Best AI tools for< Write Fastapi Code >

Write with LAIKA is an AI-powered writing tool that provides users with a team of virtual companions designed using artificial intelligence. These companions offer support in editing, summarizing, and giving feedback, creating a collaborative and creative environment for writers. The tool aims to enhance the writing process by providing personalized AI peers to assist users in their creative endeavors.

Clarity Write is an open-source SaaS script that provides a comprehensive suite of AI-powered tools to transform content creation. With its powerful AI capabilities, users can effortlessly generate high-quality content, create stunning visuals, automate coding tasks, transcribe audio and video files, and engage with AI experts via chatbots. Clarity Write also offers a vast library of over 500 professionally designed templates, a feature-rich editor for refining content, and robust admin tools for streamlined management. By leveraging the capabilities of OpenAI APIs, Clarity Write empowers users to enhance their content creation process, unlock endless creativity, and simplify their operations.

Write.homes is an AI-powered copywriting tool specifically designed for real estate professionals. It offers a platform where users can generate property listings, client emails, ads, and other real estate content in seconds. With tailored features and access to GPT-4 technology, Write.homes provides exceptional value to its users.

Write Release is an AI-powered tool that helps users write press releases in minutes. It is easy to use and free to get started. Users simply answer a few questions, and Write Release will generate a high-quality press release that can be used to promote their company or organization.

This application allows you to write once and tailor your writing for every role. It is a powerful tool that can help you save time and improve the quality of your writing.

Write Conch is an AI-powered writing assistant that offers a range of tools to enhance your writing experience. With over 100 AI writing templates, you can effortlessly create essays, articles, emails, and more. The AI PDF reader simplifies document navigation and provides deeper insights. ChatGOT allows you to access ChatGPT without logins, offering AI solutions for learning and professional needs. Write Conch also includes AI detection and humanization tools to safeguard your AI content and ensure originality. Whether you're a student, marketer, teacher, researcher, or content creator, Write Conch has the tools to streamline your writing process and boost your productivity.

Write Conch is an AI-powered writing assistant that offers a range of tools to enhance your writing experience. With over 100 AI writing templates, you can effortlessly create essays, articles, ad copy, and more. The AI Document Reader simplifies complex texts, providing summaries, definitions, and explanations to improve comprehension. Additionally, Write Conch includes AI detection and humanization tools to ensure the originality and authenticity of your content. Whether you're a student, marketer, teacher, researcher, or content creator, Write Conch has the tools to meet your writing needs.

Lazy Write is an AI content writing tool that assists users in generating high-quality written content efficiently. The tool utilizes artificial intelligence algorithms to analyze input data and produce well-structured articles, blog posts, or any other written material. With Lazy Write, users can save time and effort by automating the writing process, allowing them to focus on other aspects of their work. The tool is designed to be user-friendly, making it accessible to individuals with varying levels of writing expertise. Lazy Write aims to revolutionize the way content is created by providing a seamless and efficient writing experience.

Write Label is a creative workflow platform that combines the expertise of human creatives with the power of AI to deliver innovative and high-quality creative solutions. The platform offers tools for copywriting, synthetic voiceover, audio production, and more, helping users save time, increase sales, and scale their businesses. With Write Label, users can access a custom approach to campaign success, exciting prospects and clients with compelling content. The platform also provides opportunities for professional creatives to join the community, work on projects, earn money, and improve their creative skills with feedback and resources.

Slick Write is a powerful, free AI application designed to help users check their writing for grammar errors, potential stylistic mistakes, and other features of interest. It goes beyond simple spell checking to teach users effective writing habits. Whether you're a blogger, novelist, SEO professional, or student, Slick Write can assist in improving your content's impact, readability, and overall quality.

Frontitude is an AI writing assistant designed for design teams to create engaging and consistent UX content effortlessly within Figma. It offers features like generating copy suggestions, integrating content guidelines, and streamlining design reviews. The tool is praised for its ability to save writing time, deliver consistent UX content, and provide new ideas to users. Frontitude is a powerful solution for designers looking to enhance their writing skills and maintain a consistent voice in their product design.

Notion is a connected workspace that combines wikis, docs, projects, and calendars into a single platform. It is designed to be simple and powerful, with a focus on collaboration and organization. Notion's AI assistant can help you with a variety of tasks, such as answering questions, generating text, and translating languages. With its powerful building blocks, you can customize Notion to fit your specific needs and workflows. Notion is used by millions of people around the world, from individuals and small businesses to large enterprises.

Grammarly is an AI-powered writing assistant that helps users improve their writing. It offers a range of features, including a grammar checker, plagiarism checker, and writing suggestions. Grammarly is available as a desktop app, browser extension, and mobile app.

Kimi.ai is an AI-powered writing assistant that helps you create high-quality content quickly and easily. With Kimi.ai, you can generate articles, blog posts, social media content, and more, in just a few clicks. Kimi.ai is the perfect tool for busy professionals, students, and anyone who wants to create great content without spending hours writing and editing.

Wordtune is a free AI writing assistant that helps you write better, faster. It offers a variety of features, including rewriting, summarizing, AI writing, and grammar checking. Wordtune is trusted by professionals in leading companies and has been used to generate over 3.5 billion AI generations per year. With Wordtune, you can improve your productivity, write with confidence, and unleash your thoughts without worrying about grammar or spelling mistakes.

