
```shell
ollama run llama3.2 "Summarize this file: $(cat README.md)"
```

> **Output**: Ollama is a lightweight, extensible framework for building and running language models on the local machine. It provides a simple API for creating, running, and managing models, as well as a library of pre-built models that can be easily used in a variety of applications.


Question: How to: Generate embeddings from the CLI

Answer:
```shell
ollama run embeddinggemma "Your text to embed"
```

You can also pipe text for scripted workflows:

```shell
echo "Your text to embed" | ollama run embeddinggemma
```


Question: How to: Start Ollama

Answer: `ollama serve` is used when you want to start ollama without running the desktop application.


Question: How to: Running local builds

Answer:
Next, start the server:

```shell
./ollama serve
```

Finally, in a separate shell, run a model:

```shell
./ollama run llama3.2
```


Question: How to: Building with MLX (experimental)

Answer:
First build the MLX libraries:

```shell
cmake --preset MLX
cmake --build --preset MLX --parallel
cmake --install build --component MLX
```

Next, build the `ollama-mlx` binary, which is a separate build of the Ollama runtime with MLX support enabled (needs to be in the same directory as `ollama`):

```shell
go build -tags mlx -o ollama-mlx .
```

Finally, start the server:

```
./ollama serve
```


Question: How to: Building MLX with CUDA

Answer:
When building with CUDA, use the preset "MLX CUDA 13" or "MLX CUDA 12" to enable CUDA with default architectures:

```shell
cmake --preset 'MLX CUDA 13'
cmake --build --preset 'MLX CUDA 13' --parallel
cmake --install build --component MLX
```


Question: How to: Generate a response

Answer:
```shell
curl http://localhost:11434/api/generate -d '{
  "model": "llama3.2",
  "prompt":"Why is the sky blue?"
}'
```


Question: How to: Chat with a model

Answer:
```shell
curl http://localhost:11434/api/chat -d '{
  "model": "llama3.2",
  "messages": [
    { "role": "user", "content": "why is the sky blue?" }
  ]
}'
```

See the [API documentation](./docs/api.md) for all endpoints.


Question: How to: Web & Desktop

Answer:
- [Onyx](https://github.com/onyx-dot-app/onyx)
- [Open WebUI](https://github.com/open-webui/open-webui)
- [SwiftChat (macOS with ReactNative)](https://github.com/aws-samples/swift-chat)
- [Enchanted (macOS native)](https://github.com/AugustDev/enchanted)
- [Hollama](https://github.com/fmaclen/hollama)
- [Lollms WebUI (Single user)](https://github.com/ParisNeo/lollms-webui)
- [Lollms (Multi users)](https://github.com/ParisNeo/lollms)
- [LibreChat](https://github.com/danny-avila/LibreChat)
- [Bionic GPT](https://github.com/bionic-gpt/bionic-gpt)
- [HTML UI](https://github.com/rtcfirefly/ollama-ui)
- [AI-UI](https://github.com/bajahaw/ai-ui)
- [Saddle](https://github.com/jikkuatwork/saddle)
- [TagSpaces](https://www.tagspaces.org) (A platform for file-based apps, [utilizing Ollama](https://docs.tagspaces.org/ai/) for the generation of tags and descriptions)
- [Chatbot UI](https://github.com/ivanfioravanti/chatbot-ollama)
- [Chatbot UI v2](https://github.com/mckaywrigley/chatbot-ui)
- [Typescript UI](https://github.com/ollama-interface/Ollama-Gui?tab=readme-ov-file)
- [Minimalistic React UI for Ollama Models](https://github.com/richawo/minimal-llm-ui)
- [Ollamac](https://github.com/kevinhermawan/Ollamac)
- [big-AGI](https://github.com/enricoros/big-AGI)
- [Cheshire Cat assistant framework](https://github.com/cheshire-cat-ai/core)
- [Amica](https://github.com/semperai/amica)
- [chatd](https://github.com/BruceMacD/chatd)
- [Ollama-SwiftUI](https://github.com/kghandour/Ollama-SwiftUI)
- [Dify.AI](https://github.com/langgenius/dify)
- [MindMac](https://mindmac.app)
- [NextJS Web Interface for Ollama](https://github.com/jakobhoeg/nextjs-ollama-llm-ui)
- [Msty](https://msty.app)
- [Chatbox](https://github.com/Bin-Huang/Chatbox)
- [WinForm Ollama Copilot](https://github.com/tgraupmann/WinForm_Ollama_Copilot)
- [NextChat](https://github.com/ChatGPTNextWeb/ChatGPT-Next-Web) with [Get Started Doc](https://docs.nextchat.dev/models/ollama)
- [Alpaca WebUI](https://github.com/mmo80/alpaca-webui)
- [OllamaGUI](https://github.com/enoch1118/ollamaGUI)
- [OpenAOE](https://github.com/InternLM/OpenAOE)
- [Odin Runes](https://github.com/leonid20000/OdinRunes)
- [LLM-X](https://github.com/mrdjohnson/llm-x) (Progressive Web App)
- [AnythingLLM (Docker + MacOs/Windows/Linux native app)](https://github.com/Mintplex-Labs/anything-llm)
- [Ollama Basic Chat: Uses HyperDiv Reactive UI](https://github.com/rapidarchitect/ollama_basic_chat)
- [Ollama-chats RPG](https://github.com/drazdra/ollama-chats)
- [IntelliBar](https://intellibar.app/) (AI-powered assistant for macOS)
- [Jirapt](https://github.com/AliAhmedNada/jirapt) (Jira Integration to generate issues, tasks, epics)
- [ojira](https://github.com/AliAhmedNada/ojira) (Jira chrome plugin to easily generate descriptions for tasks)
- [QA-Pilot](https://github.com/reid41/QA-Pilot) (Interactive chat tool that can leverage Ollama models for rapid understanding and navigation of GitHub code repositories)
- [ChatOllama](https://github.com/sugarforever/chat-ollama) (Open Source Chatbot based on Ollama with Knowledge Bases)
- [CRAG Ollama Chat](https://github.com/Nagi-ovo/CRAG-Ollama-Chat) (Simple Web Search with Corrective RAG)
- [RAGFlow](https://github.com/infiniflow/ragflow) (Open-source Retrieval-Augmented Generation engine based on deep document understanding)
- [StreamDeploy](https://github.com/StreamDeploy-DevRel/streamdeploy-llm-app-scaffold) (LLM Application Scaffold)
- [chat](https://github.com/swuecho/chat) (chat web app for teams)
- [Lobe Chat](https://github.com/lobehub/lobe-chat) with [Integrating Doc](https://lobehub.com/docs/self-hosting/examples/ollama)
- [Ollama RAG Chatbot](https://github.com/datvodinh/rag-chatbot.git) (Local Chat with multiple PDFs using Ollama and RAG)
- [BrainSoup](https://www.nurgo-software.com/products/brainsoup) (Flexible native client with RAG & multi-agent automation)
- [macai](https://github.com/Renset/macai) (macOS client for Ollama, ChatGPT, and other compatible API back-ends)
- [RWKV-Runner](https://github.com/josStorer/RWKV-Runner) (RWKV offline LLM deployment tool, also usable as a client for ChatGPT and Ollama)
- [Ollama Grid Search](https://github.com/dezoito/ollama-grid-search) (app to evaluate and compare models)
- [Olpaka](https://github.com/Otacon/olpaka) (User-friendly Flutter Web App for Ollama)
- [Casibase](https://casibase.org) (An open source AI knowledge base and dialogue system combining the latest RAG, SSO, ollama support, and multiple large language models.)
- [OllamaSpring](https://github.com/CrazyNeil/OllamaSpring) (Ollama Client for macOS)
- [LLocal.in](https://github.com/kartikm7/llocal) (Easy to use Electron Desktop Client for Ollama)
- [Shinkai Desktop](https://github.com/dcSpark/shinkai-apps) (Two click install Local AI using Ollama + Files + RAG)
- [AiLama](https://github.com/zeyoyt/ailama) (A Discord User App that allows you to interact with Ollama anywhere in Discord)
- [Ollama with Google Mesop](https://github.com/rapida


