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_docs/developer/getting_started/project_ideas.md

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[comment]: <> for Summer 20XX Google Summer of Code will be announced in late
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[comment]: <> February.
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---
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_Submitty has been a participating organization of
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[Google Summer of Code](/developer/google_summer_of_code/index)
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for six successful
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seasons. We have applied for selection for
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[GSoC Summer 2026](https://summerofcode.withgoogle.com/)
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and our Project Ideas
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list below has been updated. The organizations selected for Summer
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2026 Google Summer of Code will be announced in
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[late February](https://developers.google.com/open-source/gsoc/timeline)._
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---
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The project ideas listed below target a variety of different topics
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and require different levels of prior experience. The scope of these
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projects varies, and may require different overall time commitments
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(varying full-time-work-equivalent from 1 month to 3 months). We are
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also interested in project proposals based on other topics from our
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list of open bugs and feature requests. Submit questions or comments
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on specific issues through our [Submitty GitHub Issue
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Tracker](https://github.com/Submitty/Submitty/issues) and
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join
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our [Zulip server](/contact) to meet the Submitty mentors and other new
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developers.
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list of open bugs and feature requests.
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Prospective Submitty contributers are encouraged to
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join our
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[Zulip server](/contact) to meet the Submitty mentors and other new
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developers. You may also submit questions or comments
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on specific issues through our
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[Submitty GitHub Issue Tracker](https://github.com/Submitty/Submitty/issues).
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&nbsp;
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Submitty primarily uses server-side rendering via Twig. jQuery is
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used extensively throughout the site to add interactivity, but it
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is insufficient for the most complex pages. Instead, we think
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Vue.js is a better path forward for pages such as the TA grading
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is insufficient for the most complex pages. Instead, we we are moving
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forward with a redesign and refactor to
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[Vue.js](https://vuejs.org/) for pages such as the TA grading
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interface, discussion forum, office hours queue, and rainbow grades
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customization interface. The goal of this project is to explore
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how we can add and improve interactivity to specific pages and
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experience architecting a key part of a large project, and grow their
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knowledge of modern web frameworks.
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[Ongoing Work to Incorporate Vue.js](https://github.com/Submitty/Submitty/pulls?q=is%3Apr+vue+is%3Aclosed+)
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[Recent & Ongoing Work to Incorporate Vue.js](https://github.com/Submitty/Submitty/pulls?q=is%3Apr+vue)
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[Open Issues related to Vue.js](https://github.com/Submitty/Submitty/issues?q=is%3Aissue%20state%3Aopen%20vue%20)
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_Skills & Experience Required_: Moderate to advanced programming
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skills, preferably with experience using modern client-side web
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frameworks.
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_Possible Mentors_: William Allen, Shail Patel, Chris Reed, Barb Cutler
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_Possible Mentors_: Justin Manion, William Allen, Chris Reed, Barb Cutler
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_GSoC Project Size_: 175 or 350 hours
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_Difficulty Level_: medium to challenging
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Our TA grading interface is elaborate, highly-featured, and
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customizable. However, the interface is visually overwhelming to
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new graders and some of our TA grading features are not adequately
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tested by automated unit and end-to-end (Cypress) regression testing.
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new graders and new instructors. We would like to simplify the
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default environment configuration and improve the on-page
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documentation to make Submitty more intuitive for new users.
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Furthermore, some of our TA grading features are not adequately
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tested by automated unit and end-to-end (Cypress) regression
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testing. Our development environment includes a large variety of
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synthetic data for testing, but the coverage of that data for our
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large and growing feature set is incomplete. The scripts to
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randomly generate this synthetic data should be refactored to allow
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for more flexibility and control to ensure we can adequately test
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all new and existing functionality.
