Open source is like a training ground for real-world skills. By contributing to projects, you gain hands-on experience working with codebases, collaborating with teams, and solving practical problems. It’s a chance to learn, experiment, and build a portfolio that showcases your skills to potential employers—all without needing prior experience.
How does open-source helps in career building?
Open source helps people by providing an open and collaborative environment to learn and grow. You can pick up skills like version control, debugging, and project management by working on actual problems instead of hypothetical ones. It also connects you with a global community of developers who share feedback, mentor newcomers, and help you refine your craft. Plus, the visibility of your contributions builds credibility, showing employers you can deliver results in real-world scenarios.
How to select open-source projects?
Getting started with open source might seem overwhelming, but it’s easier than you think. There are countless projects out there across all domains—web development, data science, machine learning, design, and more—waiting for contributors.
These communities aren’t just about code; they’re also about learning. You’ll discover how large projects are structured, how to collaborate effectively, and even get mentored by experienced contributors. It’s a chance to not only improve your skills but also gain insight into teamwork, problem-solving, and industry practices.
Open-source projects to learn from & start contributing to
SWIRL: AI Search
SWIRL is an open-source platform that enables AI-powered search and Retrieval Augmented Generation (RAG) across your company's data without moving it. Think of it as Perplexity but tailored for your internal data, offering high configurability and security. With SWIRL, you can instantly access information from over 100 apps, ensuring data remains secure and deployments are swift.
Mastering SWIRL's AI search features can enhance your expertise in:
- Enterprise-level AI search solutions
- Data security and compliance
- Integration of multiple data sources
These skills are highly sought after in today's tech landscape.
Give SWIRL a try: https://github.com/swirlai/swirl-search
Postiz: The Ultimate AI-Powered Social Media Scheduler
Postiz is an open-source tool that simplifies social media scheduling with AI capabilities. It allows you to plan and automate your social media posts efficiently, integrating AI to optimize your content strategy.
By engaging with Postiz, you'll develo
- Social media automation
- AI-driven content optimization
- Cross-platform content management
These competencies are invaluable for roles in digital marketing and content strategy.
Explore Postiz here: https://github.com/gitroomhq/postiz-app
Taipy: Transform Data and AI Algorithms into Web Applications
Taipy is an open-source framework that enables you to turn data and AI algorithms into production-ready web applications swiftly. It provides tools to build interactive GUIs and manage data pipelines, making it easier to deploy AI solutions.
Working with Taipy enhances your abili
- Developing AI-driven web applications
- Data pipeline management
- User interface design for data-centric applications
These skills are crucial for careers in data science and AI development.
Check out Taipy: https://github.com/Avaiga/taipy
Resume Matcher: Align Your Resume with Job Descriptions
Resume Matcher is an open-source tool that uses language models to compare and rank resumes against job descriptions, helping you tailor your applications effectively.
Utilizing Resume Matcher will help you
- Optimize your resume for applicant tracking systems
- Understand key terms and skills employers seek
- Enhance your chances of landing interviews
These insights are vital for job seekers aiming to stand out.
Try Resume Matcher: https://github.com/srbhr/Resume-Matcher
DeepEval: The LLM Evaluation Framework
DeepEval is an open-source framework designed for evaluating and testing large language model systems, similar to Pytest but specialized for unit testing LLM outputs.
Engaging with DeepEval allows you to:Assess the performance of language models
- Implement robust testing protocols
- Ensure the reliability of AI applications
These capabilities are essential for professionals working with AI and machine learning models.
Discover DeepEval: https://github.com/confident-ai/deepeval
Cyclops: Developer-Friendly Kubernetes
Cyclops is an open-source tool that simplifies Kubernetes with an intuitive UI, making it accessible for developers. It streamlines the process of configuring and deploying applications without the complexity of YAML files.
By working with Cyclops, you can:
- es management
- Enhance deployment efficiency
- Improve your DevOps skills
These proficiencies are highly valued in modern software development environments.
Explore Cyclops: https://github.com/cyclops-ui/cyclops
Ready to start? Pick a project, contribute, and let your work shine!
Now is the perfect time to dive into open source. With so many AI tools available, understanding complex codebases has never been easier. Tools like GitHub Copilot, Cursor, Claude, IDX and ChatGPT can help you quickly grasp project structures, run the code locally, and explore its internals to gain a deeper understanding.
Once you’re familiar, you can start contributing—whether it’s fixing bugs, improving documentation, or adding new features. Open source is your gateway to real-world experience.
The timing is right, so start learning by doing and let your skills shine! 🚀
Do give SWIRL a 🌟 on GitHub. It would mean a lot to us! And thanks a lot for reading!
Remember, those who put in the work. Greatness is coming!
Top comments (13)
Mario always chooses the best softwares
Ha ha yeah! 🔥
DeepEval is new for me 🔥
DeepEval is pretty good at Monitoring LLMs and more. Try it out! 😁
My favorite is Taipy
Nice list! Which project should I start first?
Thanks, you can start with SWIRL ;)
Awesome projects list!!
Understanding code bases has become easier and devs you should involve AI in your learning loop!
Yeah I even talked about it in previous article:
From Zero to Hero: Learning Through 📖 Open Source AI Projects 💻
Saurabh Rai for SWIRL ・ Nov 26
I really like the image by Nike. A person running through the cornfield. Speaks a lot about hard work and grit!
That image is fire!
What about Manifest ?? It allows developers to build the backend of their application in a minute. It is a perfect Headless CMS for corporate websites, portfolios, small e-shops, blogs, repositories and so on, small resources management and so on.
Great tools as always!
Here are some more great open-source tools: