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10 Best Open Source Free AI Tools: Don't Pay Again for AI
Paying is Respectable, Just Keep In Mind That It Is For Free Out There
Today, I've got some cool open-source projects you can contribute in 2024. These aren't just popular projects; I've come across these during my two-year journey.
There are various ways to contribute to a project.
I've seen people only looking at the tech stack but I recommend choosing the one whose concept excites you rather than only following the tech stack.
Something that excites you will help you move forward especially when you're stuck.
I know lists can be boring because no one wants to see the list of projects and then forget about it.
So, I will also mention the use cases and then you can decide which project suits you.
You can find awesome lists at the end of the article with 300+ open source projects.
But, before contributing to any open source project, we must ensure that it is decent enough as per standards.
How to check if the open source project is good?
There is no right answer to this but every good open source project must have clear guidelines to help you on HOW
you can contribute to their project (contributing.md
) and a few other requirements.
Just remember, there's no specific order in this post. Every open-source project is good in its own way.
1. Exercism
Exercism is a website where you can learn various programming languages, help others, and even get testimonials.
This is my favorite open source project due to multiple reasons.
There are various tracks, and almost every programming language is there.
https://exercism.org - website
https://github.com/exercism/ - GitHub
The reason is everything you do such as reviewing Pull Requests
, and Pull Requests created & merged
is publicly shown on your profile and you even get badges for various achievements.
You can even see my profile.
As you can see everything is publicly available that will help you showcase your skills.
2. EsProc
It's a new programming language for powerful data computing, which can work as a high-efficiency data warehouse.
Using EsProc SPL, you can run it as an analysis database or middleware, and compute tons of structured or semi-structured data for analyzing massive datasets.
People who prefer Java
should definitely contribute to this project.
It has more than 4k
stars on GitHub and is indeed helpful.
https://github.com/SPLWare/esProc - GitHub
3. Forem
DEV, this very platform is built on Forem, an open source software designed to empower communities.
Why not improve this very platform, right? It has around 21k stars
on GitHub.
https://github.com/forem - GitHub
https://forem.com/ - website
4. Simple Icons
Simple Icons provides pixel-perfect SVG of more than 2k popular brands.
They have one of the most detailed contributing guidelines. It's damn helpful.
They also have an SDK in the npm package to develop third-party extensions with JavaScript and TypeScript.
https://simpleicons.org/ - website
It is the first open source project that I contributed to.
5. Freecodecamp
If you're in the learning industry, you must have heard about FreeCodeCamp at least once.
FreeCodeCamp is a community of people from all around the world learning to code together. It is completely free and runs on a volunteering basis.
Even I've learned a lot from freecodecamp. It has 381k
stars on GitHub so there is nothing to exaggerate.
It runs on a modern JavaScript stack. It has various components, tools, and libraries. These include Node.js, MongoDB, OAuth 2.0, React, Gatsby, Webpack, and more.
https://www.freecodecamp.org/ - website
6. Appwrite
Appwrite's open-source platform lets you add Auth, DBs, Functions, and Storage to your product & build any application at any scale, own your data, and use your preferred coding languages and tools.
They have great contributing guidelines and even go to the trouble of explaining architecture in detail.
https://appwrite.io/ - website
https://github.com/appwrite/appwrite - GitHub
They have every SDK you can think of :)
Big props to the Appwrite team for their support of the open source ecosystem. They're extending the offer of Appwrite Pro to all open source teams.
7. Daily
One of the most impressive open source organizations, it would take me hours to explain every feature.
They aggregate valuable posts from various topics across many organizations like Hacker News, Dev, Hashnode, and many more. You can upvote, bookmark, and even create your own squad.
I contributed to Daily in my early journey, and it has more than 14k
stars on GitHub.
https://daily.dev/ - website
https://github.com/dailydotdev/daily - GitHub
You can even make your own public profile and build reputation as you go :)
8. Biodrop
EddieHub is one of the best communities that has helped so many people get into open source.
Biodrop is one of the open-source projects within the EddieHub community.
With Biodrop, you can collect testimonials, share a QR code of your profile, and many more amazing things.
https://www.biodrop.io/ - website
https://www.biodrop.io/Anmol-Baranwal - sample profile
9. Storybook
Storybook is a frontend workshop for building UI components and pages in isolation. It helps in UI development, testing, and documentation.
They have 56k commits, 80k stars, and 400+ branches on GitHub.
https://storybook.js.org/ - website
They have lots of integration options.
