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docs/awesome/awesome-agi-cocosci.md

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* [Artificial Intelligence for Retrosynthetic Planning Needs Both Data and Expert Knowledge](https://pubs.acs.org/doi/full/10.1021/jacs.4c00338) - ***Journal of the American Chemical Society***, 2024. [[All Versions](https://scholar.google.com/scholar?cluster=10595951443492961310)]. The development of AI synthesis planners trained solely on reaction-example-data has stagnated and is not on par with the performance of “hybrid” algorithms combining AI with expert knowledge. This Perspective examines possible causes of these shortcomings, extending beyond the established reasoning of insufficient quantities of reaction data. The authors advocate augmenting the unique capabilities of AI with the knowledge base and the reasoning strategies of domain experts.
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* [An augmented reality microscope with real-time artificial intelligence integration for cancer diagnosis](https://www.nature.com/articles/s41591-019-0539-7) - ***Nature Medicine***, 2019. [[All Versions](https://scholar.google.com/scholar?cluster=3280260879383275625)]. The microscopic assessment of tissue samples is instrumental for the diagnosis and staging of cancer, and thus guides therapy. However, these assessments demonstrate considerable variability and many regions of the world lack access to trained pathologists. Though artificial intelligence (AI) promises to improve the access and quality of healthcare, the costs of image digitization in pathology and difficulties in deploying AI solutions remain as barriers to real-world use. This work proposes a cost-effective solution: the augmented reality microscope (ARM). The ARM overlays AI-based information onto the current view of the sample in real time, enabling seamless integration of AI into routine workflows.
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* [Optimizing Spaced Repetition Schedule by Capturing the Dynamics of Memory](https://ieeexplore.ieee.org/abstract/document/10059206) - ***IEEE Transactions on Knowledge and Data Engineering***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=949715967083833369&hl=en&as_sdt=0,10)].
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* [LEGAL-BERT: The Muppets straight out of Law School](https://aclanthology.org/2020.findings-emnlp.261/) - ***EMNLP'20***, 2020. [[All Versions](https://scholar.google.com/scholar?cluster=11254432523766039890&hl=en&as_sdt=0,5)]. Generating answers to legal questions, analyze contracts, and summarizing legal documents, making legal knowledge more accessible to non-experts.

docs/awesome/awesome-agriculture.md

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docs/awesome/awesome-angular.md

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* [pastanaga-angular](https://github.com/plone/pastanaga-angular) - An Angular implementation of Pastanaga design system offering a set of re-usable UI components which are covering typical needs of any web application. It is maintained by [Plone](http://plone.org/) and [Guillotina](http://guillotina.io/) communities.
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* [ngx-nighthawk](https://github.com/evenuxjs/ngx-nighthawk) - It offers a comprehensive set of components that are highly configurable and user-friendly. This package integrates the best open-source tools, such as Bootstrip — a streamlined version of Bootstrap that focuses solely on Grid and Utility features.
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* [tableau-ui-angular](https://github.com/serionist/tableau-ui-angular) - A third-party component library that brings Tableau-style components to Angular.
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* [ng-verse](https://github.com/lukonik/ng-verse) - A collection of feature-rich Angular components, directives, and pipes. Unlike traditional UI libraries, it requires no installation—just copy and paste what you need into your project. Check the [docs](https://www.ng-verse.dev/) for more.
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##### Material Based
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docs/awesome/awesome-annual-security-reports.md