Question: How to: Apple Vision Pro

Answer:
- [SwiftChat](https://github.com/aws-samples/swift-chat) (Cross-platform AI chat app supporting Apple Vision Pro via "Designed for iPad")
- [Enchanted](https://github.com/AugustDev/enchanted)


Question: How to: Package managers

Answer:
- [Pacman](https://archlinux.org/packages/extra/x86_64/ollama/)
- [Gentoo](https://github.com/gentoo/guru/tree/master/app-misc/ollama)
- [Homebrew](https://formulae.brew.sh/formula/ollama)
- [Helm Chart](https://artifacthub.io/packages/helm/ollama-helm/ollama)
- [Guix channel](https://codeberg.org/tusharhero/ollama-guix)
- [Nix package](https://search.nixos.org/packages?show=ollama&from=0&size=50&sort=relevance&type=packages&query=ollama)
- [Flox](https://flox.dev/blog/ollama-part-one)


Question: How to: Extensions & Plugins

Answer:
- [Raycast extension](https://github.com/MassimilianoPasquini97/raycast_ollama)
- [Discollama](https://github.com/mxyng/discollama) (Discord bot inside the Ollama discord channel)
- [Continue](https://github.com/continuedev/continue)
- [Vibe](https://github.com/thewh1teagle/vibe) (Transcribe and analyze meetings with Ollama)
- [Obsidian Ollama plugin](https://github.com/hinterdupfinger/obsidian-ollama)
- [Logseq Ollama plugin](https://github.com/omagdy7/ollama-logseq)
- [NotesOllama](https://github.com/andersrex/notesollama) (Apple Notes Ollama plugin)
- [Dagger Chatbot](https://github.com/samalba/dagger-chatbot)
- [Discord AI Bot](https://github.com/mekb-turtle/discord-ai-bot)
- [Ollama Telegram Bot](https://github.com/ruecat/ollama-telegram)
- [Hass Ollama Conversation](https://github.com/ej52/hass-ollama-conversation)
- [Rivet plugin](https://github.com/abrenneke/rivet-plugin-ollama)
- [Obsidian BMO Chatbot plugin](https://github.com/longy2k/obsidian-bmo-chatbot)
- [Cliobot](https://github.com/herval/cliobot) (Telegram bot with Ollama support)
- [Copilot for Obsidian plugin](https://github.com/logancyang/obsidian-copilot)
- [Obsidian Local GPT plugin](https://github.com/pfrankov/obsidian-local-gpt)
- [Open Interpreter](https://docs.openinterpreter.com/language-model-setup/local-models/ollama)
- [Llama Coder](https://github.com/ex3ndr/llama-coder) (Copilot alternative using Ollama)
- [Ollama Copilot](https://github.com/bernardo-bruning/ollama-copilot) (Proxy that allows you to use Ollama as a copilot like GitHub Copilot)
- [twinny](https://github.com/rjmacarthy/twinny) (Copilot and Copilot chat alternative using Ollama)
- [Wingman-AI](https://github.com/RussellCanfield/wingman-ai) (Copilot code and chat alternative using Ollama and Hugging Face)
- [Page Assist](https://github.com/n4ze3m/page-assist) (Chrome Extension)
- [Plasmoid Ollama Control](https://github.com/imoize/plasmoid-ollamacontrol) (KDE Plasma extension that allows you to quickly manage/control Ollama model)
- [AI Telegram Bot](https://github.com/tusharhero/aitelegrambot) (Telegram bot using Ollama in backend)
- [AI ST Completion](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) (Sublime Text 4 AI assistant plugin with Ollama support)
- [Discord-Ollama Chat Bot](https://github.com/kevinthedang/discord-ollama) (Generalized TypeScript Discord Bot w/ Tuning Documentation)
- [ChatGPTBox: All in one browser extension](https://github.com/josStorer/chatGPTBox) with [Integrating Tutorial](https://github.com/josStorer/chatGPTBox/issues/616#issuecomment-1975186467)
- [Discord AI chat/moderation bot](https://github.com/rapmd73/Companion) Chat/moderation bot written in python. Uses Ollama to create personalities.
- [Headless Ollama](https://github.com/nischalj10/headless-ollama) (Scripts to automatically install ollama client & models on any OS for apps that depend on ollama server)
- [Terraform AWS Ollama & Open WebUI](https://github.com/xuyangbocn/terraform-aws-self-host-llm) (A Terraform module to deploy on AWS a ready-to-use Ollama service, together with its front-end Open WebUI service.)
- [node-red-contrib-ollama](https://github.com/jakubburkiewicz/node-red-contrib-ollama)
- [Local AI Helper](https://github.com/ivostoykov/localAI) (Chrome and Firefox extensions that enable interactions with the active tab and customisable API endpoints. Includes secure storage for user prompts.)
- [LSP-AI](https://github.com/SilasMarvin/lsp-ai) (Open-source language server for AI-powered functionality)
- [QodeAssist](https://github.com/Palm1r/QodeAssist) (AI-powered coding assistant plugin for Qt Creator)
- [Obsidian Quiz Generator plugin](https://github.com/ECuiDev/obsidian-quiz-generator)