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[Open Issues related to TA Grading](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22TA+Grading+%2F+TA+UI%22)
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[Open Issues related to Sample Data](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22Sample+Data%22)
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[Open Issues related to Synthetic Sample Data](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22Sample+Data%22)
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[Related Prior GSoC Project: Cameron Peterson](/developer/google_summer_of_code/2023_Cameron_Peterson)
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[Related Prior GSoC Project: Rahul Vishwakarma](/developer/google_summer_of_code/2024_Rahul_Vishwakarma)
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_Note: This project may be combined with the previous project idea._
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_Expected Outcomes_: The primary goals for this project include the
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expansion of our automated testing of the TA Grading pages and to
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patch bugs uncovered by this improved testing. The project may be
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[Overview of Rubric Grading Interface](/grader/rubric_grading/index)
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_Note: This project may be combined with one of the previous project ideas._
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The Manual/TA rubric grading interface is elaborate,
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highly-featured, and customizable; however, the performance of
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these webpages is problematic for large courses due to inefficient
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database queries and server communication delays to load data that
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could/should be asynchronous. The manual/TA rubric pages could
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benefit from a significant technology refactor to use Vue/Vite, for
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example.
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benefit from a significant technology refactor to use
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[Vue.js](https://vuejs.org/), for example.
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We also have quality of life and efficiency feature requests for
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_power user_ graders and instructors teaching large enrollment
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courses with a sizeable team of teaching assistants and graders.
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Some of the advanced features include: Automated redaction of
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student names to facilitate anonymized grading, dynamic indicators
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to show when another grader is actively viewing/grading this
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student, and streamlining grading by showing individual pages of a
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student exam rather than the entire .pdf.
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[Open Issues related to TA Grading](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22TA+Grading+%2F+TA+UI%22)
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[Open Issues related to TA Grading](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22TA+Grading+%2F+TA+UI%22)
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[Related Prior RCOS Project: Alexander Lavallee](/developer/rensselaer_center_for_open_source/2025_Alexander_Lavallee)
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_Expected Outcomes_: This project would first prepare a detailed
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software design plan for an organized, multi-stage incremental
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_Skills & Experience Required_: Web and database development
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experience and general software design and implementation
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experience. Experience with end-to-end automated testing (Cypress)
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and and having served as a teaching assistant with grading
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and having served as a teaching assistant with grading
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experience design is beneficial but not required.
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_Possible Mentors_: William Allen, Barb Cutler
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Our system for automated testing and grading of student work is
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very powerful, but the configuration process that instructors must
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navigate is complex and time-consuming. While we provide a number
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of examples, the number of choices for development of an
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autograding configuration is overwhelming. The primary method for
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creating an autograding configuration is to prepare a `config.json`
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file (and any necessary additional files) and upload or store these
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files on the server file system. We have a prototype Web GUI
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interface we call the "Notebook Builder" but the current state of
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the feature is undocumented and functionality is limited. We
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would like to improve and expand this feature to facilitate
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instructor creation of basic and moderate complexity autograding
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configurations.
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of illustrative examples, the development of a new autograding
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configuration is overwhelming -- even for an instructor with prior
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experience. The primary method for creating an autograding
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configuration is to prepare a `config.json` file (and any necessary
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additional files) and upload or store these files on the server
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file system. We have a prototype Web GUI interface we call the
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"Notebook Builder" but the current state of the feature is
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undocumented and functionality is limited. We would like to
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improve and expand this feature to facilitate instructor creation
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of basic and moderate complexity autograding configurations.
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[Assignment Autograding Configuration Instructions](/instructor/autograding/specification)
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[Notebook Assignment Configuration](/instructor/assignment_configuration/notebook)
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[Open Issues related to Autograding](https://github.com/Submitty/Submitty/labels/Autograding)
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[Open Issues related to Notebook / Notebook Builder](https://github.com/Submitty/Submitty/issues?q=is%3Aopen+is%3Aissue+label%3A%22Notebook+%2F+Notebook+Builder%22)
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[Related Prior GSoC Project: Sahil Suman](/developer/google_summer_of_code/2024_Sahil_Suman)
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[Related Prior GSoC Project: Sahil Suman](/developer/google_summer_of_code/2024_Sahil_Suman)
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[Related Prior RCOS Project: Justin Manion](/developer/rensselaer_center_for_open_source/2025_Justin_Manion)
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_Expected Outcomes_: The primary focus of the project is the
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revision and expansion of the Notebook Builder UI to increase the
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instructor with experience in programming assignment design will be
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beneficial but not required.