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- [IDS Alliance](https://www.idsalliance.org/white-paper/2024-trends-in-securing-digital-identities/) - [2024 Trends in Securing Digital Identities](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/AICD-Directors-Introduction-to-AI-2024.pdf) (2024) - Provides insights into current plans, historical trends, and approaches to cybersecurity and identity management.
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- [ManageEngine](https://www.manageengine.com/privileged-access-management/identity-threat-and-security-report-2024.html) - [Identity Security Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/ManageEngine-Identity-Security-Insights-2024.pdf) (2024) - Explores global identity security readiness across industries and roles, examining the rising tide of AI-driven phishing, social engineering, and credential theft.
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- [Omada](https://omadaidentity.com/resources/analyst-reports/state-of-iga/) - [State of Identity Governance](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Omada-State-of-Identity-Governance-2024.pdf) (2024) Highlights the modernization of identity governance driven by digital transformation and hybrid workforces, emphasizing SaaS-based solutions, analytics, and automation for scalable and secure identity management.
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- [PushSecurity](https://pushsecurity.com/resources/2024-identity-attacks) - [Identity Attacks](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/PushSecurity-Identity-Attacks-2024.pdf) (2024) - Highlights that 2024 is seeing a rise in identity-based attacks, as attackers increasingly target vulnerable identities now that identity has become the new security perimeter
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- [PushSecurity](https://pushsecurity.com/resources/2024-identity-attacks) - [Identity Attacks](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/PushSecurity-Identity-Attacks-2024.pdf) (2024) - Highlights that 2024 is seeing a rise in identity-based attacks, as attackers increasingly target vulnerable identities now that identity has become the new security perimeter.
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- [SailPoint](https://www.sailpoint.com/identity-security-adoption) - [Horizons of Identity Security](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/SailPoint-Horizons-of-Identity-Security-2024.pdf) (2024) - Explores the evolving landscape of identity security, emphasizing its role in mitigating cyber risks while enhancing business value and productivity.
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## Penetration Testing
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- [Bugcrowd](https://www.bugcrowd.com/resources/report/the-total-economic-impact-of-bugcrowd-managed-bug-bounty/) - [The Total Economic Impact Of Bugcrowd Managed Bug Bounty](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Forrester-The-Total-Economic-Impact-Of-Bugcrowd-Managed-BugBounty-2024.pdf) (2024) - Analyzes the economic benefits and impacts of Bugcrowd's managed bug bounty programs, supported by data-driven insights from Forrester.

docs/awesome/awesome-ansible.md

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- [Automation Controller](https://www.ansible.com/products/controller) - Automation Controller (formerly Ansible Tower) by Red Hat helps you scale IT automation, manage complex deployments and speed productivity. Extend the power of Ansible to your entire team.
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- [AWX](https://github.com/ansible/awx) - AWX provides a web-based user interface, REST API, and task engine built on top of Ansible. It is the upstream project for Automation Controller, a commercial derivative of AWX.
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- [Ansible Lint](https://github.com/ansible/ansible-lint) - Checks Playbooks for best practices and behavior that could potentially be improved.
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- [Ansible Later](https://github.com/thegeeklab/ansible-later) - Another best practice scanner. Checks Playbooks and Roles for best practices and behavior that could potentially be improved.
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- [Ansible Doctor](https://github.com/thegeeklab/ansible-doctor) - Simple annotation like documentation generator for Ansible roles based on Jinja2 templates.
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- [Ansible cmdb](https://github.com/fboender/ansible-cmdb) - Takes the output of Ansible's fact gathering and converts it into a static HTML page.
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- [ARA](https://github.com/ansible-community/ara) - ARA Records Ansible playbooks and makes them easier to understand and troubleshoot with a reporting API, UI and CLI.

docs/awesome/awesome-for-beginners.md

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- [Reddit Enhancement Suite](https://github.com/honestbleeps/Reddit-Enhancement-Suite) _(label: help-wanted)_ <br> A browser extension to enhance the Reddit browsing experience.
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- [Semantic-UI-React](https://github.com/Semantic-Org/Semantic-UI-React) _(label: good first issue)_ <br> The official React integration for Semantic UI.
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- [serverless](https://github.com/serverless/serverless) _(label: good first issue)_ <br> The Serverless Framework
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- [SirixDB](https://github.com/sirixdb/sirix-svelte-front-end) _(label: good first issue)_ <br> A Svelte/Sapper based web front-end for SirixDB, which is a versioned NoSQL document store (XML and JSON) written in Java.
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- [Storybook JS](https://github.com/storybookjs/storybook) _(label: good first issue)_ <br> Storybook is a frontend workshop for building UI components and pages in isolation.
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- [stryker](https://github.com/stryker-mutator/stryker) _(label: 👶 Good first issue)_ <br> The JavaScript mutation testing framework
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- [Superalgos](https://github.com/Superalgos/Superalgos) _(label: good first issue)_ <br> A completely Open Source crypto trading bot rewarding good contributions with the SA(Superalgos)-Token.
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- [Amplication](https://github.com/amplication/amplication) _(label: good first issue)_ <br> Amplication is an open-source development tool. It helps you develop quality Node.js applications without spending time on repetitive coding tasks.
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- [Berry - Active development trunk for Yarn](https://github.com/yarnpkg/berry) _(label: good first issue)_ <br> Fast, reliable, and secure dependency management.
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- [Booster](https://github.com/boostercloud/booster) _(label: good first issue)_ <br> A truly serverless framework, write your code and deploy it in seconds without any server configuration files.
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- [Devopness](https://github.com/devopness/devopness) _(label: good first issue)_ <br> Devopness aims to drastically simplify the way we manage cloud applications and multi cloud infrastructure in a secure and productive way.
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- [Graphback](https://github.com/aerogear/graphback) _(label: good first issue)_ <br> A CLI and runtime framework to generate a GraphQL API in seconds.
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- [H2O Wave](https://github.com/h2oai/wave) _(label: good first issue)_ <br> Realtime Web Apps and Dashboards framework for Python and R. Suited (not only) for AI audience.
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- [Hasura GraphQL Engine](https://github.com/hasura/graphql-engine) _(label: good first issue)_ <br> Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events.