- [AI Summary Helper plugin](https://github.com/philffm/ai-summary-helper)
- [TextCraft](https://github.com/suncloudsmoon/TextCraft) (Copilot in Word alternative using Ollama)
- [Alfred Ollama](https://github.com/zeitlings/alfred-ollama) (Alfred Workflow)
- [TextLLaMA](https://github.com/adarshM84/TextLLaMA) A Chrome Extension that helps you write emails, correct grammar, and translate into any language
- [Simple-Discord-AI](https://github.com/zyphixor/simple-discord-ai)
- [LLM Telegram Bot](https://github.com/innightwolfsleep/llm_telegram_bot) (telegram bot, primary for RP. Oobabooga-like buttons, [A1111](https://github.com/AUTOMATIC1111/stable-diffusion-webui) API integration e.t.c)
- [mcp-llm](https://github.com/sammcj/mcp-llm) (MCP Server to allow LLMs to call other LLMs)
- [SimpleOllamaUnity](https://github.com/HardCodeDev777/SimpleOllamaUnity) (Unity Engine extension for communicating with Ollama in a few lines of code. Also works at runtime)
- [UnityCodeLama](https://github.com/HardCodeDev777/UnityCodeLama) (Unity Editor tool to analyze scripts via Ollama)
- [NativeMind](https://github.com/NativeMindBrowser/NativeMindExtension) (Private, on-device AI Assistant, no cloud dependencies)
- [GMAI - Gradle Managed AI](https://gmai.premex.se/) (Gradle plugin for automate


Question: How to: Supported backends

Answer: - [llama.cpp](https://github.com/ggml-org/llama.cpp) project founded by Georgi Gerganov.


Question: How to: Observability

Answer:
- [Opik](https://www.comet.com/docs/opik/cookbook/ollama) is an open-source platform to debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. Opik supports native integration to Ollama.
- [Lunary](https://lunary.ai/docs/integrations/ollama) is the leading open-source LLM observability platform. It provides a variety of enterprise-grade features such as real-time analytics, prompt templates management, PII masking, and comprehensive agent tracing.
- [OpenLIT](https://github.com/openlit/openlit) is an OpenTelemetry-native tool for monitoring Ollama Applications & GPUs using traces and metrics.
- [HoneyHive](https://docs.honeyhive.ai/integrations/ollama) is an AI observability and evaluation platform for AI agents. Use HoneyHive to evaluate agent performance, interrogate failures, and monitor quality in production.
- [Langfuse](https://langfuse.com/docs/integrations/ollama) is an open source LLM observability platform that enables teams to collaboratively monitor, evaluate and debug AI applications.
- [MLflow Tracing](https://mlflow.org/docs/latest/llms/tracing/index.html#automatic-tracing) is an open source LLM observability tool with a convenient API to log and visualize traces, making it easy to debug and evaluate GenAI applications.


Question: How to: ✨ Highlight features

Answer:
- **Visual builder interface** to quickly get started and iterate.
- **Source code access** lets you customize any component using Python.
- **Interactive playground** to immediately test and refine your flows with step-by-step control.
- **Multi-agent orchestration** with conversation management and retrieval.
- **Deploy as an API** or export as JSON for Python apps.
- **Deploy as an MCP server** and turn your flows into tools for MCP clients.
- **Observability** with LangSmith, LangFuse and other integrations.
- **Enterprise-ready** security and scalability.


Question: How to: 🖥  Langflow Desktop

Answer:
Langflow Desktop is the easiest way to get started with Langflow. All dependencies are included, so you don't need to manage Python environments or install packages manually.
Available for Windows and macOS.

[📥 Download Langflow Desktop](https://www.langflow.org/desktop)


Question: How to: Install locally (recommended)

Answer:
Requires Python 3.10–3.13 and [uv](https://docs.astral.sh/uv/getting-started/installation/) (recommended package manager).

#### Install

From a fresh directory, run:
```shell
uv pip install langflow -U
```

The latest Langflow package is installed.
For more information, see [Install and run the Langflow OSS Python package](https://docs.langflow.org/get-started-installation#install-and-run-the-langflow-oss-python-package).

#### Run

To start Langflow, run:
```shell
uv run langflow run
```

Langflow starts at http://127.0.0.1:7860.

That's it! You're ready to build with Langflow! 🎉


Question: How to: Run from source

Answer:
If you've cloned this repository and want to contribute, run this command from the repository root:
```shell
make run_cli
```
For more information, see [DEVELOPMENT.md](./DEVELOPMENT.md).