10. LinksHub
LinksHub is a Hub of Links For Developers By Developers
. Here, we've gathered a collection of all the best and most useful resources, both free and paid, to aid in the development journey.
I'm an open source maintainer of LinksHub, and I'm not biased.
I seriously believe you should contribute to this at least once.
We are still in the growing phase, but will soon reach very high.
https://www.linkshub.dev/ - website
11. FaceX
Face-X is a comprehensive repository of algorithms and operations related to facial recognition, which includes a range of functionalities from facial filters, image processing, face mask detection, and facial attendance systems to animated emotions and facial cartoonification.
You can watch this video to learn more about the project.
12. Taipy
Taipy is an open-source Python library designed for swiftly building production-ready frontend & backend solutions. You don't need to be versed in web development, making it particularly valuable for Python developers.
https://www.taipy.io/ - website
https://github.com/Avaiga/taipy - GitHub
13. CopilotKit
You can build Copilots 10X Faster With CopilotKit.
It has an AI-driven text editor, enhancing traditional elements with auto-completion and context-aware editing. Copilot Chatbot offers frontend and backend runtimes for in-app copilots, enabling indexed state, customizable UI, and function calling capabilities.
14. Shadcn UI
The launch of Shadcn drove people crazy, and I'm still thrilled about it.
It offers a comprehensive set of components, significantly accelerating your frontend development. The best aspect is its high level of customization and top-notch accessibility.
No installation is required; copy and paste the components you want to use.
It has more than 40k
stars on GitHub and only 350 commits. HAHA!
The primary language used here is Typescript.
https://ui.shadcn.com/ - website
https://github.com/shadcn-ui/ui - GitHub
15. Docusaurus
Docusaurus is a project for building, deploying, and maintaining open source project websites. It is a Facebook project.
Check 5-minute tutorial to understand more.
It has more than 50k
stars on GitHub.
https://docusaurus.io/ - website
16. Mermaid
Mermaid helps to generate diagrams like flowcharts or sequence diagrams from text like markdown.
It has 64k
stars on GitHub and is very useful.
https://mermaid.js.org/ - website
One sample diagram that you can easily make.
17. All Contributors
It is one of the most fantastic and necessary ideas.
It enhances the concept of acknowledging contributors, not only those who push code but also designers, translators, reviewers, and even those handling documentation.
https://allcontributors.org/ - website
https://github.com/all-contributors/all-contributors - GitHub
It is extremely simple to use.
18. Reactive Resume
This is one of the best resume builders out there and keeps your privacy in mind. Completely secure, customizable, portable, open-source, and free forever.
It has more than 17k
stars on GitHub and is very useful.
https://rxresu.me/ - website
It has some exciting features, and you can even customize several columns. Plus, they have a good user interface.
19. Blitz
The Missing Fullstack Toolkit for NextJS.
Blitz picks up where Next.js leaves off, providing battle-tested libraries and conventions for shipping and scaling worldwide applications.
https://blitzjs.com/ - website
https://blitzjs.com/docs/contributing - contributing guidelines
https://github.com/blitz-js/blitz - GitHub
20. RoomGPT
RoomGPT is your personal AI interior designer.
Just upload a photo of your room to generate your dream room. The idea itself excites me, and it is built using TypeScript.
https://www.roomgpt.io/ - website
https://github.com/Nutlope/roomGPT - GitHub
If you're keen on sponsoring this post, shoot me a message at [email protected] or hit me up on Twitter! 🚀
The open source community is very supportive. Explore it :)
Who knows who might DISCOVER you?
Drop a comment down which open source project excites you the most.
If you're still not satisfied. See this article to find the perfect open source project for you.
Check 300+ Open source projects in different categories. Updated daily ✅
Top 15 Repositories for Visual Embedding and Direct Chatting Applications in 2024
If you are interested in building applications involving visual embeddings and direct chatting capabilities, particularly those that integrate with tools like Cohere and Pinecone, here is a comprehensive list of the top 15 repositories and platforms to explore in 2024. These repositories offer various features ranging from semantic search and visual embeddings to fully operational chatbots, complete with deployment scripts and pre-built interfaces. Below, you'll find a detailed comparison and deployment guidance for each.
1. RAG_with_Chat_Embed_and_Rerank_via_Pinecone
Platform: GitHub
Description: This repository by Cohere AI demonstrates the use of Retrieval-Augmented Generation (RAG) combined with chat embeddings and reranking capabilities using Pinecone. It's a hands-on guide to building a sophisticated search and chat system.
Deployment: Python-based, with clear instructions to deploy locally or on cloud platforms.
