Awesome List Updates on Nov 15 - Nov 21, 2021

41 awesome lists updated this week.

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1. Awesome Lowcode

Automation

• Camunda - Automate Any Process, Anywhere.

2. Awesome Competitive Programming

Community / Youtube and Livestreams

• Name (Handle): Colin Galen (galen_colin)

  Link: Youtube, Editorials, screencasts

3. Awesome Wpo

CDN / Meetups

• Amazon CloudFront - A content delivery network by Amazon that integrates nicely with other Amazon services or can be used standalone.

4. Awesome Terraform

Tools / Community providers

• inframap (⭐1.9k) - Read your tfstate or HCL to generate a graph specific for each provider, showing only the resources that are most important/relevant.

• terracognita (⭐2.3k) - Reads from existing Cloud Providers (reverse Terraform) and generates your infrastructure as code on Terraform configuration.

• terracost (⭐323) - Cloud cost estimation for Terraform in your CLI.

• terradozer (⭐166) - Terraform destroy without configuration files.

• tfcmt (⭐467) - CLI to notify the result of plan and apply as Pull Request comment.

5. Awesome Micropython

Display / LCD Character

• LCM1602-14_LCD_Library (⭐16) - driver for AIP31068L 3.3 V I2C and SPI 1602 Serial Character LCDs.

6. Awesome Prisma

🦺 Community Prisma Tools

• Prisma Schema Sorter - sort schema models, enums, generators and datasources (⭐23)

7. Awesome Nix

Programming Languages / Scala

• sbt-derivation (⭐74) - mkDerivation for sbt, similar to buildGoModule.

8. Awesome Django

Third-Party Packages / Logging

• DRF-API-Logger (⭐328) - An API Logger for your Django Rest Framework project.

9. Awesome Vscode

JavaScript / More

• TS/JS postfix completion

10. Awesome Swift

Official Guides

• API Design Guidelines - Official Swift API design guidelines.

• Getting Started - Find information about the how to use the Swift programming language.

Authentication

• Cely (⭐166) - A Plug-n-Play login framework.

11. Awesome Graphql

Specifications

• GraphQL (⭐14k) - Working draft of the specification for GraphQL.

• GraphQL over HTTP (⭐414) - Working draft of "GraphQL over HTTP" specification.

• GraphQL Relay - Relay-compliant GraphQL server specification.

• OpenCRUD (⭐388) - OpenCRUD is a GraphQL CRUD API specification for databases.

• Apollo Federation - Apollo Federation specification

Foundations

• GraphQL Foundation - GraphQL Foundation under the Linux Foundation

Communities

• Facebook - Group for discussions, articles and knowledge sharing.

• StackOverflow - Questions and answers. Use the tag graphql.

• GraphQL APIs (⭐4.6k) - A collective list of public GraphQL APIs.

Meetups

• Relay Meetup - A global, online meetup on Relay, the GraphQL client.

• Amsterdam

• Bangalore

• Berlin

• Buenos Aires

• Copenhagen

• Dallas-Fort Worth

• Hamburg

• London

• Melbourne

• Munich

• New York City

• San Francisco

• Seattle

• Sydney

• Tel Aviv

• Wrocław

• Singapore

• Zurich

JavaScript/TypeScript

• graphql-js (⭐20k) - A reference implementation of GraphQL for JavaScript.

• graphql-jit (⭐1.1k) - GraphQL execution using a JIT compiler.

Clients

• apollo-client (⭐20k) - A fully-featured, production ready caching GraphQL client for every UI framework and GraphQL server.

• graphql-request (⭐6k) - A minimal GraphQL client for Node and browsers.

• typescript-graphql-request - Use GraphQL Request as a fully typed SDK.

• graphql-zeus (⭐2k) - GraphQL Zeus creates autocomplete client library for JavaScript or TypeScript which provides autocompletion for strongly typed queries.

• graphqurl (⭐3.4k) - curl for GraphQL with autocomplete, subscriptions and GraphiQL. Also a dead-simple universal javascript GraphQL client.

• aws-amplify (⭐9.5k) - A client library developed by Amazon for caching, analytics and more that includes a way to fetch GraphQL queries.

Frontend Framework Integrations

• vue-apollo (⭐6.1k) - Apollo/GraphQL integration for VueJS.

• apollo-angular (⭐1.5k) - A fully-featured, production ready caching GraphQL client for Angular and every GraphQL server.

• svelte-apollo (⭐949) - Svelte integration for Apollo GraphQL.

• ember-apollo-client (⭐280) - An ember-cli addon for Apollo Client and GraphQL.

• apollo-elements (⭐420) - GraphQL web components that work in any frontend framework.

Frontend Framework Integrations / React

• react-apollo - The core @apollo/client library provides built-in integration with React.

• relay (⭐19k) - Relay is a JavaScript framework for building data-driven React applications.

• urql (⭐8.8k) - A simple caching GraphQL client for React.

• graphql-hooks (⭐1.9k) - Minimal hooks-first GraphQL client with caching and server-side rendering support.

• mst-gql (⭐688) - Bindings for mobx-state-tree and GraphQL.

• micro-graphql-react (⭐532) - A lightweight utility for adding GraphQL to React. components. Includes simple caching and uses GET requests that could additionally be cached through a service-worker.

Servers / React

• apollo-server (⭐14k) - Spec-compliant and production ready JavaScript GraphQL server that lets you develop in a schema-first way. Built for Express, Connect, Hapi, Koa, and more.

• hapi-graphql (⭐113) - Create a GraphQL HTTP server with Hapi.

• hapi-plugin-graphiql (⭐21) - HAPI plugin for GraphiQL integration.

• graphql-api-koa (⭐52) - GraphQL Koa middleware that implements GraphQL.js from scratch and supports native ESM.

• koa-graphql (⭐842) - GraphQL Koa Middleware.

• graphql-koa-scripts (⭐2) - GraphQL Koa 1 file simplified. usefull for quick test

• gql (⭐198) - Universal GraphQL HTTP middleware for Deno.

• mercurius (⭐2.4k) - GraphQL plugin for Fastify.

• graphql-yoga (⭐8.4k) - Fully-featured GraphQL Server with focus on easy setup, performance and great developer experience.

• graphitejs (⭐121) - Framework NodeJS for GraphQL.

• graphql-helix (⭐829) - A highly evolved GraphQL HTTP Server.

Databases & ORMs / React

• graphql-sequelize (⭐1.9k) - Sequelize helpers for GraphQL.

• graphql-bookshelf (⭐184) - Some help defining GraphQL schema around BookshelfJS models.

• join-monster (⭐2.7k) - A GraphQL-to-SQL query execution layer for batch data fetching.

PubSub / React

• graphql-ably-pubsub - Ably PubSub implementation for GraphQL to publish mutation updates and subscribe to the result through a subscription query.

Custom Scalars / React

• graphql-scalars (⭐1.9k) - A library of custom GraphQL Scalars for creating precise type-safe GraphQL schemas.

• graphql-java-datetime (⭐149) - GraphQL ISO Date is a set of RFC 3339 compliant date/time scalar types to be used with graphql-java.

• graphql-java-extended-scalars (⭐273) - Extended scalars for graphql-java.

Type / React

• type-graphql (⭐8.1k) - Create GraphQL schema and resolvers with TypeScript, using classes and decorators!

• graphql-nexus (⭐3.4k) - Code-First, Type-Safe, GraphQL Schema Construction.

Tools - Miscellaneous / React

• graphql-code-generator (⭐11k) - GraphQL code generator based on schema and documents.

• swagger-to-graphql (⭐923) - GraphQL types builder based on REST API described in Swagger. Allows to migrate to GraphQL from REST for 5 minutes

• ts-graphql-plugin (⭐744) - A language service plugin complete and validate GraphQL query in TypeScript template strings.

• apollo-tracing (⭐479) - GraphQL extension that enables you to easily get resolver-level performance information as part of a GraphQL response.

• json-graphql-server (⭐1.9k) - Get a full fake GraphQL API with zero coding in less than 30 seconds, based on a JSON data file.

• Prisma (⭐43k) - Turn your database into a GraphQL API. Prisma lets you design your data model and have a production ready GraphQL API online in minutes.