Question: How to: 🚀 Deployment

Answer: Langflow is completely open source and you can deploy it to all major deployment clouds. To learn how to deploy Langflow, see our [Langflow deployment guides](https://docs.langflow.org/deployment-overview).


Question: How to: ⭐ Stay up-to-date

Answer:
Star Langflow on GitHub to be instantly notified of new releases.

![Star Langflow](https://github.com/user-attachments/assets/03168b17-a11d-4b2a-b0f7-c1cce69e5a2c)


Question: How to: 👋 Contribute

Answer:
We welcome contributions from developers of all levels. If you'd like to contribute, please check our [contributing guidelines](./CONTRIBUTING.md) and help make Langflow more accessible.

---

[![Star History Chart](https://api.star-history.com/svg?repos=langflow-ai/langflow&type=Timeline)](https://star-history.com/#langflow-ai/langflow&Date)


Question: How to: ❤ Contributors

Answer: [![langflow contributors](https://contrib.rocks/image?repo=langflow-ai/langflow)](https://github.com/langflow-ai/langflow/graphs/contributors)


Question: How to: Build your own <insert-technology-here>

Answer:
This repository is a compilation of well-written, step-by-step guides for re-creating our favorite technologies from scratch.

> *What I cannot create, I do not understand — Richard Feynman.*

It's a great way to learn.

* [3D Renderer](#build-your-own-3d-renderer)
* [Augmented Reality](#build-your-own-augmented-reality)
* [BitTorrent Client](#build-your-own-bittorrent-client)
* [Blockchain / Cryptocurrency](#build-your-own-blockchain--cryptocurrency)
* [Bot](#build-your-own-bot)
* [Command-Line Tool](#build-your-own-command-line-tool)
* [Database](#build-your-own-database)
* [Docker](#build-your-own-docker)
* [Emulator / Virtual Machine](#build-your-own-emulator--virtual-machine)
* [Front-end Framework / Library](#build-your-own-front-end-framework--library)
* [Game](#build-your-own-game)
* [Git](#build-your-own-git)
* [Network Stack](#build-your-own-network-stack)
* [Neural Network](#build-your-own-neural-network)
* [Operating System](#build-your-own-operating-system)
* [Physics Engine](#build-your-own-physics-engine)
* [Programming Language](#build-your-own-programming-language)
* [Regex Engine](#build-your-own-regex-engine)
* [Search Engine](#build-your-own-search-engine)
* [Shell](#build-your-own-shell)
* [Template Engine](#build-your-own-template-engine)
* [Text Editor](#build-your-own-text-editor)
* [Visual Recognition System](#build-your-own-visual-recognition-system)
* [Voxel Engine](#build-your-own-voxel-engine)
* [Web Browser](#build-your-own-web-browser)
* [Web Server](#build-your-own-web-server)
* [Uncategorized](#uncategorized)


Question: How to: Contribute

Answer:
* Submissions welcome, just send a PR, or [create an issue](https://github.com/codecrafters-io/build-your-own-x/issues/new)
* Help us review [pending submissions](https://github.com/codecrafters-io/build-your-own-x/issues) by leaving comments and "reactions"


Question: How to: Origins & License

Answer:
[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg)](https://creativecommons.org/publicdomain/zero/1.0/)

This repository is the work of [many contributors](https://github.com/codecrafters-io/build-your-own-x/graphs/contributors). It was started by [Daniel Stefanovic](https://github.com/danistefanovic), and is now maintained by [CodeCrafters, Inc.](https://codecrafters.io) To the extent possible under law, [CodeCrafters, Inc.](https://codecrafters.io) has waived all copyright and related or neighboring rights to this work.


Question: How to: Table of Contents:

Answer:
- [C#](#c)
- [C/C++](#cc)
- [Clojure](#clojure)
- [Dart](#dart)
- [Elixir](#elixir)
- [Erlang](#erlang)
- [F#](#f)
- [Go](#go)
- [Haskell](#haskell)
- [HTML/CSS](#html-and-css)
- [Java](#java)
- [JavaScript](#javascript)
- [Kotlin](#kotlin)
- [Lua](#lua)
- [OCaml](#ocaml)
- [PHP](#php)
- [Python](#python)
- [R](#r)
- [Ruby](#ruby)
- [Rust](#rust)
- [Scala](#scala)
- [Swift](#swift)
- [Additional resources](#additional-resources)


Question: How to: Network programming

Answer:
- Let's Code a TCP/IP Stack

  - [Part 1: Ethernet & ARP](http://www.saminiir.com/lets-code-tcp-ip-stack-1-ethernet-arp/)
  - [Part 2: IPv4 & ICMPv4](http://www.saminiir.com/lets-code-tcp-ip-stack-2-ipv4-icmpv4/)
  - [Part 3: TCP Basics & Handshake](http://www.saminiir.com/lets-code-tcp-ip-stack-3-tcp-handshake/)
  - [Part 4: TCP Data Flow & Socket API](http://www.saminiir.com/lets-code-tcp-ip-stack-4-tcp-data-flow-socket-api/)
  - [Part 5: TCP Retransmission](http://www.saminiir.com/lets-code-tcp-ip-stack-5-tcp-retransmission/)

- Programming concurrent servers

  - [Part 1 - Introduction](https://eli.thegreenplace.net/2017/concurrent-servers-part-1-introduction/)
  - [Part 2 - Threads](https://eli.thegreenplace.net/2017/concurrent-servers-part-2-threads/)
  - [Part 3 - Event-driven](https://eli.thegreenplace.net/2017/concurrent-servers-part-3-event-driven/)
  - [Part 4 - libuv](https://eli.thegreenplace.net/2017/concurrent-servers-part-4-libuv/)
  - [Part 5 - Redis case study](https://eli.thegreenplace.net/2017/concurrent-servers-part-5-redis-case-study/)
  - [Part 6 - Callbacks, Promises and async/await](https://eli.thegreenplace.net/2018/concurrent-servers-part-6-callbacks-promises-and-asyncawait/)