docs/awesome/awesome-generative-ai.md

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### Chatbots
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- [ChatGPT](https://chat.openai.com/chat) - ChatGPT by OpenAI is a large language model that interacts in a conversational way.
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- [ChatGPT](https://chatgpt.com/) - ChatGPT by OpenAI is a large language model that interacts in a conversational way.
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- [Copilot](https://copilot.microsoft.com/) - An everyday AI companion by Microsoft.
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- [Gemini](https://gemini.google.com/) - A family of multimodal large language model developed by Google Deepmind.
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- [DeepSeek](https://www.deepseek.com/) - Cutting-edge LLMs for enterprise, consumer, and scientific applications. #opensource

docs/awesome/awesome-hackathon.md

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- [Dribdat wiki](https://github.com/dribdat/docs/wiki) - Community sourced guidelines from an open source project.
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- [GitHub Guide to Hackathons](https://hackathons.github.com/) - Join a community connected by code, with tips & tricks from GitHub.
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- [hack.athon.uk](https://hack.athon.uk/) - A wiki for helping hackers get into hackathons and organise them!
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- [Hackathon Guidelines - Opendata.ch](https://opendata.ch/guidelines) - Principles for hackathons from the Swiss open data community.
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- [Hackathon Hackers Guide](https://github.com/HackathonHackers/Hackathon-Resources/blob/master/RESOURCES.md) - Collection of high quality hackathon resources. See also [Etiquette](https://medium.com/hackathon-hackers/hackathon-hackers-etiquette-cbcb9d1cda54#.dmgz1wp4y) and [Subgroups](https://github.com/HackathonHackers/groups).
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- [Hackathon Leitfaden](https://github.com/okfde/hackathon-leitfaden) - (In German) Printed guide for municipalities.
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- [Hackathon Toolbox](https://hackathontoolbox.com/) - Suggests technical tools by stage of hackathon development.
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- [Hackathon.guide](https://github.com/JoshData/hackathon.guide) - A step-by-step guide by seasoned organizer Joshua Tauberer.
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- [Hackday Manifesto](https://github.com/hackdaymanifesto/site) - How to make your event a success, and avoid common pitfalls.
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- [Hack4TheFuture Guidebook](https://hack4thefuture.eu/Guidebook_Hack4theFuture_02.pdf) - from an EU project, a book on running international events.
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- [hack.athon.uk](https://hack.athon.uk/) - A wiki for helping hackers get into hackathons and organise them!
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- [Hack Tools](https://hack-tools.github.io/) - Theodoros Ploumis has great advice for attendees, evaluators and organizers.
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- [Handbuch Jugend-Hackathons](https://handbuch.jugendhackt.de/) - (In German) An in-depth guide to organizing youth events.
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- [Mattermost Handbook](https://handbook.mattermost.com/contributors/contributors/how-to-run-a-hackathon) - Practical guidelines from the open source Mattermost chat server.