• tuql (⭐1.1k) - Automatically create a GraphQL server from any sqlite database.

• Bit (⭐18k) - Organize GraphQL API as components to be consumed with NPM or modified from any project, example-explanation).

• openapi-to-graphql (⭐1.6k) - Take any OpenAPI Specification (OAS) or swagger and create a GraphQL interface - Two minute video and resources here

• Retool – Internal tools builder on top of your GraphQL APIs + GraphQL IDE with a schema explorer.

• dataloader-codegen (⭐115) - An opinionated JavaScript library for automatically generating predictable, type safe DataLoaders over a set of resources (e.g. HTTP endpoints).

• raphql-inspector (⭐1.7k): alidate schema, get schema change notifications, validate operations, find breaking changes, look for similar types, schema coverage.

Miscellaneous / React

• graphql-tools (⭐5.4k) - Tool library for building and maintaining GraphQL-JS servers.

• graphql-tag (⭐2.3k) - A JavaScript template literal tag that parses GraphQL queries.

• graphql-compose (⭐1.2k) - Tool which allows you to construct flexible graphql schema from different data sources via plugins.

• graphql-modules (⭐1.3k) - Separate GraphQL server into smaller, reusable parts by modules or features.

• graphql-shield (⭐3.6k) - A library that helps creating a permission layer for a graphql api.

• graphql-let (⭐455) - A webpack loader to import type-protected codegen results directly from GraphQL documents

• graphql-config (⭐1.2k) - One configuration for all your GraphQL tools (supported by most tools, editors & IDEs).

• graphql-cli (⭐2k) - A command line tool for common GraphQL development workflows.

• graphql-toolkit (⭐168) - A set of utils for faster development of GraphQL tools (Schema and documents loading, Schema merging and more).

• graphql-mesh (⭐3.4k) - use GraphQL query language to access data in remote APIs that don't run GraphQL (and also ones that do run GraphQL).

• sofa (⭐1.1k) - Generate REST API from your GraphQL API.

• graphback (⭐409) - Framework and CLI to add a GraphQLCRUD API layer to a GraphQL server using data models.

• graphql-middleware (⭐1.1k) - Split up your GraphQL resolvers in middleware functions.

• graphql-relay-js (⭐1.5k) - A library to help construct a graphql-js server supporting react-relay.

• graphql-normalizr (⭐195) - Normalize GraphQL responses for persisting in the client cache/state.

• babel-plugin-graphql (⭐64) - Babel plugin that compile GraphQL tagged template strings.

• eslint-plugin-graphql (⭐1.2k) - An ESLint plugin that checks your GraphQL strings against a schema.

• graphql-ws (⭐1.8k) - Coherent, zero-dependency, lazy, simple, GraphQL over WebSocket Protocol compliant server and client.

• graphql-live-query (⭐437) - Realtime GraphQL Live Queries with JavaScript.

• GraphVinci (⭐77) - An interactive schema visualizer for GraphQL APIs.

JavaScript Examples / React

• React Starter Kit (⭐23k) - front-end starter kit using React, Relay, GraphQL, and JAM stack architecture.

• SWAPI GraphQL Wrapper (⭐1.1k) - A GraphQL schema and server wrapping SWAPI.

• Relay TodoMVC (⭐158) - Relay TodoMVC with routing.

• Apollo Server tools documentation - Documentation, tutorial and examples for building GraphQL server and connecting to SQL, MongoDB and REST endpoints.

• F8 App 2017 (⭐14k) - Source code of the official F8 app of 2016, powered by React Native and other Facebook open source projects.

• Apollo React example for Github GraphQL API (⭐114) - Usage Examples Apollo React for Github GraphQL API with create-react-app.

• Next.js TypeScript and GraphQL Example (⭐133k) - A type-protected GraphQL example on Next.js running graphql-codegen under the hood

• GraphQL StackBlitz Starter – A live, editable demo spinning up in about 2 seconds and running in a browser.

• NAPERG (⭐1.2k) - Fullstack Boilerplate GraphQL. Made with React & Prisma + authentication & roles.

• VulcanJS - The full-stack React+GraphQL framework

• RAN Toolkit (⭐2.2k) - Production-ready toolkit/boilerplate with support for GraphQL, SSR, Hot-reload, CSS-in-JS, caching, and more.

TypeScript Examples / React

• Node.js API Starter (⭐4k) - Yarn v2 based monorepo template (code-first GraphQL API, PostgreSQL, PnP, Zero-install, serverless).

• Next.js Apollo TypeScript Starter (⭐273) - Next.js starter project focused on developer experience.

• GraphQL Starter (⭐112) - A boilerplate for TypeScript + Node Express + Apollo GraphQL APIs.

Ruby / React

• graphql-ruby (⭐5.4k) - Ruby implementation of Facebook's GraphQL.

• graphql-batch (⭐1.4k) - A query batching executor for the graphql gem.

• graphql-auth (⭐26) - A JWT auth wrapper working with devise.

• agoo (⭐918) - Ruby web server that implements Facebook's GraphQL.

• GQLi (⭐209) - A GraphQL client and DSL. Allowing to write queries in native Ruby.

Ruby Examples / React

• graphql-ruby-demo (⭐218) - Use graphql-ruby to expose a Rails app.

• github-graphql-rails-example (⭐279) - Example Rails app using GitHub's GraphQL API.

• relay-on-rails (⭐43) - Barebones starter kit for Relay application with Rails GraphQL server.

• relay-rails-blog (⭐140) - A graphql, relay and standard rails application powered demo weblog.

• to_eat_app (⭐13) - A sample graphql/rails/relay application with a related 3-part article series.

• agoo-demo (⭐918) - Use of the Agoo server to demonstrate a simple GraphQL application.

• rails-devise-graphql (⭐286) - A rails 6 boilerplate with devise, graphql & JWT auth.

PHP / React

• graphql-php (⭐4.7k) - A PHP port of GraphQL reference implementation.

• graphql-relay-php (⭐271) - Relay helpers for webonyx/graphql-php implementation of GraphQL.

• lighthouse (⭐3.4k) - A PHP package that allows to serve a GraphQL endpoint from your Laravel application.

• graphql-laravel (⭐2.2k) - Laravel wrapper for Facebook's GraphQL.

• overblog/graphql-bundle (⭐791) - This bundle provides tools to build a complete GraphQL server in your Symfony App. Supports react-relay.

• wp-graphql (⭐3.7k) - GraphQL API for WordPress.

• graphqlite (⭐561) - Framework agnostic library that allows you to write GraphQL server by annotating your PHP classes.

• siler (⭐1.1k) - Plain-old functions providing a declarative API for GraphQL servers with Subscriptions support.

• graphql-request-builder (⭐4) - Builds request payload in GraphQL structure.

PHP Examples / React

• siler-graphgl (⭐1.1k) - An example GraphQL server written with Siler.

Python / React

• graphql-parser (⭐46) - GraphQL parser for Python.

• graphql-relay-py (⭐143) - A library to help construct a graphql-py server supporting react-relay.

• graphql-parser-python (⭐4) - A python wrapper around libgraphqlparser.

• graphene (⭐8.2k) - A package for creating GraphQL schemas/types in a Pythonic easy way.

• graphene-gae (⭐117) - Adds GraphQL support to Google AppEngine (GAE).

• django-graphiql (⭐35) - Integrate GraphiQL easily into your Django project.

• flask-graphql (⭐1.3k) - Adds GraphQL support to your Flask application.

• python-graphql-client (⭐155) - Simple GraphQL client for Python 2.7+

• python-graphjoiner (⭐2) - Create GraphQL APIs using joins, SQL or otherwise.

• graphene-django (⭐4.4k) - A Django integration for Graphene.

• Flask-GraphQL-Auth (⭐63) - An authentication library for Flask inspired from flask-jwt-extended.

• tartiflette (⭐858) - GraphQL Implementation, SDL First, for python 3.6+ / asyncio.

• tartiflette-aiohttp (⭐61) - Wrapper of Tartiflette to expose GraphQL API over HTTP based on aiohttp / 3.6+ / asyncio, official tutorial available on tartiflette.io.