- MQTT Broker from scratch
  - [Part 1 - The protocol](https://codepr.github.io/posts/sol-mqtt-broker)
  - [Part 2 - Networking](https://codepr.github.io/posts/sol-mqtt-broker-p2)
  - [Part 3 - Server](https://codepr.github.io/posts/sol-mqtt-broker-p3)
  - [Part 4 - Data structures](https://codepr.github.io/posts/sol-mqtt-broker-p4)
  - [Part 5 - Topic abstraction](https://codepr.github.io/posts/sol-mqtt-broker-p5)
  - [Part 6 - Handlers](https://codepr.github.io/posts/sol-mqtt-broker-p6)
  - [Bonus - Multithreading](https://codepr.github.io/posts/sol-mqtt-broker-bonus)


Question: How to: JavaScript:

Answer:
- [Build 30 things in 30 days with 30 tutorials](https://javascript30.com)
- [Build an App in Pure JS](https://medium.com/codingthesmartway-com-blog/pure-javascript-building-a-real-world-application-from-scratch-5213591cfcd6)
- [Build a Jupyter Notebook Extension](https://link.medium.com/wWUO7TN8SS)
- [Build a TicTacToe Game with JavaScript](https://medium.com/javascript-in-plain-english/build-tic-tac-toe-game-using-javascript-3afba3c8fdcc)
- [Build a Simple Weather App With Vanilla JavaScript](https://webdesign.tutsplus.com/tutorials/build-a-simple-weather-app-with-vanilla-javascript--cms-33893)
- [Build a Todo List App in JavaScript](https://github.com/dwyl/javascript-todo-list-tutorial)


Question: How to: HTML and CSS:

Answer:
- [Build A Loading Screen](https://medium.freecodecamp.org/how-to-build-a-delightful-loading-screen-in-5-minutes-847991da509f)
- [Build an HTML Calculator with JS](https://medium.freecodecamp.org/how-to-build-an-html-calculator-app-from-scratch-using-javascript-4454b8714b98)
- [Build Snake using only JavaScript, HTML & CSS](https://www.freecodecamp.org/news/think-like-a-programmer-how-to-build-snake-using-only-javascript-html-and-css-7b1479c3339e/)


Question: How to: Mobile Application:

Answer:
- [Build a React Native Todo Application](https://egghead.io/courses/build-a-react-native-todo-application)
- [Build a React Native Application with Redux Thunk](https://medium.com/@alialhaddad/how-to-use-redux-thunk-in-react-and-react-native-4743a1321bd0)


Question: How to: Web Applications:

Answer:
#### React:

- [Create Serverless React.js Apps](http://serverless-stack.com/)
- [Create a Trello Clone](http://codeloveandboards.com/blog/2016/01/04/trello-tribute-with-phoenix-and-react-pt-1/)
- [Create a Character Voting App with React, Node, MongoDB and SocketIO](http://sahatyalkabov.com/create-a-character-voting-app-using-react-nodejs-mongodb-and-socketio)
- [React Tutorial: Cloning Yelp](https://www.fullstackreact.com/articles/react-tutorial-cloning-yelp/)
- [Build a Full Stack Movie Voting App with Test-First Development using Mocha, React, Redux and Immutable](https://teropa.info/blog/2015/09/10/full-stack-redux-tutorial.html)
- [Build a Twitter Stream with React and Node](https://scotch.io/tutorials/build-a-real-time-twitter-stream-with-node-and-react-js)
- [Build A Simple Medium Clone using React.js and Node.js](https://medium.com/@kris101/clone-medium-on-node-js-and-react-js-731cdfbb6878)
- [Integrate MailChimp in JS](https://medium.freecodecamp.org/how-to-integrate-mailchimp-in-a-javascript-web-app-2a889fb43f6f)
- [Build A Chrome Extension with React + Parcel](https://medium.freecodecamp.org/building-chrome-extensions-in-react-parcel-79d0240dd58f)
- [Build A ToDo App With React Native](https://blog.hasura.io/tutorial-fullstack-react-native-with-graphql-and-authentication-18183d13373a)
- [Make a Chat Application](https://medium.freecodecamp.org/how-to-build-a-chat-application-using-react-redux-redux-saga-and-web-sockets-47423e4bc21a)
- [Create a News App with React Native](https://medium.freecodecamp.org/create-a-news-app-using-react-native-ced249263627)
- [Learn Webpack For React](https://medium.freecodecamp.org/learn-webpack-for-react-a36d4cac5060)
- [Testing React App With Puppeteer and Jest](https://blog.bitsrc.io/testing-your-react-app-with-puppeteer-and-jest-c72b3dfcde59)
- [Build Your Own React Boilerplate](https://medium.freecodecamp.org/how-to-build-your-own-react-boilerplate-2f8cbbeb9b3f)
- [Code The Game Of Life With React](https://medium.freecodecamp.org/create-gameoflife-with-react-in-one-hour-8e686a410174)
- [A Basic React+Redux Introductory Tutorial](https://hackernoon.com/a-basic-react-redux-introductory-tutorial-adcc681eeb5e)
- [Build an Appointment Scheduler](https://hackernoon.com/build-an-appointment-scheduler-using-react-twilio-and-cosmic-js-95377f6d1040)
- [Build A Chat App with Sentiment Analysis](https://codeburst.io/build-a-chat-app-with-sentiment-analysis-using-next-js-c43ebf3ea643)
- [Build A Full Stack Web Application Setup](https://hackernoon.com/full-stack-web-application-using-react-node-js-express-and-webpack-97dbd5b9d708)
- [Create Todoist clone with React and Firebase](https://www.youtube.com/watch?v=hT3j87FMR6M)
- Build A Random Quote Machine
  - [Part 1](https://www.youtube.com/watch?v=3QngsWA9IEE)
  - [Part 2](https://www.youtube.com/watch?v=XnoTmO06OYo)
  - [Part 3](https://www.youtube.com/watch?v=us51Jne67_I)
  - [Part 4](https://www.youtube.com/watch?v=iZx7hqHb5MU)
  - [Part 5](https://www.youtube.com/watch?v=lpba9vBqXl0)
  - [Part 6](https://www.youtube.com/watch?v=Jvp8j6zrFHE)
  - [Part 7](https://www.youtube.com/watch?v=M_hFfrN8_PQ)
- [React Phone E-Commerce Project(video)](https://www.youtube.com/watch?v=-edmQKcOW8s)

#### Angular:

- [Build an Instagram Clone with Angular 1.x](https://hackhands.com/building-instagram-clone-angularjs-satellizer-nodejs-mongodb/)
- Build an offline-capable Hacker News client with Angular 2+
  - [Part 1](https://houssein.me/angular2-hacker-news)
  - [Part 2](https://houssein.me/progressive-angular-applications)
- [Build a Google+ clone with Django and AngularJS (Angular 1.x)](https://thinkster.io/django-angularjs-tutorial)
- Build A Beautiful Real World App with Angular 8 :

  - [Part I](https://medium.com/@hamedbaatour/build-a-real-world-beautiful-web-app-with-angular-6-a-to-z-ultimate-guide-2018-part-i-e121dd1d55e)
  - [Part II](https://medium.com/@hamedbaatour/build-a-real-world-beautiful-web-app-with-angular-8-the-ultimate-guide-2019-part-ii-fe70852b2d6d)

- [Build Responsive layout with BootStrap 4 and Angular 6](https://medium.com/@tomastrajan/how-to-build-responsive-layouts-with-bootstrap-4-and-angular-6-cfbb108d797b)
- ToDo App with Angular 5
  - [Introduction to Angular](http://www.discoversdk.com/blog/intro-to-angular-and-the-evolution-of-the-web)
  - [Part 1](http://www.discoversdk.com/blog/angular-5-to-do-list-app-part-1)

#### Node:

- [Build a real-time Markdown Editor with NodeJS](https://scotch.io/tutorials/building-a-real-time-markdown-viewer)
- [Test-Driven Development with Node, Postgres and Knex](http://mherman.org/blog/2016/04/28/test-driven-development-with-node/)
- Write a Twitter Bot in Node.js
  - [Part 1](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-in-just-38-lines-of-code-ed92db9eb078)
  - [Part 2](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-part-2-do-more-2ef1e039715d)
- [Build A Simple Search Bot in 30 minutes](https://medium.freecodecamp.org/how-to-build-a-sim


Question: How to: Game Development:

Answer:
- [Make 2D Breakout Game using Phaser](https://developer.mozilla.org/en-US/docs/Games/Tutorials/2D_breakout_game_Phaser)
- Make Flappy Bird in HTML5 and JavaScript with Phaser
  - [Part 1](http://www.lessmilk.com/tutorial/flappy-bird-phaser-1)
  - [Part 2](http://www.lessmilk.com/tutorial/flappy-bird-phaser-2)


Question: How to: Desktop Application:

Answer: - [Build A Desktop Chat App with React and Electron](https://medium.freecodecamp.org/build-a-desktop-chat-app-with-react-electron-and-chatkit-744d168e6f2f)


Question: How to: Miscellaneous:

Answer:
- [How to Build a Web Framework in Less Than 20 Lines of Code](https://www.pubnub.com/blog/build-yourself-a-web-framework-in-less-than-20-lines-of-code/)
- [Build Yourself a Redux](https://zapier.com/engineering/how-to-build-redux/)
- [How to write your own Virtual DOM](https://medium.com/@deathmood/how-to-write-your-own-virtual-dom-ee74acc13060)
- [Build A Realtime Serverless GraphQL API with WebSockets on AWS](https://andrewgriffithsonline.com/blog/serverless-websockets-on-aws/)


Question: How to: Web Scraping:

Answer:
- [Mining Twitter Data with Python](https://marcobonzanini.com/2015/03/02/mining-twitter-data-with-python-part-1/)
- [Scrape a Website with Scrapy and MongoDB](https://realpython.com/blog/python/web-scraping-with-scrapy-and-mongodb/)
- [How To Scrape With Python and Selenium WebDriver](http://www.byperth.com/2018/04/25/guide-web-scraping-101-what-you-need-to-know-and-how-to-scrape-with-python-selenium-webdriver/)
- [Which Movie Should I Watch using BeautifulSoup](https://medium.com/@nishantsahoo.in/which-movie-should-i-watch-5c83a3c0f5b1)


Question: How to: Data Science:

Answer:
- Learn Python For Data Science by Doing Several Projects (video):
  - [Part 1: Introduction](https://www.youtube.com/watch?v=T5pRlIbr6gg)
  - [Part 2: Twitter Sentiment Analysis](https://www.youtube.com/watch?v=o_OZdbCzHUA)
  - [Part 3: Recommendation Systems](https://www.youtube.com/watch?v=9gBC9R-msAk&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU&index=3)
  - [Part 4: Predicting Stock Prices](https://www.youtube.com/watch?v=SSu00IRRraY&index=4&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)
  - [Part 5: Deep Dream in TensorFlow](https://www.youtube.com/watch?v=MrBzgvUNr4w&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU&index=5)
  - [Part 6: Genetic Algorithms](https://www.youtube.com/watch?v=dSofAXnnFrY&index=6&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)


Question: How to: Machine Learning:

Answer:
- [Write Linear Regression From Scratch in Python](https://www.youtube.com/watch?v=uwwWVAgJBcM) (video)
- [Step-By-Step Machine Learning In Python](https://machinelearningmastery.com/machine-learning-in-python-step-by-step/)
- [Predict Quality Of Wine](https://medium.freecodecamp.org/using-machine-learning-to-predict-the-quality-of-wines-9e2e13d7480d)
- [Solving A Fruits Classification Problem](https://towardsdatascience.com/solving-a-simple-classification-problem-with-python-fruits-lovers-edition-d20ab6b071d2)
- [Learn Unsupervised Learning with Python](https://scikit-learn.org/stable/unsupervised_learning.html)
- [Build Your Own Neural Net from Scratch in Python](https://towardsdatascience.com/how-to-build-your-own-neural-network-from-scratch-in-python-68998a08e4f6)
- [Linear Regression in Python without sklearn](https://medium.com/we-are-orb/linear-regression-in-python-without-scikit-learn-50aef4b8d122)
- [Multivariate Linear Regression without sklearn](https://medium.com/we-are-orb/multivariate-linear-regression-in-python-without-scikit-learn-7091b1d45905)
- [Music Recommender using KNN](https://towardsdatascience.com/how-to-build-a-simple-song-recommender-296fcbc8c85)
- Find Similar Quora Questions-
  - [Using BOW, TFIDF and Xgboost](https://towardsdatascience.com/finding-similar-quora-questions-with-bow-tfidf-and-random-forest-c54ad88d1370)
  - [Using Word2Vec and Xgboost](https://towardsdatascience.com/finding-similar-quora-questions-with-word2vec-and-xgboost-1a19ad272c0d)
- [Detecting Fake News with Python and Machine Learning](https://data-flair.training/blogs/advanced-python-project-detecting-fake-news/)


Question: How to: Deep Learning:

Answer:
- [Using Convolutional Neural Nets to Detect Facial Keypoints](http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/)
- [Generate an Average Face using Python and OpenCV](https://www.learnopencv.com/average-face-opencv-c-python-tutorial/)
- [Break A Captcha System using CNNs](https://medium.com/@ageitgey/how-to-break-a-captcha-system-in-15-minutes-with-machine-learning-dbebb035a710)
- [Use pre-trained Inception model to provide image predictions](https://medium.com/google-cloud/keras-inception-v3-on-google-compute-engine-a54918b0058)
- [Create your first CNN](https://hackernoon.com/deep-learning-cnns-in-tensorflow-with-gpus-cba6efe0acc2)
- [Build A Facial Recognition Pipeline](https://hackernoon.com/building-a-facial-recognition-pipeline-with-deep-learning-in-tensorflow-66e7645015b8)
- [Build An Image Caption Generator](https://medium.freecodecamp.org/building-an-image-caption-generator-with-deep-learning-in-tensorflow-a142722e9b1f)
- [Make your Own Face Recognition System](https://medium.freecodecamp.org/making-your-own-face-recognition-system-29a8e728107c)
- [Train a Language Detection AI in 20 minutes](https://towardsdatascience.com/how-i-trained-a-language-detection-ai-in-20-minutes-with-a-97-accuracy-fdeca0fb7724)
- [Object Detection With Neural Networks](https://towardsdatascience.com/object-detection-with-neural-networks-a4e2c46b4491)
- Learn Twitter Sentiment Analysis -
  - [Part I - Data Cleaning](https://towardsdatascience.com/another-twitter-sentiment-analysis-bb5b01ebad90)
  - [Part II - EDA, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-2-333514854913)
  - [Part III - Zipf's Law, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-3-zipfs-law-data-visualisation-fc9eadda71e7)
  - [Part IV - Feature Extraction(count vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-4-count-vectorizer-b3f4944e51b5)
  - [Part V - Feature Extraction(Tfidf vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-5-50b4e87d9bdd)
  - [Part VI - Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-6-doc2vec-603f11832504)
  - [Part VII - Phrase Modeling + Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-7-phrase-modeling-doc2vec-592a8a996867)
  - [Part VIII - Dimensionality Reduction](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-8-dimensionality-reduction-chi2-pca-c6d06fb3fcf3)
  - [Part IX - Neural Nets with Tfdif vectors](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-9-neural-networks-with-tfidf-vectors-using-d0b4af6be6d7)
  - [Part X - Neural Nets with word2vec/doc2vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-10-neural-network-with-a6441269aa3c)
  - [Part XI - CNN with Word2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-11-cnn-word2vec-41f5e28eda74)
- [Use Transfer Learning for custom image classification](https://becominghuman.ai/transfer-learning-retraining-inception-v3-for-custom-image-classification-2820f653c557)
- [Learn to Code a simple Neural Network in 11 lines of Python](https://iamtrask.github.io/2015/07/12/basic-python-network/)
- [Build a Neural Network using Gradient Descent Approach](https://iamtrask.github.io/2015/07/27/python-network-part2/)
- [Train a Keras Model To Generate Colors](https://heartbeat.fritz.ai/how-to-train-a-keras-model-to-generate-colors-3bc79e54971b)
- [Get Started with Keras on a Custom Dataset](https://www.pyimagesearch.com/2018/09/10/keras-tutorial-how-to-get-started-with-keras-deep-learning-and-python/)
- [Use EigenFaces and FisherFaces on Faces94 dataset](https://nicholastsmith.wordpress.com/2016/02/18/eigenfaces-versus-fisherfaces-on-the-faces94-database-with-scikit-learn/)
- [Kaggle MNIST Digit Recognizer Tutorial](https://medium.com/@lvarruda/how-to-get-top-2-position-on-kaggles-mnist-digit-recognizer-48185d80a2d4)
- [Fashion MNIST tutorial with tf.keras](https://medium.com/tensorflow/hello-deep-learning-fashion-mnist-with-keras-50fcff8cd74a)
- [CNN using Keras to automatically classify root health](https://www.pyimagesearch.com/2018/10/15/deep-learning-hydroponics-and-medical-marijuana/)
- [Keras vs Tensorflow](https://www.pyimagesearch.com/2018/10/08/keras-vs-tensorflow-which-one-is-better-and-which-one-should-i-learn/)
- [Deep Learning and Medical Image Analysis for Malaria Detection](https://www.pyimagesearch.com/2018/12/03/deep-learning-and-medical-image-analysis-with-keras/)
- [Transfer Learning for Image Classification using Keras](https://towardsdatascience.com/transfer-learning-for-image-classification-using-keras-c47ccf09c8c8)
- [Code a Smile Classifier using CNNS in Python](https://git


