R studio api. In many parts of DSS, you can write R code (recipes, notebooks, webapps, …). We will also list the APIs available in ESSENCE and Creating an API with plumber The plumber package allows you to create APIs from your R code. Mar 11, 2024 · What are API keys? An application programming interface (API) key is a unique identifier used to authenticate and authorize a user, developer, or calling program to an API. md Reproducible Research Spatial Statistics Utility ensurer franc janitor openssl purrr Web Apr 16, 2020 · If you have RStudio, you can click the “Run API” button to test your endpoints locally with Swagger. Nov 29, 2024 · GptStudio is currently not compatible with RStudio Cloud but works fine on your local computer with R versions 4 and above. It also allows you to schedule your This guide provides an overview of ESSENCE APIs and how to access them through RStudio with examples. 1. DOWNLOAD RStudio Desktop Used by millions of people weekly, the RStudio integrated development environment (IDE) is a set of tools built to help you be more productive with R and Python. Inside the directory name field, give it a name (for example DeepSeek-R1 API), and then click on Create Project. The rstudioapi package is designed to make it easy to conditionally access the RStudio API from CRAN packages, avoiding any potential problems with R CMD check. Dec 16, 2023 · Introduction Few days ago, Google presented their own multimodal-LLM named as “Gemini”. RStudio API The rstudioapi package allows interacting with RStudio directly with R code. For a general overview on how to connect to databases in RStudio, please Jun 15, 2022 · RStudio Connect provides a platform to deliver key insights to decision-makers, at the right time, in the right format. Once in the wizard, select New Directory, then click New Plumber API Project. copied from asmeurer / r-rstudioapi Access the RStudio API (if available) and provide informative error messages when it's not. Turn your R code into a web API. If you’ve never used such a thing, it’s comparable to Excel, except that instead of focusing on data as Excel does, we’ll focus on what we’re doing to the data (the code). Introduction RStudio lets you access ESSENCE data more securely, create your own R Markdown reports and Shiny applications, and do exploratory analyses not possible within ESSENCE. Download a full copy of the cran-like repository with docs, to mirror or backup. Connect is RStudio’s enterprise publishing platform for data science products like R Markdown documents, Shiny apps, Flask APIs, and more. RStudio integration ¶ In addition to the ability to use the DSS R API outside of DSS, DSS features several integration points with RStudio. openai Overview {openai} is an R wrapper of OpenAI API endpoints. Due to plumber’s incredible flexibility, most major API design decisions are left up to the developer. Basically, it means a way of accessing the functionality of a program from inside another program. What is OAuth 2. With just a few steps, content can be translated between supported languages, promoting better collaboration and expanding the global reach of work. This can be accomplished by using the DBI, tidyverse, and odbc packages in R. Technical Assistance: support. connectapi-package connectapi: Utilities for Interacting with the 'Posit Connect' Server API We would like to show you a description here but the site won’t allow us. Feb 28, 2025 · Learn how to integrate OpenAI's API with R for tasks like text generation and data analysis, plus best practices for security and cost management. User guides, package vignettes and other documentation. Environment variables keep the literal URL and Key values from your source code, meaning you can share that code without worrying about accidentally sharing your RStudio Connect API Key. Thanks to Deepanshu Bhalla (writer of above article), I’ve many inspirations and made some research to utilize Gemini … Continue reading Use google’s Gemini in R API and function index for rstudioapirstudioapi documentation built on Oct. Gives the ability to automatically generate and serve an HTTP API from R functions using the annotations in the R documentation around your functions. The version and code name will change when RStudio releases new software. Connecting to Snowflake in RStudio The next step is to connect RStudio to Snowflake using the driver configurations you’ve just set up. Using AI with R Using AI in RStudio This lesson is called Using AI in RStudio, part of the Using AI with R course. The best practice is to create a new API Key for Learn the web scraping skills you need to start or progress your data career. It simplifies sharing your applications, models, data, packages and reports with your team in the organization. As an example, to create a 4GB RStudio Droplet in the NYC3 region, you can use the following curl command. It is designed to work with all supported versions of Connect, though some features may only be available to newer versions. Rd The following code is compatible with versions 2. If you ever lose an API key or otherwise feel it has been compromised, use the dashboard to revoke the key and create another one. Connect supports a spectrum of data products, static or dynamic, developed in R and Python: Dashboards, Shiny applications, APIs, reports, and so much more. org The National Syndromic Surveillance Program (NSSP) promotes, and advances development of the cloud-based BioSense Platform, a secure integrated electronic health information system that hosts standardized analytic tools and facilitates collaborative processes. ) are really just a bunch of wrapper functions that interact with the underlying APIs and convert your R code into something different. The post R API Tutorial: Getting Started with APIs in R appeared first on Dataquest. Run the following commands to install the gptstudio package in RStudio making sure to replace “YOUR-API-KEY" with your OpenAI key. We would like to show you a description here but the site won’t allow us. 0 a bit so that you might know how to smoothly and securely use OAuth2. It includes headers that contain information about the response and a body that contains any data returned by the API. Mar 31, 2025 · Access the RStudio API (if available) and provide informative error messages when it's not. Jan 25, 2021 · If you see the web API you want to wrap uses OAuth2. Their publishing platform RStudio Connect (-> Posit Connect) is well Introduction RStudio lets you access ESSENCE data more securely, create your own R Markdown reports and Shiny applications, and do exploratory analyses not possible within ESSENCE. Creates a connection to Posit Connect using the server URL and an API key. packages("googleLanguageR") and now the code is failing when I try to use the gl_auth function in package googleLanguageR. [Programming] (programming/README. I've looked through the documentation on httr, jsonlite and others and still can't figure out how to set the API key. Access the RStudio API (if available) and provide informative error messages when it's not. The API we’ll be connecting to is the OpenWeather API. I have used the httr package in R to request the data over a 3 minute period and ass Jan 29, 2025 · The RStudio IDE supplies an API to interface with various bits of the RStudio UI through R code via the rstudioapi package. Jul 11, 2023 · This RStudio API guide provides an overview of the ESSENCE APIs and how to access them through RStudio. The callback will be executed whenever the command is invoked, regardless of how the invocation was triggered. Sep 1, 2022 · Part 3: Python API deployment with RStudio Connect: Streamlit RStudio Connect is a platform which is well known for providing the ability to deploy and share R applications such as Shiny apps and Plumber APIs, as well as plots, models and R Markdown reports. Aqui estão as etapas básicas: 1 Want to make an R REST API? Learn the basics of the Plumber R package in this hands-on article and make one from scratch. The tensorflow package provides access to the complete TensorFlow API from within R. In this blog we will look at how to deploy a Flask app to RStudio Connect. Don’t want to download or install anything? Get started with RStudio on Posit Cloud for free. For further addins, tailored for R developers, also see the sister package: gpttools We would like to show you a description here but the site won’t allow us. R API ¶ DSS comes with a complete set of R API. Sep 14, 2020 · RStudio 及其 API 学习笔记 李家翔 2020-09-14 Apr 3, 2024 · Interact with Github Copilot and OpenAI's GPT (ChatGPT) models directly in RStudio. After this article, a world will open up for you, […] Safely access RStudio's API (when available). ). 0 and 1. May 10, 2021 · Builds Versions Branches Releases Hourly Shiny Server Builds API JSON API Redirect Links The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API. Learn more. However, it is not just for R developers (hence the name change). 0 DESCRIPTION file. API keys are managed by each user in the Posit Connect dashboard. 1 API keys are used to track and control how the API is being used, for example to prevent malicious use or abuse of the API. Notably, through R code, the package can read what’s inside of the user’s active selection and also write character vectors into that range. packages ("gptstudio") Sys. Oct 16, 2014 · On This Page: Installation Description Namespace R/blsAPI-package. Usage showPrompt(title, message, default = NULL, timeout = 60) Arguments Note The showPrompt function was added in version 1. We will discuss the OpenAI API which can be called and used to run ChatGPT within R. This package covers Models, Completions, Chat, Edits, Images, Embeddings, Audio, Files, Fine-tunes, Moderations, and legacy Engines endpoints. Jul 18, 2017 · I want to connect to a REST API with my API key. This package provides an R client for the Posit Connect Server API, as well as helpful functions that utilize the client. And run API queries and view the data for different levels of geography. Documentation for package ‘rstudioapi’ version 0. If you want builds from other branches (stable, etc), see below. You’ll need to either save your API access token to an environment variable or substitute it into