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docs/awesome/awesome-agi-cocosci.md

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#### Science Education
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* [PersLEARN: Research Training through the Lens of Perspective Cultivation](https://aclanthology.org/2023.acl-demo.2/) - ***ACL'23***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=6242389165210232890)]. Scientific research is inherently shaped by its authors’ perspectives, influenced by various factorssuch as their personality, community, or society. Junior researchers often face challenges in identifying the perspectives reflected in the existing literature and struggle to develop their own viewpoints. To address the problem, this paper introduces PersLEARN, a tool designed to facilitate the cultivation of scientific perspectives, starting from a basic seed idea and progressing to a well-articulated framework.
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* [PersLEARN: Research Training through the Lens of Perspective Cultivation](https://aclanthology.org/2023.acl-demo.2/) - ***ACL'23***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=6242389165210232890)]. Scientific research is inherently shaped by its authors’ perspectives, influenced by various factors such as their personality, community, or society. Junior researchers often face challenges in identifying the perspectives reflected in the existing literature and struggle to develop their own viewpoints. To address the problem, this paper introduces PersLEARN, a tool designed to facilitate the cultivation of scientific perspectives, starting from a basic seed idea and progressing to a well-articulated framework.
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#### Democratization of Science

docs/awesome/awesome-frontend-gis.md

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- [Google Maps](https://developers.google.com/maps/documentation/javascript) - Google Maps API for JavaScript.
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- [Wrld.js](https://github.com/wrld3d/wrld.js/) - Animated 3D city maps based on Leaflet.
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- [Mapbox GL JS](https://docs.mapbox.com/mapbox-gl-js/examples/) - JavaScript library that uses WebGL to render interactive maps from vector tiles.
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- [ArcGIS API for JS](https://developers.arcgis.com/javascript/3/) - A lightweight way to embed maps and tasks in web applications.
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- [ArcGIS Maps SDK for JavaScript](https://developers.arcgis.com/javascript/latest/) - Modern JavaScript API and web component library for building interactive web apps for the browser.
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- [HERE maps API](https://developer.here.com/develop/javascript-api) - Build web applications with feature-rich and customizable HERE maps.
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- [Map Forecast API](https://github.com/windycom/API) - Simple-to-use library based on Leaflet 1.4.x. It allows you to show wind maps.
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- [Global Climate Monitor](https://www.globalclimatemonitor.org/) - Global open climate data available for download.
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- [Copernicus open access hub](https://scihub.copernicus.eu) - Copernicus satellite imagery download.
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- [Global Biodiversity Information Facility (GBIF)](https://www.gbif.org/) - An international network and data infrastructure funded by the world's governments and aimed at providing anyone, anywhere, open access to data about all types of life on Earth.
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- [Galileo](https://galileo.gisdata.io/) - Geospatial data discovery, download, and management platform.
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### Web APIs
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Restful APIs for consuming geospatial data on the fly:

docs/awesome/awesome-go.md

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- [cometbft](https://github.com/cometbft/cometbft) - A distributed, Byzantine fault-tolerant, deterministic state machine replication engine. It is a fork of Tendermint Core and implements the Tendermint consensus algorithm.
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- [cosmos-sdk](https://github.com/cosmos/cosmos-sdk) - A Framework for Building Public Blockchains in the Cosmos Ecosystem.
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- [gno](https://github.com/gnolang/gno) - A comprehensive smart contract suite built with Golang and Gnolang, a deterministic, purpose-built Go variant for blockchains.
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- [go-ethereum](https://github.com/ethereum/go-ethereum) - Official Go implementation of the Ethereum protocol.
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- [gosemble](https://github.com/LimeChain/gosemble) - A Go-based framework for building Polkadot/Substrate-compatible runtimes.
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- [gossamer](https://github.com/ChainSafe/gossamer) - A Go implementation of the Polkadot Host.
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- [usestdlibvars](https://github.com/sashamelentyev/usestdlibvars) - A linter that detect the possibility to use variables/constants from the Go standard library.
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- [vacuum](https://github.com/daveshanley/vacuum) - An ultra-super-fast, lightweight OpenAPI linter and quality checking tool.
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- [validate](https://github.com/mccoyst/validate) - Automatically validates struct fields with tags.
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- [wrapcheck](https://github.com/tomarrell/wrapcheck) - A linter to check that errors from external packages are wrapped.
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## Editor Plugins