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_Possible Mentors_: Barb Cutler, Chris Reed
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_Possible Mentors_: Justin Manion, Barb Cutler, Chris Reed
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_GSoC Project Size_: 90 or 175 or 350 hours
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_Difficulty Level_: introductory or medium
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&nbsp;
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5. **Expansion of Examples and Documentation of Intermediate and Advanced Autograding Features**
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_Note: This project is related to previous project idea but is a distinct project._
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Our system for automated testing and automated grading of student
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work is very powerful and highly-customizable, but the
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documentation for our moderate and advanced autograding features is
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Having served as a teaching assistant or instructor with experience
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in programming assignment design will be beneficial.
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_Possible Mentors_: Shail Patel, Chris Reed, Barb Cutler
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_Possible Mentors_: Chris Reed, Barb Cutler
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_GSoC Project Size_: 175 or 350 hours
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_Difficulty Level_: medium to challenging
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7. **Other Topics**
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The Submitty team welcomes GSoC project proposals on other topics
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related to items in our GitHub issue tracker. A successful
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application would select one or more issues of moderate scope
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proportional to the applicant's time commitment and prior
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requested by our student, TA, and instructor users. We track
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requests for new features in our
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[Submitty GitHub Issue Tracker](https://github.com/Submitty/Submitty/issues). A
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successful application would select one or more issues of moderate
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scope proportional to the applicant's time commitment and prior
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experience. Be sure to join our [Zulip server](/contact) to meet
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the Submitty mentors and other new developers and discuss your
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interests and project plans.
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willingness to learn web and database development, and additional
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specific skills as appropriate.
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_Possible Mentors_: Barb Cutler, William Allen, Shail Patel, Cameron Peterson, Chris Reed, Matthew Peveler, Preston Carman
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_Possible Mentors_: Barb Cutler, William Allen, Justin Manion, Cameron Peterson, Chris Reed, Shail Patel, Matthew Peveler, Preston Carman
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_GSoC Project Size_: 90 or 175 or 350 hours
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_Difficulty Level_: introductory to medium to challenging
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&nbsp;
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See also:
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* [Submitty GitHub Issue Tracker](https://github.com/Submitty/Submitty/issues)
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* [Suggestions for New Developers](/developer)
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* [Developer](/developer) pages
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* [Contact Us on Zulip](/contact)
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* [Submitty GitHub Issue Tracker](https://github.com/Submitty/Submitty/issues)
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* [Review a Pull Request](/developer/getting_started/review_a_pull_request)
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* [How to Review a Pull Request](/developer/getting_started/review_a_pull_request)
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* [Make a Pull Request](/developer/getting_started/make_a_pull_request)
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* [How to Make a Pull Request](/developer/getting_started/make_a_pull_request)
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* [Edit Submitty Documentation](/developer/getting_started/edit_submitty_documentation)
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* [How to Edit Submitty Documentation](/developer/getting_started/edit_submitty_documentation)
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_docs/developer/google_summer_of_code/index.md

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[comment]: <> [Google Summer of Code Application](/developer/google_summer_of_code/GSoC_application)
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----
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_Submitty has applied for acceptance to [Google Summer of Code (GSoC) 2026](https://summerofcode.withgoogle.com/).
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Project reports from participants in previous summers are linked below. The organizations selected for Summer
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2026 Google Summer of Code will be announced in
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[late February](https://developers.google.com/open-source/gsoc/timeline)._
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---
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## Google Summer of Code 2024
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* [Streamlining the Notebook Builder UI for Automated Grading by Sahil Suman](/developer/google_summer_of_code/2024_Sahil_Suman)

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