GitHub URL: RAG with Chat Embed and Rerank
2. CopilotKit
Platform: GitHub
Description: CopilotKit enables the rapid development of AI copilots with capabilities such as text embedding and contextual chat. This toolkit offers front-end and back-end runtimes for building in-app chatbots.
Deployment: Deployable on both server and serverless platforms, making it flexible for various use cases.
GitHub URL: CopilotKit GitHub
3. SentenceTransformers
Platform: Hugging Face & GitHub
Description: This project provides easy-to-use BERT-based sentence embeddings for use in semantic search and clustering. It integrates well with various backends like Pinecone for storing and querying embeddings.
Deployment: Available as a Python package, easily deployable on Hugging Face Spaces or Streamlit.
Hugging Face URL: SentenceTransformers
4. Chroma
Platform: GitHub
Description: Chroma is an open-source embedding database designed for applications that require high-performance vector search. It integrates seamlessly with visual embedding models.
Deployment: Docker-based deployment, with options for cloud or local setups.
GitHub URL: Chroma GitHub
5. DeepAI
Platform: GitHub & DeepAI Website
Description: DeepAI offers various AI models, including text-to-image and embedding-based search. The repository includes sample scripts for embedding visual data and querying against it.
Deployment: Available as a REST API; examples include deploying on AWS Lambda or Google Cloud Functions.
GitHub URL: DeepAI GitHub
6. Milvus
Platform: GitHub
Description: Milvus is an open-source vector database designed to manage, index, and search embedding vectors generated by AI models.
Deployment: Docker-based setup with Kubernetes support for scaling.
GitHub URL: Milvus GitHub
7. LangChain
Platform: GitHub
Description: LangChain is an open-source framework for developing applications powered by language models, offering easy integration with vector databases for search and chat.
Deployment: Python-based, with clear deployment documentation for cloud services.
GitHub URL: LangChain GitHub
8. VoyageAI
Platform: Pinecone Docs
Description: VoyageAI is a suite of AI-powered tools for semantic search, including visual embeddings and NLP tasks.
Deployment: Available via Pinecone, with integration scripts provided for embedding and search functionalities.
Pinecone Docs URL: VoyageAI
9. Clip-as-Service
Platform: GitHub & Jina AI
Description: A flexible and scalable inference service for CLIP embeddings, useful for text-to-image retrieval and chat interfaces.
Deployment: Docker-compose or Kubernetes deployments are available.
GitHub URL: Clip-as-Service
10. Qdrant
Platform: GitHub
Description: Qdrant is an open-source vector database optimized for neural search. It supports visual embeddings and offers a simple REST API.
Deployment: Docker-based, with options for both local and cloud environments.
GitHub URL: Qdrant GitHub
11. OctoAI
Platform: GitHub & Pinecone Docs
Description: OctoAI integrates with Pinecone for managing embeddings and performing high-speed queries for chat and search applications.
Deployment: Available through Pinecone, with sample apps and deployment scripts.
Pinecone Docs URL: OctoAI
12. Streamlit-Chatbot
Platform: GitHub & Streamlit
Description: This repository provides a Streamlit-based chatbot that integrates Cohere embeddings and Pinecone for fast, interactive search and chat.
Deployment: Easily deployable on Streamlit Community Cloud.
GitHub URL: Streamlit-Chatbot
13. Jina
Platform: GitHub
Description: Jina offers tools for building multimodal search and retrieval applications. It includes support for visual embeddings and scalable search.
Deployment: Kubernetes and Docker-based deployments, with extensive documentation.
GitHub URL: Jina GitHub
14. Cohere Semantic Search
Platform: Cohere Docs & GitHub
Description: Cohere’s official semantic search tutorial demonstrates using their embedding models with Pinecone to build a powerful search engine.
Deployment: Python-based, deployable on cloud platforms like AWS.
Cohere Docs URL: Cohere Semantic Search
15. Faiss
Platform: GitHub
Description: Faiss is a library developed by Facebook AI Research that allows for efficient similarity search and clustering of dense vectors, useful for large-scale visual embedding tasks.
Deployment: Python library with deployment scripts for GPU-accelerated environments.
GitHub URL: Faiss GitHub
Conclusion
These repositories offer a diverse range of tools and functionalities, enabling developers to build robust visual embedding and direct chatting applications. Each project has been carefully selected based on its relevance, ease of use, and support for deployment. Whether you are looking to develop a simple chatbot or a complex visual search engine, these resources will provide a solid foundation to get started.
For each tool, ensure you explore the official documentation and repositories to understand the deployment process and integrate them effectively into your projects.