the command below. Installation This package uses 'rstudioapi' package and 'DeepL' API, and is simply implemented, executed from addins or via shortcuts on RStudio. RStudio GuideThis video shows the basic steps to connect a tool (it covers Excel) to Snowflake via ODBC. The goal of gptstudio is for R programmers to easily incorporate use of large language models (LLMs) into their project workflows. Sep 4, 2019 · No R package for the API you want? It’s easy to write your own function with the httr and jsonlite packages. In this R Markdown document, we will provide an overview of the ESSENCE application programming interfaces (APIs) and explain how to access them through RStudio. com Oct 23, 2024 · Access the RStudio API (if available) and provide informative error messages when it's not. Steps to Integrate Gemini into R To use Google's Gemini via API in R, please follow these steps. We want your feedback! We would like to show you a description here but the site won’t allow us. The `chattr` Shiny add-in makes it easy for you to interact with these and other Large Language Models (LLMs). copied from cf-post-staging / r-rstudioapi RStudio commands can be invoked from menus, toolbars, keyboard shortcuts, and the Command Palette, as well as the RStudio API. This allows R developers to create code that can be consumed by downstream frameworks, which Jun 6, 2024 · 文章浏览阅读648次，点赞5次，收藏5次。 RStudio API：解锁RStudio的潜力，优化你的数据分析流程在数据科学与编程的世界里，高效工具的集成常常是提升工作效率的关键。 RStudio commands can be invoked from menus, toolbars, keyboard shortcuts, and the Command Palette, as well as the RStudio API. Specifically, we’ll We would like to show you a description here but the site won’t allow us. We will begin with a very brief explanation of application programming interfaces (APIs), then list what APIs are available in ESSENCE, and finally expose you to basic examples of R code and packages so that you can start using RStudio to access ESSENCE data, create your own R Markdown Feb 13, 2020 · Learn how to access APIs using your R programming skills in this free tutorial covering how to get data from NASA's free ISS API. Este tutorial pressupõe que você tenha um conhecimento básico de trabalho de R e esteja confortável com scripts com o RStudio ou com o console do Rstudio. The callback will be executed whenever the command is in-voked, regardless of how the invocation was triggered. We will begin with a very brief explanation of application programming interfaces (APIs), then list what APIs are available in ESSENCE, and finally expose you to basic examples of R code and packages so that you can start using RStudio to access ESSENCE data, create Notes: This API returns the latest build for the daily branch only. Feb 9, 2021 · Introduction In this RMarkdown document, we will provide an overview of the ESSENCE APIs and how to access them through Rstudio. You may find yourself being prompted with something like this: When writing an R script that requires a user to provide credentials, you will want a way to have the script prompt the user or Mar 3, 2019 · How to use the Search Console API in RStudio (Step-by-step) Now that we have set-up our credentials for the Search Console API, I will show you how to use the searchConsoleR package to extract keywords data from Google Search Console. This package uses ‘rstudioapi’ package and ‘DeepL’ API, and is simply implemented, executed from addins or via shortcuts on RStudio. Accessing Content Using an API Key This section contains examples of how to use API Keys to obtain or interact with content deployed to RStudio Connect. Contribute to rstudio/plumber development by creating an account on GitHub. Deploy models to the cloud, on-prem, in the browser, or on-device. Feb 20, 2025 · In your R Studio IDE, click on the File menu and go to New Project to open the New Project Wizard. 23, 2024, 1:07 a. There are a lot of part to RStudio but don’t let the look of it overwhelm you. Learn about using R to connect to the user lookup endpoint and how to work with JSON returned from Twitter API v2. They are a substitute for logging in to RStudio Connect to publish or access content. The rstudioapi package is designed to make it easy to conditionally access the RStudio API from CRAN packages, avoiding any potential problems with R CMD check. R is the language we code in, and the R program runs that code. We will begin with a very brief explanation of application programming interfaces (APIs), then list what APIs are available in ESSENCE, and finally expose you to basic examples of R code and packages so that you can start using RStudio to access ESSENCE data, create your own R Markdown Mar 21, 2025 · Learn how to work with R interactively on Azure Machine Learning Oct 22, 2024 · Access the RStudio API (if available) and provide informative error messages when it's not. When accessing an API or database in R, it is often necessary to provide credentials such as a login name and password. r R/blsAPI. Once you have access, you can create an API key by clicking on Create API Key button. In this video, I show how easy it is to get data from an API using R, for an API that does not require a key and an API that does require a key. It does this through special comments that give instructions on how to turn the functions in your script into API endpoints. Aug 25, 2022 · RStudio Connect (soon to be Posit Connect) is a platform that provides the ability to deploy and share R applications and reports. io Jul 23, 2025 · In this article, we learned how to access and collect data from an API in R using packages like httr and jsonlite, with a practical example using the OpenWeatherMap API. Let's now run our API locally and submit requests through Swagger - once the code below is ran Swagger will open up either in a viewer in RStudio or in your browser (depending on your RStudio settings). We will also list the APIs available in ESSENCE and Oct 3, 2021 · How to Access an API with RStudio Autumn Biggie 10/3/2021 Preliminary Steps Function to Access API Exploratory Data Analysis Data Cleaning Create New Variables Contingency Tables Numerical Summaries Data Visualization Final Thoughts In this document, we’ll walk through how to connect to an API, using an example. Builds returned by this API, like all daily builds, are not guaranteed to be stable. API Keys are not associated with any content, and can be used to access any content that the owning user could access while logged in. Iterate rapidly and debug easily with eager execution. Nov 9, 2016 · Api rstudio::conf 2019 Democratizing R with Plumber APIs James Blair | January 24, 2019 | The Plumber package provides an approachable framework for exposing R functions as HTTP API endpoints. The package has a function sc_key() that you use to set your API key, but in the documentation they suggest hardcoding your API key, which we are trying to avoid. Dec 28, 2021 · Your All-in-One Learning Portal: GeeksforGeeks is a comprehensive educational platform that empowers learners across domains-spanning computer science and programming, school education, upskilling, commerce, software tools, competitive exams, and more. The httr package allows you to configure your HTTP requests globally using httr::set_config() or in a scoped variant httr::with_config. Syntax highlighting editor with code completion. Sep 12, 2018 · bea_gdp_api is now a tibble that holds the quarterly percentage change for each of the GDP accounts used by the BEA, including total GDP change. This allows R developers to create code that can be consumed by downstream frameworks, which Learn to access a whole new world of data by using APIs within the R programming and data analysis workflow. Como acessar qualquer API RESTful usando a linguagem R Este é um guia de instruções para se conectar a uma API para receber informações quando a API não possui um pacote específico para R. So instead of performing an action using an interface that was made for humans, a point and click GUI for instance, an API allows a program to perform that action automatically. Package NEWS. Full support for In this tutorial, you will learn how to run ChatGPT in R. It’s pretty amazing — with this package, your R code is easily accessible from other tools and frameworks. Aug 13, 2019 · The plumber R package is used to expose R functions as API endpoints. syndromicsurveillance. Any scripts or data that you put into this service are public. Welcome to TensorFlow for R An end-to-end open source machine learning platform Build and train deep learning models easily with high-level APIs like Keras and TF Datasets. Mar 21, 2019 · Roland Stevenson is a data scientist and consultant who may be reached on Linkedin. RStudio Server in a Code Studio RStudio Desktop RStudio Server (running on a separate server) Embedding the RStudio Server UI in DSS RStudio Server (running on the DSS server) Installing the R package Setup connectivity Create RStudio project RStudio Gives the ability to automatically generate and serve an HTTP API from R functions using the annotations in the R documentation around your functions. Mar 22, 2024 · In this tutorial, you will learn all the tricks of the trade for working with the OpenAI API in R. Scale computations to accelerators like GPUs, TPUs, and clusters with graph execution. Copy and save your API key for future reference. Step 1 : Get API Key - You can access the Gemini API by visiting this link : Google AI Studio. 0 is the most recent Gives the ability to automatically generate and serve an HTTP API from R functions using the annotations in the R documentation around your functions. Jan 5, 2016 · API Creation In addition to creating a Droplet from the RStudio 1-Click App via the control panel, you can also use the DigitalOcean API. A Aug 25, 2022 · This is part one of our three part series Part 1: Python API deployment with RStudio Connect: Flask (this post) Part 2: Python API deployment with RStudio Connect: FastAPI (to be published) Part 3: Python API deployment with RStudio Connect: Streamlit (to be published) RStudio recently announced they are changing to Posit. These examples assume that your RStudio Connect API Key is available in the environment variable CONNECT_API_KEY. To make a call to this service, the endpoint must be