• Ariadne (⭐2.3k) - library for implementing GraphQL servers using schema-first approach. Asynchronous query execution, batteries included for ASGI, WSGI and popular webframeworks, fully documented.

• django-graphql-auth (⭐333) - Django registration and authentication with GraphQL.

• strawberry (⭐4.3k) - A new GraphQL library for Python.

Python Examples / React

• swapi-graphene (⭐174) - A GraphQL schema and server using Graphene.

Java / React

• graphql-java (⭐6.2k) - GraphQL Java implementation.

• DGS Framework (⭐3.2k) - A GraphQL server framework for Spring Boot, developed by Netflix.

• graphql-java-generator - A Maven plugin (⭐122) and a Gradle plugin (⭐55) that can generate both the Client and the Server (POJOs and utility classes). The server part is based on graphql-java, and hides all its boilerplate codes.

• gaphql-java-type-generator (⭐35) - Auto-generates types for use with GraphQL Java

• schemagen-graphql (⭐48) - Schema generation and execution package that turns POJO's into a GraphQL Java queryable set of objects. Enables exposing any service as a GraphQL service using Annotations.

• graphql-java-annotations (⭐388) - Provides annotations-based syntax for schema definition with GraphQL Java.

• graphql-java-tools (⭐815) - Schema-first graphql-java convenience library that makes it easy to bring your own implementations as data resolvers. Inspired by graphql-tools (⭐5.4k) for JS.

• graphql-java-codegen-maven-plugin (⭐17) - Schema-first maven plugin for generating Java types and Resolver interfaces. Works perfectly in conjunction with graphql-java-tools. Inspired by swagger-codegen-maven-plugin (⭐17k).

• graphql-java-codegen-gradle-plugin (⭐19) - Schema-first gradle plugin for generating Java types and Resolver interfaces. Works perfectly in conjunction with graphql-java-tools. Inspired by gradle-swagger-generator-plugin (⭐309).

• graphql-java-servlet (⭐222) - A framework-agnostic java servlet for exposing graphql-java query endpoints with GET, POST, and multipart uploads.

• manifold-graphql (⭐2.6k) - Comprehensive GraphQL client use. Schema-first. Type-safe GraphQL types, queries, and results, no code generators, no POJOs, no annotations. Excellent IDE support with IntelliJ IDEA and Android Studio. See the Java example below.

• spring-graphql-common (⭐134) - Spring Framework GraphQL Library.

• graphql-spring-boot (⭐1.5k) - GraphQL and GraphiQL Spring Framework Boot Starters.

• vertx-graphql-service-discovery (⭐51) - Asynchronous GraphQL service discovery and querying for your microservices.

• vertx-dataloader (⭐71) - Port of Facebook DataLoader for efficient, asynchronous batching and caching in clustered GraphQL environments.

• graphql-spqr (⭐1.1k) - Java 8+ API for rapid development of GraphQL services.

• Light Java GraphQL (⭐32): A lightweight, fast microservices framework with all cross-cutting concerns addressed and ready to plug in GraphQL schema.

• Elide: A Java library that can expose a JPA annotated data model as a GraphQL service over any relational database.

• federation-jvm (⭐263) - Apollo Federation on the JVM.

• graphql-java-extended-validation (⭐132) - Provides extended validation of fields and field arguments for graphql-java.

Java Examples / React

• light-java-graphql examples (⭐147) - Examples of Light Java GraphQL and tutorials.

• graphql-spqr-samples (⭐105) - An example GraphQL server written with Spring MVC and GraphQL-SPQR.

• manifold-graphql sample (⭐20) - A simple application, both client and server, demonstrating the Manifold GraphQL library.

• graphql-java-kickstart_samples (⭐119) - Samples for using the GraphQL Java Kickstart projects.

Kotlin Examples / React

• manifold-graphql sample (⭐3) - A simple GraphQL application, both client and server, demonstrating the Manifold GraphQL library with Kotlin.

C/C++ / React

• libgraphqlparser (⭐1.1k) - A GraphQL query parser in C++ with C and C++ APIs.

• agoo-c (⭐148) - A high performance GraphQL server written in C. benchmarks (⭐56)

• cppgraphqlgen (⭐334) - C++ GraphQL schema service generator.

• CaffQL (⭐28) - Generates C++ client types and request/response serialization from a GraphQL introspection query.

Go / React

• graphql (⭐10k) - An implementation of GraphQL for Go follows graphql-js

• graphql-go (⭐4.7k) - GraphQL server with a focus on ease of use.

• gqlgen (⭐10k) - Go generate based graphql server library.

• graphql-relay-go (⭐424) - A Go/Golang library to help construct a server supporting react-relay.

• graphjin (⭐3k): Build APIs in 5 minutes with GraphQL. An instant GraphQL to SQL compiler.

Go Examples / React

• golang-relay-starter-kit (⭐137) - Barebones starting point for a Relay application with Golang GraphQL server.

• todomvc-relay-go (⭐66) - Port of the React/Relay TodoMVC app, driven by a Golang GraphQL backend.

• go-graphql-subscription-example (⭐42) - A GraphQL schema and server that demonstrates GraphQL subscriptions (⭐1.5k) (over Websocket) to consume Apache Kafka messages.

Scala / React

• sangria (⭐2k) - Scala GraphQL server implementation.

• sangria-relay (⭐90) - Sangria Relay Support.

• caliban (⭐965) - Caliban is a purely functional library for creating GraphQL backends in Scala.

Scala Examples / React

• sangria-akka-http-example (⭐240) - An example GraphQL server written with akka-http and sangria

• sangria-playground (⭐86) - An example of GraphQL server written with Play and sangria.

.NET / React

• graphql-dotnet (⭐5.9k) - GraphQL for .NET.

• graphql-net (⭐889) - GraphQL to IQueryable for .NET.

• Hot Chocolate (⭐5.5k) - GraphQL server for .Net Core and .NET Framework.

• Snowflaqe (⭐158) - Type-safe GraphQL code generator for F# and Fable (⭐3k)

Elixir / React

• absinthe-graphql (⭐4.3k) - Fully Featured Elixir GraphQL Library.

• graphql-elixir (⭐857) - GraphQL Elixir. (No longer maintained)

• plug_graphql (⭐125) - Plug integration for GraphQL Elixir.

• graphql_relay (⭐36) - Relay helpers for GraphQL Elixir.

• graphql_parser (⭐22) - Elixir bindings for libgraphqlparser (⭐1.1k)

• graphql (⭐87) - Elixir GraphQL parser.

• plot (⭐32) - GraphQL parser and resolver for Elixir.

Haskell / React

• graphql-haskell (⭐169) - GraphQL AST and parser for Haskell.

SQL / React

• GraphpostgresQL (⭐1.1k) - GraphQL for Postgres.

• sql-to-graphql (⭐592) - Generate a GraphQL API based on your SQL database structure.

• PostGraphile (⭐13k) - Lightning-fast GraphQL APIs for PostgreSQL: highly customisable; extensible via plugins; realtime.

• Hasura (⭐32k) - Hasura gives Instant Realtime GraphQL APIs over PostgreSQL. Works with an existing database too.

• subZero - GraphQL & REST API for your database

Lua / React

• graphql-lua (⭐189) - GraphQL for Lua.

Elm / React

• elm-graphql (⭐781) - GraphQL for Elm.

Clojure / React

• graphql-clj (⭐285) - A Clojure library designed to provide GraphQL implementation.

• Lacinia (⭐1.8k) - GraphQL implementation in pure Clojure.

ClojureScript / React

• graphql-query (⭐71) - Clojure(Script) GraphQL query generation.

• re-graph (⭐465) - A GraphQL client for ClojureScript with bindings for re-frame applications.

Clojure Examples / React

• Clojure Game Geek (⭐47) - Example code for the Lacinia GraphQL framework tutorial.

Swift / React

• GraphQL (⭐952) - The Swift implementation for GraphQL.

OCaml / React

• ocaml-graphql-server (⭐622) - GraphQL servers in OCaml.

Android Examples / React

• apollo-frontpage-android-app (⭐1) - 📄 Apollo "hello world" app, for Android.

iOS / React

• apollo-ios (⭐4k) - 📱 A strongly-typed, caching GraphQL client for iOS, written in Swift.

• ApolloDeveloperKit (⭐64) - Apollo Client Devtools bridge for [Apollo iOS].

• Graphaello (⭐499) - Type Safe GraphQL directly from SwiftUI.

iOS Examples / React

• frontpage-ios-app (⭐99) - 📄 Apollo "hello world" app, for iOS.

ReasonML / React

• reason-apollo (⭐548) - ReasonML binding for Apollo Client.

• ReasonQL (⭐96) - Type-safe and simple GraphQL Client for ReasonML developers.

• reason-urql (⭐240) - ReasonML binding for urql Client.

Dart / React

• graphql-flutter (⭐3.3k) - A GraphQL client for Flutter.

• Artemis (⭐494) - A GraphQL type and query generator for Dart/Flutter.

Rust / React

• async-graphql (⭐3.5k) - High-performance server-side library that supports all GraphQL specifications.

• juniper (⭐5.9k) - GraphQL server library for Rust.

• graphql-client (⭐1.2k) - GraphQL client library for Rust with WebAssembly (wasm) support.

• graphql-parser (⭐364) - A parser, formatter and AST for the GraphQL query and schema definition language for Rust.

D (dlang) / React

• graphqld (⭐35) - GraphQL server library for D.

R (Rstat) / React

• ghql (⭐149) - General purpose GraphQL R client.

• graphql (⭐39) - Bindings to the 'libgraphqlparser' C++ library. Parses GraphQL syntax and exports the AST in JSON format.

• gqlr (⭐58) - R GraphQL Implementation.

Julia / React

• Diana.jl (⭐116) - A Julia GraphQL client/server implementation.

• GraphQLClient.jl (⭐47) - A Julia GraphQL client for seamless integration with a server.

Crystal / React

• graphql (⭐137) - GraphQL server library.

• graphql-crystal (⭐215) - library inspired by graphql-ruby (⭐5.4k) & go-graphql (⭐247) & graphql-parser (⭐220).

• crystal-gql (⭐6) - GraphQL client shard inspired by Apollo client.

• graphql.cr (⭐1) - GraphQL shard.

Tools - Editors & IDEs & Explorers / React

• GraphiQL (⭐17k) - An in-browser IDE for exploring GraphQL.

• GraphQL Editor (⭐6k) - Visual Editor & GraphQL IDE.

• GraphQL Voyager (⭐7.9k) - Represent any GraphQL API as an interactive graph.

• Altair GraphQL Client (⭐5.3k) - A beautiful feature-rich GraphQL Client for all platforms.

• Insomnia - A full-featured API client with first-party GraphQL query editor.

• Postman - An HTTP Client that supports editing GraphQL queries.

• Apollo Sandbox - The quickest way to navigate and test your GraphQL endpoints.

• GraphQL Birdseye (⭐704) – View any GraphQL schema as a dynamic and interactive graph.

• AST Explorer - Select "GraphQL" at the top, explore the GraphQL AST and highlight different parts by clicking in the query.

• Firecamp - GraphQL Playground - The fastest collaborative GraphQL playground.

Tools - Security / React

• StackHawk - GraphQL Vulnerability Scanner - StackHawk

• InQL Scanner (⭐1.6k) - A Burp Extension for GraphQL Security Testing

• GraphQL Raider BurpSuite

• WAF for graphQL - Web Application Firewall for graphQL APIs

• GraphQL Intruder (⭐14) - Plugin based python script to perform GraphQL vulnerability assessment.

Tools - Browser Extensions / React

• Apollo Client Developer Tools (⭐1.5k) - GraphQL debugging tools for Apollo Client in the Chrome developer console

Tools - Prototyping / React

• GraphQL Faker (⭐2.7k) - 🎲 Mock or extend your GraphQL API with faked data. No coding required.

Tools - Docs / React

• graphdoc (⭐1.6k) - Static page generator for documenting GraphQL Schema.

• gqldoc (⭐193) - The easiest way to make API documents for GraphQL.

Tools - Editor Plugins / React

• Apollo GraphQL VSCode Extension - Rich editor support for GraphQL client and server development that seamlessly integrates with the Apollo platform

• js-graphql-intellij-plugin (⭐893) - GraphQL language support for IntelliJ IDEA and WebStorm, including Relay.QL tagged templates in JavaScript and TypeScript.

• vim-graphql (⭐505) - A Vim plugin that provides GraphQL file detection and syntax highlighting.

• Apollo Workbench - Tooling to help you develop and mock federated schemas using Apollo Federation.

• graphql-autocomplete (⭐47) - Autocomplete and lint from a GraphQL endpoint in Atom.

Databases / React

• Dgraph - Scalable, distributed, low latency, high throughput Graph database with GraphQL as the query language

• EdgeDB - The next generation object-relational database with native GraphQL support.

• ArangoDB - Native multi-model database with GraphQL integration via the built-in Foxx Microservices Framework.

Services / React

• AWS AppSync - Scalable managed GraphQL service with subscriptions for building real-time and offline-first apps

• FakeQL - GraphQL API mocking as a service ... because GraphQL API mocking should be easy!

• Moesif API Analytics - A GraphQL analaytics and monitoring service to find functional and performance issues.

• Booster framework - An open-source framework that makes you completely forget about infrastructure and allows you to focus exclusively on your business logic. It autogenerates a GraphQL API for your models, supporting mutations, queries, and subscriptions.

• Nhost - Open source Firebase alternative with GraphQL

• Saleor (⭐22k) - GraphQL-first headless e-commerce platform.

CDN / React

• GraphCDN - GraphQL CDN for caching GraphQL APIs.

CMS / React

• DatoCMS - CDN-based GraphQL based Headless Content Management System.

• Cosmic - GraphQL-powered Headless CMS and API toolkit.

Books / React

• The GraphQL Guide by John Resig and Loren Sands-Ramshaw

• Craft GraphQL APIs in Elixir with Absinthe by Bruce Williams and Ben Wilson

• The Road to GraphQL

• Practical GraphQL by Daniel Schmitz

• Production Ready GraphQL by Marc-André Giroux

• Full Stack GraphQL Applications by William Lyon

Videos / React

• Zero to GraphQL in 30 Minutes

• Data fetching for React applications at Facebook

• React Native & Relay: Bringing Modern Web Techniques to Mobile

• Exploring GraphQL

• Creating a GraphQL Server

• GraphQL at The Financial Times

• Relay: An Application Framework For React

• Building and Deploying Relay with Facebook

• Introduction to GraphQL

• What's Next for Phoenix by Chris McCord

• GraphQL with Nick Schrock

• Build a GraphQL server for Node.js using PostgreSQL/MySQL

• GraphQL server tutorial for Node.js with SQL, MongoDB and REST

• JavaScript Air Episode 023: Transitioning from REST to GraphQL

• GraphQL Future at react-europe 2016

• GraphQL at Facebook at react-europe 2016

• Building native mobile apps with GraphQL at react-europe 2016

• Build a GraphQL Server

• GraphQL Tutorial

• Five years of GraphQL

Podcasts / React

• GraphQL.FM by Marc-Andre Giroux and Tony Ghita.

Style Guides / React

• Shopify GraphQL Design Tutorial (⭐2.5k) - This tutorial was originally created by Shopify for internal purposes. It's based on lessons learned from creating and evolving production schemas at Shopify over almost 3 years.

