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Cocalc

Collaborative calculation and cloud computing for research teams.

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Open the official app on cocalc.com

This tool is hosted by its maintainers. Click below to open cocalc.com in a new tab — it's their official demo.

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What's next with Cocalc?

Choose how you want to get started.

Use it free

Open the official tool or demo — no account needed.

Free

Self-host it

Run the open-source version on your own infrastructure.

Open

What is Cocalc?

Cocalc is an open-source web tool designed for collaborative computation and academic research. It provides a cloud-based platform where users can work together in real-time on projects involving mathematical computations, data analysis, and document creation. The tool is particularly useful for researchers, educators, and students who need to share and collaborate on complex tasks that require multiple tools and environments. Cocalc addresses the challenge of coordinating collaborative work by integrating various functionalities into a single interface, allowing users to work from different locations without the need for physical proximity. Its primary use cases include teaching and learning environments, where instructors can create and share interactive notebooks, and research teams that need to share computational resources and results. The tool's open-source nature allows for customization and community contributions, making it a versatile solution for a wide range of academic and scientific applications.

How it works

Cocalc is built using a combination of web technologies, including JavaScript, Python, and TypeScript, with a backend powered by Node.js and a database that supports PostgreSQL. It relies on WebSockets for real-time communication between users and the server. The platform is compatible with modern web browsers, including Chrome, Firefox, Safari, and Edge, ensuring broad accessibility. Data flows through the server, where computations and document rendering are managed, and is synchronized across all connected clients. Privacy is maintained through encrypted data transmission and secure user authentication, with data stored on the server and accessible only to authorized users.

How to use it

  1. 1Open the Cocalc page
  2. 2Use the tool directly in your browser
  3. 3Results appear instantly — no waiting, no downloads

What it can do

  • collaborative computing

Use cases

Assumptions and limitations

Assumptions

  • source: https://github.com/sagemathinc/cocalc
  • license: AGPL-3.0 — free to use
  • privacy: Self-hosted — you control your data

Limitations

  • Internet connectivity -> Potential delays in real-time collaboration -> Ensure stable connection and use of reliable network.
  • Limited support for specialized software -> Inability to run certain academic tools -> Consider alternative platforms for specific needs.
  • Resource constraints -> Performance issues with large datasets -> Optimize data size and use efficient algorithms.
  • Browser compatibility -> Inconsistent rendering of documents -> Use updated browsers and test across platforms.
  • Data storage limitations -> Risk of data loss -> Regularly back up important projects and use cloud storage.

Understanding the result

Collaborative calculation and cloud computing for research teams.

Tool details

  • Clearly flagged when a network request is needed.
  • No account, no sign-up, and no tracking of your content.
  • Powered by (MIT).
Built with
(sagemathinc/cocalc)
License
MIT
Runs locally
No — requires a network request
Verification
Not yet verified
Input
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Output
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Open-source source & license

Built with sagemathinc/cocalc. OpenToolVault provides the discovery and browser interface while crediting the original project maintainers.

Built with
License
MIT
View source on GitHub

Open-source project

OpenToolVault is an independent directory. We are not affiliated with or endorsed by this project.

References

Frequently asked

How do I start using Cocalc?

To start using Cocalc, visit the official website and create an account. Once logged in, navigate to the dashboard where you can select the type of project you want to work on, such as a Jupyter Notebook or a LaTeX document. After creating your project, you can invite collaborators by sharing the project link. All participants can join the project in real-time, allowing for simultaneous editing and commenting. For best results, ensure that all users have a stable internet connection and are using compatible web browsers.

How does Cocalc handle real-time collaboration?

Cocalc uses WebSockets to enable real-time collaboration, allowing multiple users to work on the same project simultaneously. When a user makes changes to a document or code, these changes are instantly synchronized across all connected users. This ensures that all participants have the most up-to-date version of the project, reducing the risk of conflicts and ensuring smooth collaboration. The platform also manages user interactions, such as commenting and version control, to maintain the integrity of the collaborative work.

How do I share a project with collaborators?

To share a project with collaborators, first, create or open the project you want to share. Then, click on the 'Share' option, which will generate a unique link for the project. You can customize the permissions for each collaborator, such as read-only access or full editing rights. Once the link is generated, you can send it to your collaborators via email or messaging platforms. They can access the project by clicking the link, and they will be able to view or edit the project based on the permissions you have set.

How does Cocalc compare to other collaborative tools like Google Colab or JupyterHub?

Cocalc differs from Google Colab and JupyterHub in several ways. While Google Colab is a cloud-based Jupyter environment with limited storage and computational resources, Cocalc provides a more comprehensive set of tools, including Sage Worksheets, LaTeX editing, and a Linux Terminal. JupyterHub, on the other hand, is a server that hosts Jupyter Notebooks for multiple users, but it lacks the integrated environment and additional tools that Cocalc offers. Cocalc is particularly suited for academic and research environments where a wide range of computational tools and collaborative features are needed.

What should I do if I encounter an error while using Cocalc?

If you encounter an error while using Cocalc, first, check the error message for specific details. Common issues may include unstable internet connections, browser compatibility problems, or conflicts with certain software. If the issue persists, try refreshing the page or using a different web browser. If the problem is related to a specific file or project, ensure that the file is not corrupted and that all necessary dependencies are installed. For more complex issues, consult the Cocalc documentation or reach out to the community for support.

Spotted something wrong with Cocalc, or want to maintain it? See how to help.