Question: How to: Ruby on Rails:

Answer:
- [The Ruby on Rails Tutorial](https://www.railstutorial.org/book)
- [Build Instagram From Scratch with Ruby on Rails](https://www.dropbox.com/s/9vq430e9s3q7pu8/Let%27s%20Build%20Instagram%20with%20Ruby%20on%20Rails%20-%20Free%20Edition.pdf?dl=0)
- [Build a Social Network using Rails](https://medium.com/rails-ember-beyond/how-to-build-a-social-network-using-rails-eb31da569233)
- [How To Build a Ruby on Rails Application](https://www.digitalocean.com/community/tutorials/how-to-build-a-ruby-on-rails-application)


Question: How to: Additional Resources

Answer:
- [React Redux Links](https://github.com/markerikson/react-redux-links)
- [Udemy.com](https://www.udemy.com/)
- [Full Stack Python](https://www.fullstackpython.com/)
- [Node School](https://nodeschool.io/)
- [ScotchIO](https://scotch.io/)
- [Exercism](http://www.exercism.io/)
- [Egghead.io](http://www.egghead.io/)
- [Michael Herman's Blog](http://mherman.org/)
- [Thinkster.io](http://thinkster.io)
- [Enlight](https://enlight.nyc/)
- [Hack Club Workshops](https://hackclub.com/workshops/)
- [CodeCrafters](https://codecrafters.io/)


Question: How to: The Repository

Answer: This repository ("`Code - OSS`") is where we (Microsoft) develop the [Visual Studio Code](https://code.visualstudio.com) product together with the community. Not only do we work on code and issues here, we also publish our [roadmap](https://github.com/microsoft/vscode/wiki/Roadmap), [monthly iteration plans](https://github.com/microsoft/vscode/wiki/Iteration-Plans), and our [endgame plans](https://github.com/microsoft/vscode/wiki/Running-the-Endgame). This source code is available to everyone under the standard [MIT license](https://github.com/microsoft/vscode/blob/main/LICENSE.txt).


Question: How to: Visual Studio Code

Answer:
[Visual Studio Code](https://code.visualstudio.com) is a distribution of the `Code - OSS` repository with Microsoft-specific customizations released under a traditional [Microsoft product license](https://code.visualstudio.com/License/).

[Visual Studio Code](https://code.visualstudio.com) combines the simplicity of a code editor with what developers need for their core edit-build-debug cycle. It provides comprehensive code editing, navigation, and understanding support along with lightweight debugging, a rich extensibility model, and lightweight integration with existing tools.

Visual Studio Code is updated monthly with new features and bug fixes. You can download it for Windows, macOS, and Linux on [Visual Studio Code's website](https://code.visualstudio.com/Download). To get the latest releases every day, install the [Insiders build](https://code.visualstudio.com/insiders).


Question: How to: Contributing

Answer:
There are many ways in which you can participate in this project, for example:

* [Submit bugs and feature requests](https://github.com/microsoft/vscode/issues), and help us verify as they are checked in
* Review [source code changes](https://github.com/microsoft/vscode/pulls)
* Review the [documentation](https://github.com/microsoft/vscode-docs) and make pull requests for anything from typos to additional and new content

If you are interested in fixing issues and contributing directly to the code base,
please see the document [How to Contribute](https://github.com/microsoft/vscode/wiki/How-to-Contribute), which covers the following:

* [How to build and run from source](https://github.com/microsoft/vscode/wiki/How-to-Contribute)
* [The development workflow, including debugging and running tests](https://github.com/microsoft/vscode/wiki/How-to-Contribute#debugging)
* [Coding guidelines](https://github.com/microsoft/vscode/wiki/Coding-Guidelines)
* [Submitting pull requests](https://github.com/microsoft/vscode/wiki/How-to-Contribute#pull-requests)
* [Finding an issue to work on](https://github.com/microsoft/vscode/wiki/How-to-Contribute#where-to-contribute)
* [Contributing to translations](https://aka.ms/vscodeloc)


Question: How to: Related Projects

Answer: Many of the core components and extensions to VS Code live in their own repositories on GitHub. For example, the [node debug adapter](https://github.com/microsoft/vscode-node-debug) and the [mono debug adapter](https://github.com/microsoft/vscode-mono-debug) repositories are separate from each other. For a complete list, please visit the [Related Projects](https://github.com/microsoft/vscode/wiki/Related-Projects) page on our [wiki](https://github.com/microsoft/vscode/wiki).


Question: How to: Bundled Extensions

Answer: VS Code includes a set of built-in extensions located in the [extensions](extensions) folder, including grammars and snippets for many languages. Extensions that provide rich language support (inline suggestions, Go to Definition) for a language have the suffix `language-features`. For example, the `json` extension provides coloring for `JSON` and the `json-language-features` extension provides rich language support for `JSON`.


Question: How to: Development Container

Answer:
This repository includes a Visual Studio Code Dev Containers / GitHub Codespaces development container.

* For [Dev Containers](https://aka.ms/vscode-remote/download/containers), use the **Dev Containers: Clone Repository in Container Volume...** command which creates a Docker volume for better disk I/O on macOS and Windows.
  * If you already have VS Code and Docker installed, you can also click [here](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/microsoft/vscode) to get started. This will cause VS Code to automatically install the Dev Containers extension if needed, clone the source code into a container volume, and spin up a dev container for use.

* For Codespaces, install the [GitHub Codespaces](https://marketplace.visualstudio.com/items?itemName=GitHub.codespaces) extension in VS Code, and use the **Codespaces: Create New Codespace** command.

Docker / the Codespace should have at least **4 Cores and 6 GB of RAM (8 GB recommended)** to run a full build. See the [development container README](.devcontainer/README.md) for more information.