docs/awesome/awesome-ios.md

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*Smart, beautiful and elegant tools to help you create command line applications.*
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- [Swiftline](https://github.com/nsomar/Swiftline) - Swiftline is a set of tools to help you create command line applications.
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- [Commander](https://github.com/kylef/Commander) - Compose beautiful command line interfaces in Swift.
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- [Ashen](https://github.com/colinta/Ashen) - A framework for writing terminal applications in Swift.
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- [Linenoise](https://github.com/andybest/linenoise-swift) - A pure Swift replacement for readline
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- [ColorizeSwift](https://github.com/mtynior/ColorizeSwift) - Terminal string styling for Swift.
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- [Guaka](https://github.com/nsomar/Guaka) - The smartest and most beautiful (POSIX compliant) Command line framework for Swift.
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- [Marathon](https://github.com/JohnSundell/Marathon) - Marathon makes it easy to write, run and manage your Swift scripts.
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- [CommandCougar](https://github.com/surfandneptune/CommandCougar) - An elegant pure Swift library for building command line applications.
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- [Crayon](https://github.com/luoxiu/Crayon) - Terminal string styling with expressive api and 256/TrueColor support.
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- [SwiftShell](https://github.com/kareman/SwiftShell) - A Swift framework for shell scripting and running shell commands.
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- [SourceDocs](https://github.com/eneko/SourceDocs) - Command Line Tool that generates Markdown documentation from inline source code comments.
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- [Commander](https://github.com/kylef/Commander) - Compose beautiful command line interfaces in Swift.
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- [Crayon](https://github.com/luoxiu/Crayon) - Terminal string styling with expressive API and 256/TrueColor support.
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- [Guaka](https://github.com/nsomar/Guaka) - The smartest and most beautiful (POSIX compliant) command line framework for Swift.
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- [ModuleInterface](https://github.com/minuscorp/ModuleInterface) - Command Line Tool that generates the Module's Interface from a Swift project.
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- [nef](https://github.com/bow-swift/nef) - Command line tool to ease the creation of documentation in the form of Swift Playgrounds.
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- [Progress](https://github.com/jkandzi/Progress.swift) - Add beautiful progress bars to your loops.
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- [SourceDocs](https://github.com/eneko/SourceDocs) - Command Line Tool that generates Markdown documentation from inline source code comments.
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- [Swift Argument Parser](https://github.com/apple/swift-argument-parser) - Straightforward, type-safe argument parsing for Swift
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- [SwiftCLI](https://github.com/jakeheis/SwiftCLI) - A powerful framework for developing CLIs in Swift
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- [Swiftline](https://github.com/nsomar/Swiftline) - Swiftline is a set of tools to help you create command line applications.
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- [SwiftShell](https://github.com/kareman/SwiftShell) - A Swift framework for shell scripting and running shell commands.
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- [SwiftyTextTable](https://github.com/scottrhoyt/SwiftyTextTable) - A lightweight library for generating text tables.
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docs/awesome/awesome-jamstack.md

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- [Netlify Forms](https://www.netlify.com/docs/form-handling/) - Built-in form handling on building time by parsing HTML files directly at deploy time.
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- [Arengu](https://www.arengu.com) - Build signup and login forms with Arengu, enable social login, add 2FA or use passwordless flows to authenticate users with your API or identity provider.
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- [Static Forms](https://www.staticforms.xyz/) - Integrate HTML forms easily without any server side code. After user submits the form we'll send you content of the form to your registered email.
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- [Form.taxi](https://form.taxi) - An endpoint for HTML forms to handle submissions with ease. It offers a rich feature set with email notifications, file uploads, submissions archive, GDPR-compliant data processing and a lot more.
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docs/awesome/awesome-neovim.md

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- [polirritmico/telescope-lazy-plugins.nvim](https://github.com/polirritmico/telescope-lazy-plugins.nvim) - A Telescope picker to quickly access plugins configurations from the lazy.nvim spec.
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- [MagicDuck/grug-far.nvim](https://github.com/MagicDuck/grug-far.nvim) - Buffer-based live search and replace with full power of `rg` flags. Grug like!
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- [chrisgrieser/nvim-rip-substitute](https://github.com/chrisgrieser/nvim-rip-substitute) - Search and replace in the current buffer with a modern UI and modern regex flavor. A substitute for Vim's `:substitute` using `ripgrep`.
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- [wsdjeg/flygrep.nvim](https://github.com/wsdjeg/flygrep.nvim) - Search text in a floating window asynchronously.
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docs/awesome/awesome-vue.md

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- [vue-scroll-picker](https://github.com/wan2land/vue-scroll-picker) - A scroll picker component for Vue 2.x. Support all gestures of mouse(also wheel) and touch.
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- [vue-roller-picker](https://github.com/keiwen/vue-roller-picker) - Roll-designed selector component for vue3
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- [vue-smooth-picker](https://github.com/hiyali/vue-smooth-picker) - A SmoothPicker for Vue 3 (like native datetime picker of iOS)
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##### Generator
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