docs/awesome/awesome-mongodb.md

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- [Mongolastic](https://github.com/ozlerhakan/mongolastic) - MongoDB to Elasticsearch (and vice-versa) migration tool
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- [MongoMultiMaster](https://github.com/rick446/mmm) - Multi-master replication
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- [ProvenDB](https://www.provendb.com/) - Blockchain based Data integrity solution for MongoDB
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### Deployment
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- [ansible-role-mongodb](https://github.com/UnderGreen/ansible-role-mongodb) - Ansible role
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- [chef-mongodb](https://github.com/edelight/chef-mongodb) - Chef cookbook

docs/awesome/awesome-playwright.md

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- [ZeroStep](https://github.com/zerostep-ai/zerostep) - AI actions and assertions for Playwright.
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- [POMWright](https://github.com/DyHex/POMWright) - POMWright is a TypeScript-based framework designed for creating and maintaining Page Object Models. It streamlines locator management by automatically generating nested/chained locators from flat and atomic locator structures which can be dynamically updated throughout tests. This significantly reduces code duplication and makes tests easier to read, write, and maintain.
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- [playwright-magic-steps](https://github.com/vitalets/playwright-magic-steps) - Auto-transform JavaScript comments into Playwright steps.
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- [playwright-network-cache](https://github.com/vitalets/playwright-network-cache) - Speed up Playwright tests by caching network requests on the filesystem.
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## Reporters
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docs/awesome/awesome-python-typing.md

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- [PyQt5-stubs](https://github.com/stlehmann/PyQt5-stubs) - Stubs for [PyQt5](https://www.riverbankcomputing.com/software/pyqt/intro).
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- [python-phonenumbers-stubs](https://github.com/AA-Turner/python-phonenumbers-stubs) - Stubs for [phonenumbers](https://github.com/daviddrysdale/python-phonenumbers).
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- [pythonista-stubs](https://github.com/hbmartin/pythonista-stubs) - Stubs for [Pythonista](http://omz-software.com/pythonista/docs/ios/).
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- [scipy-stubs](https://github.com/jorenham/scipy-stubs) - Stubs for [SciPy](https://github.com/scipy/scipy).
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- [sqlalchemy-stubs](https://github.com/dropbox/sqlalchemy-stubs) - Stubs for [SQLAlchemy](https://github.com/sqlalchemy/sqlalchemy).
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- [sqlalchemy2-stubs](https://docs.sqlalchemy.org/en/14/orm/extensions/mypy.html) - Official stubs and mypy plugin for [SQLAlchemy](https://www.sqlalchemy.org).
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- [torchtyping](https://github.com/patrick-kidger/torchtyping) - Enhanced type annotations for [pytorch](https://pytorch.org/).

docs/awesome/awesome-rust.md

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* [lemunozm/message-io](https://github.com/lemunozm/message-io) - Event-driven message library to build network applications easy and fast. Supports TCP, UDP and WebSockets. [![build badge](https://img.shields.io/github/workflow/status/lemunozm/message-io/message-io%20ci)](https://github.com/lemunozm/message-io/actions?query=workflow%3A%22message-io+ci%22)
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* MQTT
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* [bytebeamio/rumqtt](https://github.com/bytebeamio/rumqtt) - A library for developers to build applications that communicate with the [MQTT protocol](https://mqtt.org) over TCP and WebSockets, with or without TLS. [![Build and Test](https://github.com/bytebeamio/rumqtt/actions/workflows/build.yml/badge.svg)](https://github.com/bytebeamio/rumqtt/actions/workflows/build.yml)
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* [rmqtt/rmqtt](https://github.com/rmqtt/rmqtt) - MQTT Server/MQTT Broker - Scalable Distributed MQTT Message Broker for IoT in the 5G Era
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* NanoMsg
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* [thehydroimpulse/nanomsg.rs](https://github.com/thehydroimpulse/nanomsg.rs) - [nanomsg](https://nanomsg.org/) bindings
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* NATS

docs/awesome/awesome-selfhosted.md

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_Related: [Games - Administrative Utilities & Control Panels](#games---administrative-utilities--control-panels)_
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- [0 A.D.](https://play0ad.com/) - A free, open-source game of ancient warfare. ([Source Code](https://github.com/0ad/0ad)) `MIT/GPL-2.0/Zlib` `C++/C/deb`
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- [0 A.D.](https://play0ad.com/) - A free, open-source game of ancient warfare. ([Source Code](https://gitea.wildfiregames.com/0ad/0ad)) `MIT/GPL-2.0/Zlib` `C++/C/deb`
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- [A Dark Room](https://github.com/doublespeakgames/adarkroom) - Minimalist text adventure game for your browser. ([Demo](https://adarkroom.doublespeakgames.com/)) `MPL-2.0` `Javascript`
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- [Digibuzzer](https://digibuzzer.app/) - Create a virtual game room around a connected buzzer (documentation in French). ([Demo](https://digibuzzer.app/), [Source Code](https://codeberg.org/ladigitale/digibuzzer)) `AGPL-3.0` `Nodejs`
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- [Lila](https://lichess.org/) - The forever free, adless and open source chess server powering lichess.org, with official iOS and Android client apps. ([Source Code](https://github.com/lichess-org/lila)) `AGPL-3.0` `Scala`

docs/awesome/awesome-web-archiving.md

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* [Retrieving and Archiving Information from Websites by Wael Eskandar and Brad Murray](https://kit.exposingtheinvisible.org/en/web-archive.html/)
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* Training materials:
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* [IIPC and DPC Training materials: module for beginners (8 sessions)](https://netpreserve.org/web-archiving/training-materials/)
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* [UNT Web Archiving Course 2022](https://github.com/vphill/web-archiving-course)
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* [UNT Web Archiving Course](https://github.com/vphill/web-archiving-course)
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* [Continuing Education to Advance Web Archiving (CEDWARC)](https://cedwarc.github.io/)
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* The WARC Standard:
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* The [warc-specifications](https://iipc.github.io/warc-specifications/) community HTML version of the official specification and hub for new proposals.

docs/awesome/computer-science.md

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[Programming Languages, Part A](https://www.coursera.org/learn/programming-languages) | 5 weeks | 4-8 hours/week | Systematic Program Design ([Hear instructor](https://www.coursera.org/lecture/programming-languages/recommended-background-k1yuh)) | [chat](https://discord.gg/8BkJtXN)
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[Programming Languages, Part B](https://www.coursera.org/learn/programming-languages-part-b) | 3 weeks | 4-8 hours/week | Programming Languages, Part A | [chat](https://discord.gg/EeA7VR9)
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[Programming Languages, Part C](https://www.coursera.org/learn/programming-languages-part-c) | 3 weeks | 4-8 hours/week | Programming Languages, Part B | [chat](https://discord.gg/8EZUVbA)
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[Object-Oriented Design](https://www.coursera.org/learn/object-oriented-design) | 4 weeks | 4 hours/week | [Basic Java](https://www.youtube.com/watch?v=GoXwIVyNvX0) | [chat](https://discord.com/channels/744385009028431943/891411727294562314)
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[Design Patterns](https://www.coursera.org/learn/design-patterns) | 4 weeks | 4 hours/week | Object-Oriented Design | [chat](https://discord.com/channels/744385009028431943/891412022120579103)
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[Class-based Program Design](https://course.ccs.neu.edu/cs2510sp22/index.html) | 13 weeks | 5-10 hours/week | Systematic Program Design, High School Math | [chat](https://discord.com/channels/744385009028431943/891411727294562314)
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[Object-Oriented Design](https://course.ccs.neu.edu/cs3500f19/) | 13 weeks | 5-10 hours/week | Class Based Program Design | [chat](https://discord.com/channels/744385009028431943/891412022120579103)
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[Software Architecture](https://www.coursera.org/learn/software-architecture) | 4 weeks | 2-5 hours/week | Design Patterns | [chat](https://discord.com/channels/744385009028431943/891412169638432788)
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### Core math