specified, as well as an ‘API key’, which may be requested from the host. clipal could thus: Nov 9, 2016 · Api rstudio::conf 2019 Democratizing R with Plumber APIs James Blair | January 24, 2019 | The Plumber package provides an approachable framework for exposing R functions as HTTP API endpoints. Using the RStudio Connect Server API, you can extend Connect to see advanced usage metrics to answer important questions and focus your data science work. See full list on dataquest. HyperText Transfer Protocol (HTTP) enables the communication between the client and server using HTTP methods. Further information on the difference HTTP request methods refer to this Mozilla documentation. Nov 3, 2021 · How to access APIs with R - Reproducible programming example - Collect time series data - JSON, API Key & URL - R programming tutorial Nov 26, 2015 · Background on APIs API is short for Application Programming Interface. RStudio provides a nice Nov 8, 2024 · Access the RStudio API (if available) and provide informative error messages when it's not. The headers include the HTTP status code that informs the client how the request was received, along with details about the content that’s being delivered. One important consideration to be made when developing APIs is how to log information about API requests and responses. May 4, 2021 · In addition to supporting interactive applications and static reports, RStudio Connect can also be used to deploy and manage R and Python APIs, using the Plumber and Flask frameworks. Jul 13, 2023 · This RStudio API guide provides an overview of the ESSENCE APIs and how to access them through RStudio. Function reference • rstudioapiReference Jul 23, 2018 · Response The API response mirrors the request to some extent. Please see the other articles for more detailed information. 0 of the Public Data API. Some of its features include: Customizable workbench with all of the tools required to work with R in one place (console, source, plots, workspace, help, history, etc. Installation The easiest way to install {openai} from CRAN is to use the “official Oct 23, 2024 · Show Prompt Dialog Box Description Shows a dialog box with a prompt field. Jun 5, 2017 · What is an API? An Application Programming Interface (API) is a set of defined methods that allow various software to communicate with each other. R man/blsAPI. By Branch or Release Sometimes what you need is the latest build for a particular branch; for example The Plumber package provides an approachable framework for exposing R functions as HTTP API endpoints. The BioSense Platform is a product of the Centers for Disease Control and Install your API key into Rstudio. This information can be used to determine how plumber APIs are performing and how they are being Introduction Application flexdashboard miniUI Data Handling Database Dataset Data-analysis DiversityOccupancy nadiv Date and Time Design colormap Development assertthat rstudioapi Graphics Modeling 11. The TensorFlow API is composed of a set of Python modules that enable constructing and executing TensorFlow graphs. Sep 7, 2017 · Is there a way to disable the masking in the rstudioapi::askForPassword pop up window so a user can enter their username? I am building a function I can share with my team for connecting to our Or Safely access RStudio's API (when available). RStudio Connect is designed to help you share and understand your data products in real-time. The power of this concept becomes only visible Nov 22, 2015 · Amanda Gadrow, Using Web APIs from R {RStudio conference 2017 presentation} Christoph Waldhauser (2015-11-22), Accessing APIs from R (and a little R programming) Jose Gonzalez, Using Google Maps API and R GPT RStudio addins that enable GPT assisted coding, writing & analysis - MichelNivard/gptstudio I have access to some telemetry data in azure (specifically all the API calls for customers using a mobile app). Safely access RStudio's API (when available). Jan 5, 2017 · Builds Versions Branches Releases Hourly Shiny Server Builds API JSON API Redirect Links RStudio is an integrated development environment (IDE) for the R programming language. These models appear to be a step change in our use of text for knowledge work, but you should carefully consider ethical implications of using these models. Per default, Plumber output is send as JSON, however you can use other serializers or create new ones to instruct plumber to render the output in a different format. Such services are usually secured by various layers of security. This R code interacts with DSS (for example, to read datasets) using the R API of DSS. Also there was article named “How to Integrate google’s gemini AI model into R” that tells us how to use gemini API in R brieflly. RStudio Academy is a hybrid learning platform that provides better data science training by developing skills, rather than over-focusing on facts. Mar 28, 2019 · While working with API’s which is nothing but an URL in RStudio, HTTP clients are used to accessing the API. 0 rather than a simple API key for authentication, are you happy or do you get nervous? If you get nervous, this post is for you! We shall demystify OAuth2. Users can create and open RStudio projects using the rstudioapi package. More details on Shiny Gadgets are provided below, but first we’ll take a look at using the rstudioapi package (which allows us to interact with RStudio from R code) and then what it takes to install and register an addin. Validates the connection and checks that the version of the server is compatible with the current version of the package. Execute code directly from the source editor (line, selection, or file). RStudio Connect also supports many Python applications, including Flask. When you initialize a connectapi API client, you implicitly create a httr HTTP client. 