Blogs / React

• Official GraphQL blog

• Building Apollo

• The Guild blog

• Production Ready GraphQL blog

Blogs - Security / React

• Discovering GraphQL Endpoints and SQLi Vulnerabilities

• Securing GraphQL API

• Security Points to Consider Before Implementing GraphQL

Posts / React

• Using DataLoader to batch GraphQL requests

• Introducing Relay and GraphQL

• GraphQL Introduction

• Unofficial Relay FAQ

• Your First GraphQL Server

• GraphQL Overview - Getting Started with GraphQL and Node.js

• 4 Reasons you should try out GraphQL

• Moving from REST to GraphQL

• Writing a Basic API with GraphQL

• Building a GraphQL Server with Node.js and SQL

• GraphQL at The Financial Times

• From REST to GraphQL

• GraphQL: A data query language

• Subscriptions in GraphQL and Relay

• Relay 101: Building A Hacker News Client

• GraphQL Shorthand Notation Cheatsheet

• The GitHub GraphQL API

• Github GraphQL API React Example

• Testing a GraphQL Server using Jest

• How to implement viewerCanSee in GraphQL

• Preventing traversal attacks on your GraphQL API

• Mock your GraphQL server realistically with faker.js

• Create an infinite loading list with React and GraphQL

• REST vs GraphQL

• Authentication and Authorization for GraphQL APIs

• Build a GraphQL API with Siler on top of Swoole

• Fluent GraphQL clients: how to write queries like a boss

• Level up your serverless game with a GraphQL data-as-a-service layer

• A deep-dive into Relay, the friendly & opinionated GraphQL client

• make your graphql api easier to adopt through components

Tutorials / React

• How to GraphQL - Fullstack Tutorial Website with Tracks for all Major Frameworks & Languages including React, Apollo, Relay, JavaScript, Ruby, Java, Elixir and many more.

• Apollo Odyssey - Apollo's free interactive learning platform.

• learning-graphql (⭐942) - An attempt to learn GraphQL.

12. Awesome Icons

Generic

• Line Awesome - Is a free alternative for Font Awesome 5.11.2. It consists of ~1380 flat icons that offer complete coverage of the main Font Awesome icon set

13. Awesome Bigdata

Business Intelligence

• Lightdash (⭐4.9k) - The open source Looker alternative built on dbt

14. Awesome Cassandra

Cassandra Deployment / Cassandra as a Service / Managed Cassandra Based on Proprietary Technology

• Benchmarking Cassandra with Local Storage on Azure - Learn about comparing Cassandra on Azure VMs w/ Local vs. Remote storage.

15. Awesome

Praises / Tutorials

• Craft CMS vs WordPress: A comparison & why we love Craft CMS by Chris Cox/Made by Bridge - 17 Nov 2021

16. Awesome Zsh Plugins

Generic ZSH

• ZSH Unplugged (⭐443) - Good resource if you want to eliminate using a framework but still easily use plugins.

17. Awesome WSL

WSL Tools / For Managing WSL Installations

• WSL GUI Tool (⭐99) - A graphical tool to manage (run, stop, import, export...) WSL.

18. Awesome Ebpf

eBPF Workflow: Tools and Utilities / oxidebpf

• oxidebpf (⭐120) - A pure Rust library for managing eBPF programs, designed for security use cases. The featureset is more limited than other libraries but emphasizes stability across a wide range of kernels and backwards-compatible compile-once-run-most-places.

19. Awesome Agi Cocosci

Abduction / Explanation

• Use of current explanations in multicausal abductive reasoning - Cognitive Science, 2001. [All Versions].

• Abduction: A categorical characterization - Journal of Applied Logic, 2015. [All Versions].

• Defending Abduction - Philosophy of Science, 1999. [All Versions].

• Abduction − the context of discovery + underdetermination = inference to the best explanation - Synthese, 2019. [All Versions].

• Towards an Architecture for Cognitive Vision Using Qualitative Spatio-temporal Representations and Abduction - Spatial Cognition, 2002. [All Versions].

• Abductive inference within a pragmatic framework - Synthese, 2018. [All Versions].

• Disjunctive Abduction - New Generation Computing, 2019. [All Versions].

• The order effect in human abductive reasoning: an empirical and computational study - Journal of Experimental & Theoretical Artificial Intelligence, 2006. [All Versions].

• The AHA! Experience: Creativity Through Emergent Binding in Neural Networks - Cognitive Science, 2012. [All Versions].

Abduction / Scientific Discovery

• Hypothesis generation, sparse categories, and the positive test strategy - Psychological Review, 2011. [All Versions].

Bayesian Modeling / Nonparametric Model

• Learning Systems of Concepts with an Infinite Relational Model - AAAI'06, 2006. [All Versions].

• The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies - Journal of the ACM, 2010. [All Versions].

Susan Carey / Commonsense Knowledgebase

• Conceptual Change in Childhood - MIT Press, 1985. [All Versions].

• The Origin of Concepts - Oxford University Press, 2009. [All Versions].

Communications / Non-Verbal Communication

• The Picture Exchange Communication System - Behavior Modification, 1994. [All Versions].

• A multimodal discourse theory of visual narrative - Journal of Pragmatics, 2014. [All Versions].

Communications / Pragmatics

• Information Structure in Discourse: Towards an Integrated Formal Theory of Pragmatics - Semantics and Pragmatics, 1998. [All Versions].

Communications / Language Compositionality

• Emergent communication through negotiation - ICLR'18, 2018. [All Versions].

• The language of generalization - Psychological Review, 2019. [All Versions].

• Compositionality and Generalization in Emergent Languages - ACL'20, 2020. [All Versions].

Problem Solving / Human-Level Problem Solving

• Learning to Solve Problems: A Handbook for Designing Problem-Solving Learning Environments - Taylorfrancis, 2010. [All Versions].

• Learning to perceive and act by trial and error - Machine Learning, 1991. [All Versions].

• Representations in distributed cognitive tasks - Cognitive Science, 1994. [All Versions].

• The nature of external representations in problem solving - Cognitive Science, 1997. [All Versions].

• Exploration: from machines to humans - Current Opinion in Behavioral Sciences, 2020. [All Versions].

• Balancing exploration and exploitation with information and randomization - Current Opinion in Behavioral Sciences, 2021. [All Versions].

• Hippocampal neurons construct a map of an abstract value space - Cell, 2021. [All Versions].

Problem Solving / Planning

• What Is the Model in Model-Based Planning? - Cognitive Science, 2021. [All Versions].

Problem Solving / Reinforcement Learning

• Solving Compositional Reinforcement Learning Problems via Task Reduction - ICLR'21, 2021. [All Versions].

• Neural Task Programming: Learning to Generalize Across Hierarchical Tasks - ICRA'18, 2018. [All Versions].

• Learning to act: qualitative learning of deterministic action models - Journal of Logic and Computation, 2017. [All Versions].

• Learning to Act and Observe in Partially Observable Domains - 2021. [All Versions].

• Data-Efficient Learning for Complex and Real-Time Physical Problem Solving Using Augmented Simulation - Robotics and Automation Letters, 2021. [All Versions].

Problem Solving / Inverse Reinforcement Learning

• From Language to Goals: Inverse Reinforcement Learning for Vision-Based Instruction Following - ICLR'19, 2019. [All Versions].

• Few-shot Bayesian imitation learning with logical program policies. - AAAI'20, 2020. [All Versions].

System 1 & System 2 / Neural-Symbolic AI

• Neural Logic Reinforcement Learning - ICML'19, 2019. [All Versions].

• Abductive learning: towards bridging machine learning and logical reasoning - Science China Information Sciences, 2019. [All Versions].

• Abductive Knowledge Induction From Raw Data - IJCAI'21, 2021. [All Versions].

• Making sense of sensory input - Artificial Intelligence, 2021. [All Versions].

• Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution - CVPR'21, 2021. [All Versions].

• Learn to explain efficiently via neural logic inductive learning - ICLR'20, 2020. [All Versions]. [Project (⭐44)].

• Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning - ICML'20, 2020. [All Versions].

• Generating new concepts with hybrid neuro-symbolic models. - CogSci'20, 2020. [All Versions].

• Learning Task-General Representations with Generative Neuro-Symbolic Modeling - ICLR'21, 2021. [All Versions].

• Neuro-Symbolic Visual Reasoning: Disentangling “Visual” from “Reasoning” - ICML'20, 2020. [All Versions].

• An Explicitly Relational Neural Network Architecture - ICML'20, 2020. [All Versions].

• Stochastic Optimization of Sorting Networks via Continuous Relaxations - ICLR'19, 2019. [All Versions].

• Program Guided Agent - ICLR'20, 2020. [All Versions].

• Neural Logic Machines - ICLR'19, 2019. [All Versions].

• The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision - ICLR'19, 2019. [All Versions].

• Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning - ICLR'21, 2021. [All Versions].

• Temporal and Object Quantification Networks - IJCAI'21, 2021. [All Versions].