docs/awesome/free-for-dev.md

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* [gigalixir.com](https://gigalixir.com/) - Gigalixir provides one free instance that never sleeps and a free-tier PostgreSQL database limited to 2 connections, 10, 000 rows and no backups for Elixir/Phoenix apps.
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* [Glitch](https://glitch.com/) — Free public hosting with code sharing and real-time collaboration features. The free plan has a 1000-hours/month limit.
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* [Hop](https://hop.io/) — Web services hosting platform without configs. Free tier with 1x Shared CPU, 512MB RAM and 3GB Storage.
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* [Lade](https://www.lade.io/) - Lade is a cloud platform built for developers. The free tier includes five services, which can be either apps or databases. Each service includes 128 MB RAM and 1 GB storage.
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* [Mendix](https://www.mendix.com/) — Rapid Application Development for Enterprises, unlimited accessible sandbox environments supporting total users, 0.5 GB storage and 1 GB RAM per app. Also, Studio and Studio Pro IDEs are allowed in the free tier.
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* [m3o.com](https://m3o.com) - A cloud platform for API services development. M3O is a fully managed Micro as a Service offering focusing on Go microservices development in the Cloud. The free tier provides enough to run five services and collaborate with others.
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* [pipedream.com](https://pipedream.com) - An integration platform built for developers. Develop any workflow based on any trigger. Workflows are code you can run [for free](https://docs.pipedream.com/pricing/). No server or cloud resources to manage.
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* [Aiven](https://aiven.io/) - Aiven offers free PostgreSQL, MySQL and Redis plans on its open-source data platform. Single node, 1 CPU, 1GB RAM, and for PostgreSQL and MySQL, 5GB storage. Easy migration to more extensive plans or across clouds.
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* [airtable.com](https://airtable.com/) — Looks like a spreadsheet, but it's a relational database unlimited bases, 1,200 rows/base, and 1,000 API requests/month
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* [Astra](https://www.datastax.com/products/datastax-astra/) — Cloud Native Cassandra as a Service with [80GB free tier](https://www.datastax.com/products/datastax-astra/pricing)
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* [codehooks.io](https://codehooks.io/) — JavaScript serverless API/backend and database service with functions, Mongdb-ish queries, key/value lookups, a job system, and a message queue. One instance free per project, 5000 records, 5000 calls/month free, three developers included. No credit-card required.
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* [codehooks.io](https://codehooks.io/)Easy to use JavaScript serverless API/backend and NoSQL database service with functions, Mongdb-ish queries, key/value lookups, a job system, realtime messages, worker queues, a powerful CLI and a web-based data manager. Free plan has 5GB storage and 60/API calls per minute. 2 developers included. No credit-card required.
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* [CrateDB](https://crate.io/) - Distributed Open Source SQL database for real-time analytics. [Free Tier CRFREE](https://crate.io/lp-crfree): One-node with 2 CPUs, 2 GiB of memory, 8 GiB of storage. One cluster per organization, no payment method needed.
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* [FaunaDB](https://fauna.com/) — Serverless cloud database with native GraphQL, multi-model access, and daily free tiers up to 100 MB
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* [Upstash](https://upstash.com/) — Serverless Redis with free tier up to 10,000 requests per day, 256MB max database size, and 20 concurrent connections

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