0? OAuth 2. However, I managed to install 'googleLanguageR' using install. Mar 4, 2023 · The first thing you need to do when using the package is registering your API key in your R environment. Aug 24, 2017 · Access the RStudio API (if available) and provide informative error messages when it's not. m. setenv ("OPENAI_API_KEY" = "YOUR-API-KEY") Quick Links: About Statistics FAQ Git Repository Documentation API Issues MacPorts MacPorts Home Install MacPorts MacPorts FAQ MacPorts News Port Information was updated: 29 minutes ago c77b8487 Most recent build (in app's database) ran: 3 hours ago Latest stats submission was received: a minute ago Posit Connect (formerly RStudio Connect) is a platform that simplifies the deployment of data science and analytics content for R and Python applications, such as Shiny apps, Plumber APIs, Flask APIs, R Markdown documents, and much more. In the example of a web browser accessing www. 📁 Give Food The rstudio/connect-api-deploy-shiny GitHub repository contains a sample Shiny application and uses the recipes in this section in deployment scripts that you can use as examples when building your own workflows. This lesson is called Using AI in RStudio, part of the Using AI with R course. RStudio empowers organizations to both create APIs in R and Python, and scalably deploy them using RStudio Connect. There are several types of APIs that each do different things Details RStudio also sets the global askpass option to the rstudioapi::askForPassword function so that it can be invoked in a front-end independent manner. The… Jan 15, 2018 · I am trying to use google speech to text Api through the package 'googleLanguageR'. You’ll learn how to collect your own data from APIs and the web using R and start data projects. Let’s take a closer look at each of the accounts whose data we have. 4 Using R to access the World Bank API R/RStudio is a statistical programming environment, much like Stata, SAS or SPSS. Jul 26, 2018 · Governments and other organisations often make open data available through Web service Application Programming Interfaces or APIs. May 27, 2021 · APIs can dramatically increase the impact of data analytics by making real time results accessible to a larger audience. 16. 67 of RStudio. 0 in your package, and we shall provide links to useful resources. View all possible variables from an ACS dataset and find a variable of interest. The API key often acts as both a unique identifier and a secret token for authentication, and is Jul 23, 2025 · Your All-in-One Learning Portal: GeeksforGeeks is a comprehensive educational platform that empowers learners across domains-spanning computer science and programming, school education, upskilling, commerce, software tools, competitive exams, and more. For more information, see the Plumber documentation. rstudio. Many R packages (leaflet, dygraphs, plotly, etc. . The Connect Server API Reference contains documentation for each of the endpoints used in these recipes. The latter endpoints, namely Engines, are left for backward compatibility and will be removed soon. Mar 31, 2019 · Example: Accessing OMDb API The OMDb API is an open web service that hosts movie information, contributed and maintained by users. Most of the R APIs can be used both within DSS and outside of DSS (for example, in RStudio). OpenAI has official documentation for Python and not for R but R users need not feel let down as this tutorial will now provide them with the necessary information. RStudio commands can be invoked from menus, toolbars, keyboard shortcuts, and the Command Palette, as well as the RStudio API. Oct 23, 2024 · Using rstudioapi, you can: Interact with the R session associated with the current RStudio instance. This allows R developers to create code that can be consumed by downstream frameworks, which Once you've provisioned an RStudio Connect API Key, use environment variables to obtain the RStudio Connect server URL and API Key. This is what RStudio will look like as soon as you open it for the first time. Contribute to rstudio/rstudioapi development by creating an account on GitHub. install. You can deploy Academy as a “turn-key” solution within your organization to cultivate the skills your team needs in an effective and lasting way. Connecting API Keys API Keys allow you to programmatically access content on RStudio Connect and use the Connect Server API. ngzec arqaahm laib ujtmf ivgibwp ejo hmlm cwsc mdeat mhyyw