Embodied Intelligence / Explainable Deep Learning

• Rapid Assimilation of External Objects Into the Body Schema - Psychological Science, 2010. [All Versions].

• The cognitive bases of human tool use - Behavioral and Brain Sciences, 2012. [All Versions].

• The embodied mind extended: using words as social tools - Frontiers in Psychology, 2013. [All Versions].

• Tool use as adaptation - Philosophical Transactions of the Royal Society B: Biological Sciences, 2013. [All Versions].

• Intensive tool-practice and skillfulness facilitate the extension of body representations in humans - Neuropsychologia, 2014. [All Versions].

• Robotic hand augmentation drives changes in neural body representation - Science Robotics, 2021. [All Versions].

• Expert Tool Users Show Increased Differentiation between Visual Representations of Hands and Tools - Journal of Neuroscience, 2021. [All Versions].

• Visual scoping operations for physical assembly - CogSci'21, 2021. [All Versions].

• Behavior-grounded representation of tool affordances - ICRA'05, 2005. [All Versions].

• A Relational Approach to Tool-Use Learning in Robots - ILP'12, 2012. [All Versions].

• Relational affordances for multiple-object manipulation - Autonomous Robots, 2017. [All Versions].

• Improvisation through Physical Understanding: Using Novel Objects as Tools with Visual Foresight - RSS'19, 2019. [All Versions].

Methodologies for Experiments / Human-Machine Comparison

• Problem Solving and Rule Induction: A Unified View - Knowledge and cognition, 1974. [All Versions].

• People Infer Recursive Visual Concepts from Just a Few Examples - Computational Brain & Behavior, 2020. [All Versions].

• One-shot learning of generative speech concepts - CogSci'14, 2014. [All Versions].

• Human few-shot learning of compositional instructions - CogSci'19, 2019. [All Versions].

• Fast and flexible: Human program induction in abstract reasoning tasks - CogSci'21, 2021. [All Versions].

• Investigating Human Priors for Playing Video Games - ICML'18, 2018. [All Versions].

• Tasks for aligning human and machine planning - Current Opinion in Behavioral Sciences, 2019. [All Versions].

Meta-Level Considerations / Gestalt

• Restructuring revisited I. Summary and critique of the Gestalt theory of problem solving - Scandinavian Journal of Psychology, 1984. [All Versions].

Meta-Level Considerations / Cognitive Architecture

• SOAR: An architecture for general intelligence - Artificial Intelligence, 1987. [All Versions].

• Metacognition in computation: A selected research review - Artificial Intelligence, 2005. [All Versions].

• Basic functional trade-offs in cognition: An integrative framework - Cognition, 2018. [All Versions].

• A Theoretical Computer Science Perspective on Consciousness - Journal of Artificial Intelligence and Consciousness, 2020. [All Versions].

Theory of Mind / AI Assisted Research

• Intentionality - Plato Stanford.

• The Signature of All Things: Children Infer Knowledge States from Static Images - CogSci'20, 2020. [All Versions].

• Leveraging Facial Expressions and Contextual Information to Investigate Opaque Representations of Emotion - Emotion, 2019. [All Versions].

• Waiting and weighting: Information sampling is a balance between efficiency and error-reduction - Cognition, 2013. [All Versions].

• Natural scene statistics account for the representation of scene categories in human visual cortex - Neuron, 2013. [All Versions].

• Unit of visual working memory: A Boolean map provides a better account than an object does - Journal of Experimental Psychology, 2020. [All Versions].

Analogy / AI Assisted Research

• Generalize and Blend: Concept Blending Based on Generalization, Analogy, and Amalgams - ICCC'15, 2015. [All Versions].

• Detecting Unseen Visual Relations Using Analogies - CVPR'19, 2019. [All Versions].

• Learning to Make Analogies by Contrasting Abstract Relational Structure - ICLR'19, 2019. [All Versions].

• Sky + Fire = Sunset. Exploring Parallels between Visually Grounded Metaphors and Image Classifiers - ACL'20, 2020. [All Versions].

• Analogy as Nonparametric Bayesian Inference over Relational Systems - CogSci'20, 2020. [All Versions].

Causality / AI Assisted Research

• Causal Reasoning - The Oxford Handbook of Cognitive Psychology, 2013. [All Versions].

• Inferring causal networks from observations and interventions - Cognitive Science, 2010. [All Versions].

• Constraints on Hypothesis Selection in Causal Learning - CogSci'15, 2015. [All Versions].

• What happened? Reconstructing the past through vision and sound - 2021. [All Versions].

Commonsense / AI Commonsense Reasoning

• From Recognition to Cognition: Visual Commonsense Reasoning - CVPR'19, 2019. [All Versions]. [Project].

• PIQA: Reasoning about Physical Commonsense in Natural Language - AAAI'20, 2020. [All Versions].

• Visual Commonsense R-CNN - CVPR'20, 2020. [All Versions].

• VisualCOMET: Reasoning About the Dynamic Context of a Still Image - ECCV'20, 2020. [All Versions].

Inductive Logic & Program Synthesis / Commonsense Knowledgebase

• Towards combining inductive logic programming with Bayesian networks - ILP'01, 2001. [All Versions].

• Learning Efficient Logical Robot Strategies Involving Composable Objects - IJCAI'15, 2015. [All Versions].

• Learning Higher-Order Logic Programs through Abstraction and Invention - IJCAI'16, 2016. [All Versions].

• How Much Can Experimental Cost Be Reduced in Active Learning of Agent Strategies? - ILP'18, 2018. [All Versions].

• Meta-Interpretive Learning from noisy images - Machine Learning, 2018. [All Versions].

• Learning efficient logic programs - Machine Learning, 2018. [All Versions].

• Learning higher-order logic programs - Machine Learning, 2019. [All Versions].

• Logical reduction of metarules - Machine Learning, 2019. [All Versions].

• Playgol: Learning Programs Through Play - IJCAI'19, 2019. [All Versions].

• Machine Discovery of Comprehensible Strategies for Simple Games Using Meta-interpretive Learning - New Generation Computing, 2019. [All Versions].

• Forgetting to Learn Logic Programs - AAAI'20, 2020. [All Versions].

• Turning 30: New Ideas in Inductive Logic Programming - IJCAI'20, 2020. [All Versions].

• Learning programs by learning from failures - Machine Learning, 2020. [All Versions].

• Complete Bottom-Up Predicate Invention in Meta-Interpretive Learning - IJCAI'20, 2020. [All Versions].

• Meta-Interpretive Learning as Metarule Specialisation - Machine Learning, 2021. [All Versions].

• Derivative-free optimization of high-dimensional non-convex functions by sequential random embeddings - IJCAI'16, 2016. [All Versions].

• Finitely Generated Groups and First-Order Logic - Journal of The London Mathematical Society-second Series, 2005. [All Versions].

• Leveraging Language for Abstraction and Program Search - ICML'20, 2020. [All Versions].

• Learning Part-Based Abstractions for Visual Object Concepts - CogSci'21, 2021. [All Versions].

Knowledge Representation / Commonsense Knowledgebase

• The Analysis of Knowledge - Plato Stanford.

• Common Knowledge - Plato Stanford.

• Sense-Data - Plato Stanford.

• Epistemic Modal Logic - Wikipedia.

• Logics for Epistemic Programs - Synthese, 2004. [All Versions].

• A Translation Approach to Portable Ontology Specifications - Knowledge Acquisition, 1993. [All Versions].

• The Symbolic Grounding Problem - Physica D: Nonlinear Phenomena, 1990. [All Versions].

• Learning overhypotheses with hierarchical Bayesian models - Developmental Science, 2007. [All Versions].

• Learning Causal Schemata - CogSci'07, 2007, [All Versions].

• A Rational Analysis of Rule-Based Concept Learning - Cognitive Science, 2008. [All Versions].

• Modeling semantic cognition as logical dimensionality reduction - CogSci'08, 2008. [All Versions].

• Theory Acquisition as Stochastic Search - CogSci'10, 2010. [All Versions].

• A probabilistic model of theory formation - Cognition, 2010. [All Versions].

• Bootstrapping in a language of thought: A formal model of numerical concept learning - Cognition, 2012. [All Versions].

• Exploring the Conceptual Universe - Psychological Review, 2012. [All Versions].

• A taxonomy of inductive problems - Psychonomic Bulletin & Review, 2014. [All Versions].

• The Logical Primitives of Thought: Empirical Foundations for Compositional Cognitive Models - Psychological Review, 2016. [All Versions].

• The Emergence of Organizing Structure in Conceptual Representation - Cognitive Science, 2018. [All Versions].

• Theory Acquisition as Constraint-Based Program Synthesis - CogSci'21, 2021. [All Versions].

• Connecting perceptual and procedural abstractions in physical construction - CogSci'21, 2021. [All Versions].

• Invariant representation of physical stability in the human brain - 2021. [All Versions].

• Introduction to The Fluent Calculus - Linkoeping University Electronic Press, 1998. [All Versions].

• From situation calculus to fluent calculus: State update axioms as a solution to the inferential frame problem - Artificial Intelligence, 1999. [All Versions].

• A representational analysis of numeration systems - Cognition, 1995. [All Versions].

Cognitive Development / Commonsense Knowledgebase

• Cognitive development: An information processing approach - B.Blackwell, 1991. [All Versions].

• From exploration to play: A cross-sectional study of infant free play behavior - Developmental Psychology, 1981. [All Versions].

• Detecting Blickets: How Young Children Use Information about Novel Causal Powers in Categorization and Induction - Children Development, 2003. [All Versions].

• Serious fun: Preschoolers engage in more exploratory play when evidence is confounded - Developmental Psychology, 2007. [All Versions].

• Where science starts: Spontaneous experiments in preschoolers' exploratory play - Cognition, 2011. [All Versions].

• Scientific thinking in young children: Theoretical advances, empirical research, and policy implications - Science, 2012. [All Versions].

• Finding New Facts; Thinking New Thoughts - Advances in Child Development and Behavior, 2012. [All Versions].

• Theory learning as stochastic search in the language of thought - Cognitive Development, 2012. [All Versions].

• Infants make more attempts to achieve a goal when they see adults persist - Science, 2017. [All Versions].

• Knowing when to quit: Children consider access to solutions when deciding whether to persist - CogSci'20, 2020. [All Versions].

• Bayesian Models of Conceptual Development: Learning as Building Models of the World - Annual Review of Developmental Psychology, 2020. [All Versions].

• Sticking to the Evidence? A Behavioral and Computational Case Study of Micro-Theory Change in the Domain of Magnetism - Cognitive Science, 2019. [All Versions].

• Cognitive pragmatism: Children flexibly choose between facts and conjectures - CogSci'18, 2018. [All Versions].

• Exploratory play, rational action, and efficient search - CogSci'20, 2020. [All Versions].

• Children selectively endorse speculative conjectures - Child Development, 2021. [All Versions].

• Learning higher-order generalizations through free play: Evidence from 2- and 3-year-old children - Developmental Psychology, 2017. [All Versions].

• Childhood as a solution to explore–exploit tensions - Philosophical Transactions of the Royal Society B: Biological Sciences, 2020. [All Versions].

• Children's exploratory play tracks the discriminability of hypotheses - Nature Communications, 2021. [All Versions].

• A Developmental Perspective on Executive Function - Child Development, 2010. [All Versions].

• Rethinking Executive Function and Its Development - Psychological Science, 2020. [All Versions].

Learning in the Open World / Commonsense Knowledgebase

• Online learning of symbolic concepts - Journal of Mathematical Psychology, 2017. [All Versions].

• Towards Open Set Deep Networks - CVPR'16, 2016. [All Versions].

• Adversarial Filters of Dataset Biases - ICML'20, 2020. [All Versions].

• A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning - 2020. [All Versions].

• Learning to Learn Image Classifiers with Visual Analogy - CVPR'18, 2018. [All Versions].

• Zero-Shot Object Detection - ECCV'18, 2018. [All Versions].

• Towards Open World Object Detection - CVPR'21, 2021. [All Versions]. [Project (⭐1.1k)].

• Learning to Recognise Unseen Classes by A Few Similes - MM'17, 2017. [All Versions].

Ulf Grenander / Commonsense Knowledgebase

• A Calculus of Ideas: A Mathematical Study of Thinking - World Scientific Publishing Company, 2012. [All Versions].

• General Pattern Theory: A Mathematical Study of Regular Structures - Oxford University Press, 1993. [All Versions].

Michael Tomasello / Commonsense Knowledgebase

• Origins of human communication - MIT Press, 2010. [All Versions].

• The cultural origins of human cognition - Havard University Press, 2000. [All Versions].

Judea Pearl / Commonsense Knowledgebase

• The Book of Why: The New Science of Cause and Effect - Basic Books, 2018. [All Versions].

• Causality: Models, Reasoning and Inference - Cambridge University Press, 2009. [All Versions].

Daniel Kahneman / Commonsense Knowledgebase

• Thinking, fast and slow - Farrar Straus Giroux, 2011. [All Versions].

Karl Popper / Commonsense Knowledgebase

• The logic of scientific discovery - Routledge, 2005. [All Versions].

• All Life is Problem Solving - Routledge, 2001. [All Versions].

20. Awesome Code Review

Articles

• Modern Code Reviews Arguably belongs in academic paper, but it's a website giving an overview of evidence on code review by facet/context. Links off to a bunch of papers.

21. Awesome Ci

• Name: Woodpecker

  Description: Continuous Integration service

  Features: Woodpecker is a community fork of the Drone CI system.

  Supported repositories: GitHub, GitLab, Gitea, BitBucket, Custom

  Documentation: Documentation

  Price: Free Open Source (Apache License 2.0)

  Stars:

22. Awesome Capacitor

Official plugins

• Action Sheet (⭐601) - Provides access to native Action Sheets.

• App Launcher (⭐601) - Allows to check if an app can be opened and open it.

• Browser (⭐601) - Provides the ability to open an in-app browser and subscribe to browser events.

• Camera (⭐601) - Provides the ability to take a photo with the camera or choose an existing one from the photo album.

• Clipboard (⭐601) - Enables copy and pasting to/from the system clipboard.

• Dialog (⭐601) - Provides methods for triggering native dialog windows for alerts, confirmations, and input prompts.

• Geolocation (⭐601) - Provides simple methods for getting and tracking the current position of the device using GPS, along with altitude, heading, and speed information if available.

• Haptics (⭐601) - Provides physical feedback to the user through touch or vibration.

• Keyboard (⭐601) - Provides keyboard display and visibility control, along with event tracking when the keyboard shows and hides.

• Local Notifications (⭐601) - Provides a way to schedule device notifications locally (i.e. without a server sending push notifications).

• Motion (⭐601) - Tracks accelerometer and device orientation (compass heading, etc.).

• Network (⭐601) - Provides network and connectivity information.

• Push Notifications (⭐601) - Provides access to native push notifications.

• Share (⭐601) - Provides methods for sharing content in any sharing-enabled apps the user may have installed.

• Splash Screen (⭐601) - Provides methods for showing or hiding a Splash image.

• Status Bar (⭐601) - Provides methods for configuring the style of the Status Bar, along with showing or hiding it.

• Text Zoom (⭐601) - Provides the ability to change Web View text size for visual accessibility.

Community plugins

• Admob (⭐247) - A native plugin for AdMob.

• Apple sign in (⭐157) - Capacitor Sign in with Apple.

• Background geolocation (⭐219) - Receive geolocation updates even while app is backgrounded.

• Barcode scanner (⭐443) - A fast and efficient QR / barcode scanner for Capacitor.

• Bluetooth-le (⭐325) - Bluetooth Low Energy.

• Camera preview (⭐207) - Camera preview.

• Googlemaps (⭐157) - Plugin using native Maps API for Android and iOS.

• Contacts (⭐139) - Contacts Plugin for Capacitor.

• Date picker (⭐92) - Native DateTime Picker Plugin for Capacitor Apps.

• Facebook Login (⭐110) - A native plugin for Facebook Login.

• Flipper (⭐12) - A native plugin for flipper debugger.

• Http (⭐211) - A native HTTP plugin for CORS-free requests and file transfers.

• Intercom (⭐66) - Enable Intercom features for Capacitor apps.

• Media (⭐125) - Enable some media features for Capacitor such as create albums, save videos, gifs and more.

• Native audio (⭐137) - A native plugin for native audio engine.

• Native market (⭐30) - A native market plugin for linking to google play or app store.

• React hooks (⭐258) - React Hooks for Capacitor apps.

• Realm (⭐26) - A native plugin for MongoDB Realm.

• Speech recognition (⭐109) - A native plugin for speech recognition.

• Sqlite (⭐579) - Native & electron SQLite databases.

• Stripe (⭐213) - Stripe SDK bindings for Capacitor Applications.

• Tauri (⭐127) - Support for the Tauri platform.

• Text to speech (⭐112) - Synthesizing speech from text.

• Twitter (⭐11) - Enable TwitterKit features for Capacitor.

• Uxcam (⭐5) - UXCam and FullStory analytics. It uses UXCam for Android and iOS platforms and FullStory for Web/PWA.

Other plugins

• App Tracking Transparency (⭐35) - Request user authorization to access app-related data for tracking the user or the device. iOS only.

• Brother Print (⭐21) - A native Brother Print SDK implementation for iOS & Android.

• Biometric (⭐193) - Use biometrics confirm device owner presence or authenticate users.

• Dark mode (⭐1) - Monitor the changes made to system's dark mode.

• Email composer (⭐24) - Open a native E-Mail Composer within your Capacitor App.

• Facebook Analytics (⭐5) - Facebook Analytics Plugin for Capacitor.

• File selector (⭐14) - Select files form Android/iOS devices and the web.

• Jitsi (⭐91) - Make video calls through the free, open-sourced Jitsi video platform.

• Lightsensor (⭐3) - Get the illuminance level on the device.

• Native settings (⭐116) - Open native settings screens.

• NativeScript
  • NativeScript Capacitor (⭐42) - Empower Capacitor with native APIs.
  • Augmented Reality (⭐117) - Add AR experiences.

• Navigation bar (⭐79) - Navigation Bar manipulation, hide/show.

• Rate app (⭐191) - Let users rate your app using native rate app dialog for both Android and iOS.

• Read sms (⭐3) - Read the user's SMS with their permission.

• Screenshot (⭐18) - Take a screenshot of the current view.

• Send intent (⭐12) - Expose a listener in your JavaScript application for when another application sends data to your Capacitor application via the Android share menu or share sheet.

• Sentry (⭐132) - Add Sentry error tracking and performance monitoring for Capacitor apps.

• Stripe terminal (⭐30) - Stripe Terminal Plugin for Capacitor.

• Sprig (⭐0) - All-in-one  product research platform.

• Square Payments (⭐2) - Enable Square Payments for Capacitor.

• Sumup (⭐4) - SumUp Mobile SDK.

23. Awesome Substrate

SCALE Codec

• C (⭐10) - Maintained by Matthew Darnell.

24. Awesome Gbdev

Tools / Music drivers and trackers

• CBT-FX (⭐28) - A GBDK-2020 sound effect driver compatible with FX-Hammer sound effects.

25. Awesome Slim

Miscellaneous

• Slim JSON API (⭐268) - Slim extension to implement fast JSON API's.

26. Awesome Pentest

Books / Tor Tools

• Effective Software Testing, 2021

• The Art of Network Penetration Testing, 2020

27. Awesome Vlc

VLC web & lua extensions

• VideoLAN addons website - VideoLAN addons website.

• vlc-delete (⭐99) - VLC extension to remove videos from the hard disk.

• TraktForVLC (⭐310) - Automatically trakt.tv what you're watching on VLC.

• playlist-youtube-vlc (⭐7) - Lua plugin to parse Youtube playlists.

• vlc-super-skipper (⭐14) - Automatically Skip Opening and Ending Sequences.

28. Awesome Evm Security

Threats

• Blockchain Graveyard - A list of all massive security breaches or thefts involving blockchains.

• Blockchain Threat Intelligence - The latest in blockchain, DeFi and cryptocurrency threat intelligence, vulnerabilities, security tools, and events.

29. Awesome Playcanvas

Interactive Experiences

• Wild Rift - Solve the puzzle to unlock a League of Legends: Wild Rift character.

30. Awesome Osint

Real-Time Search, Social Media Search, and General Social Media Tools

• IDCrawl - Search for a name in popular social networks.

Social Media Tools / Telegram

• Telegram Nearby Map (⭐1.1k) - Webapp based on OpenStreetMap and the official Telegram library to find the position of nearby users.

Username Check / GitHub

• IDCrawl - Search for a username in popular social networks.

Keywords Discovery and Research / GitHub

• Yandex Wordstat

31. Awesome Generative Deep Art

Interesting Instagram Accounts, Posts and Reels / Deforum

• Lucid Sonic Dreams (@lucidsonicdreams)

32. Awesome Preact

Contents / Libraries

• Teaful (⭐713) - Tiny (800B), easy and powerful (P)React state management.

33. Awesome Steam

Third-Party Services / Misc

• hexa.one - Provides prices for several games and Steam market/inventory related services.

34. Awesome Neovim

Tree-sitter Supported Colorscheme / Diagnostics

• RishabhRD/gruvy (⭐16) - Gruvbuddy without colorbuddy using Lush.

35. Dive Into Machine Learning

Tools you'll need / Cloud-based options

• Binder is Jupyter Notebook's official choice to try JupyterLab

Explore another notebook / What just happened?

• Jupyter's official Gallery of Interesting Jupyter Notebooks: Statistics, Machine Learning and Data Science (⭐15k) (permalink (⭐15k))

Other courses / Take my tips with a grain of salt

• There are more alternatives linked at the bottom of this guide

Supplement: Learning Pandas well / Some communities to know about!

• Essential: Things in Pandas I Wish I'd Had Known Earlier (as a Jupyter Notebook)

Supplement: Troubleshooting / Production, Deployment, MLOps

• MLOps Stack Template by Henrik Skogström

• Lessons on ML Platforms from Netflix, DoorDash, Spotify, and more by Ernest Chan in Towards Data Science

• MLOps Stack Canvas at ml-ops.org

• EthicalML/awesome-artificial-intelligence-guidelines (⭐1.3k)

• EthicalML/awesome-production-machine-learning (⭐19k)

• visenger/awesome-ml-model-governance (⭐115)

• visenger/awesome-MLOps (⭐13k)

More Data Science materials / Machine Learning and User Experience (UX)

• Python Data Science Handbook, as Jupyter Notebooks

36. Awesome Tmux

Status Bar

• tmux-pomodoro-plus (⭐387) Incorporate the Pomodoro technique into your tmux workflow

37. Awesome Flutter

🇫🇷 France / Misc

• Twitter

• Slack

• Newsletter Flutter Digest

38. Public Apis

Art & Design

• API: xColors

  Description: Generate & convert colors

  Auth: No

  HTTPS: Yes

  CORS: Yes

Security

• API: Application Environment Verification (⭐84)

  Description: Android library and API to verify the safety of user devices, detect rooted devices and other risks

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

39. Awesome Cl

Graph databases

• neo4cl - a library for interacting with Neo4J. Sends Cypher queries to a Neo4J server, and decodes the responses into something useful for processing in CL. Apache2.
  • and maybe: cl-neo4j (⭐26) - a thin neo4j RESTFUL client interface.

Querying HTML/DOM, web scraping / Isomorphic web frameworks

• 👍 lquery (⭐91) - A jQuery-like HTML/DOM manipulation library. zlib.

40. Awesome Crystal

CLI Builders

• Athena Console (⭐20) - Allows for the creation of CLI based commands

HTML/XML Parsing

• docx_cr_converter (⭐9) - parse DOCX Word

Third-party APIs

• mollie.cr (⭐19) - Mollie Payments API wrapper (Creditcard, PayPal, Apple Pay, Sofort, Klarna, ...)

41. Urban and Regional Planning Resources

Platforms and Software Resources / Environmental and Climate Planning Tools and Platforms

• Temperate - This user-friendly tool was developed by Azavea in partnership with ICLEI USA, with the primary purpose of facilitating a data-informed adaptation planning process in small-to-midsize communities with little to no devoted resources to plan for climate change impacts.

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