Lexica is a powerful AI-powered writing assistant that helps you generate high-quality content quickly and easily. With Lexica, you can generate articles, blog posts, social media content, and more, in just a few clicks. Lexica's AI engine is trained on a massive dataset of text and code, so it can generate content that is both informative and engaging.

Smodin is a multi-lingual writing assistance tool that provides a range of features to help users with their research and content creation needs. It offers AI-powered research tools, automatic reference generation, plagiarism detection, and instant feedback on writing. Smodin also includes a chat feature that allows users to ask questions and get answers on any subject. The tool is designed to help users write high-quality, structured text quickly and easily.

Wordtune is a free AI writing assistant that helps you write better, faster. It can rewrite your text, summarize articles and videos, check your grammar, and even generate original content. Wordtune is used by professionals in leading companies around the world to improve their writing skills and save time.

Ginger Software is an AI-powered writing assistant that helps users correct their texts, improve their style, and boost their creativity. It offers a range of features including a grammar checker, sentence rephraser, translation tool, punctuation checker, spell checker, personal trainer, online proofreading, essay checker, writing help, writing center, grammar rules, phrase of the day, and misspelled words. Ginger Software is trusted by over 8 million users and is available as a browser extension, desktop app, and mobile app.

ToolBaz is a website that provides users with a variety of free online AI writer tools. These tools can be used for a variety of tasks, such as writing articles, blog posts, social media content, and more. ToolBaz's tools are easy to use and can help you save time and effort on your writing projects.

Create TSI is a generative AI RAG toolkit that simplifies the process of creating AI Applications using LlamaIndex with low code. The toolkit leverages LLMs hosted by T-Systems on Open Telekom Cloud to generate bots, write agents, and customize them for specific use cases. It provides a Next.js-powered front-end for a chat interface, a Python FastAPI backend powered by llama-index package, and the ability to ingest and index user-supplied data for answering questions.

GitIngest is a tool that allows users to turn any Git repository into a prompt-friendly text ingest for LLMs. It provides easy code context by generating a text digest from a git repository URL or directory. The tool offers smart formatting for optimized output format for LLM prompts and provides statistics about file and directory structure, size of the extract, and token count. GitIngest can be used as a CLI tool on Linux and as a Python package for code integration. The tool is built using Tailwind CSS for frontend, FastAPI for backend framework, tiktoken for token estimation, and apianalytics.dev for simple analytics. Users can self-host GitIngest by building the Docker image and running the container. Contributions to the project are welcome, and the tool aims to be beginner-friendly for first-time contributors with a simple Python and HTML codebase.

Cognita is an open-source framework to organize your RAG codebase along with a frontend to play around with different RAG customizations. It provides a simple way to organize your codebase so that it becomes easy to test it locally while also being able to deploy it in a production ready environment. The key issues that arise while productionizing RAG system from a Jupyter Notebook are: 1. **Chunking and Embedding Job** : The chunking and embedding code usually needs to be abstracted out and deployed as a job. Sometimes the job will need to run on a schedule or be trigerred via an event to keep the data updated. 2. **Query Service** : The code that generates the answer from the query needs to be wrapped up in a api server like FastAPI and should be deployed as a service. This service should be able to handle multiple queries at the same time and also autoscale with higher traffic. 3. **LLM / Embedding Model Deployment** : Often times, if we are using open-source models, we load the model in the Jupyter notebook. This will need to be hosted as a separate service in production and model will need to be called as an API. 4. **Vector DB deployment** : Most testing happens on vector DBs in memory or on disk. However, in production, the DBs need to be deployed in a more scalable and reliable way. Cognita makes it really easy to customize and experiment everything about a RAG system and still be able to deploy it in a good way. It also ships with a UI that makes it easier to try out different RAG configurations and see the results in real time. You can use it locally or with/without using any Truefoundry components. However, using Truefoundry components makes it easier to test different models and deploy the system in a scalable way. Cognita allows you to host multiple RAG systems using one app. ### Advantages of using Cognita are: 1. A central reusable repository of parsers, loaders, embedders and retrievers. 2. Ability for non-technical users to play with UI - Upload documents and perform QnA using modules built by the development team. 3. Fully API driven - which allows integration with other systems. > If you use Cognita with Truefoundry AI Gateway, you can get logging, metrics and feedback mechanism for your user queries. ### Features: 1. Support for multiple document retrievers that use `Similarity Search`, `Query Decompostion`, `Document Reranking`, etc 2. Support for SOTA OpenSource embeddings and reranking from `mixedbread-ai` 3. Support for using LLMs using `Ollama` 4. Support for incremental indexing that ingests entire documents in batches (reduces compute burden), keeps track of already indexed documents and prevents re-indexing of those docs.

Codefuse-ModelCache is a semantic cache for large language models (LLMs) that aims to optimize services by introducing a caching mechanism. It helps reduce the cost of inference deployment, improve model performance and efficiency, and provide scalable services for large models. The project caches pre-generated model results to reduce response time for similar requests and enhance user experience. It integrates various embedding frameworks and local storage options, offering functionalities like cache-writing, cache-querying, and cache-clearing through RESTful API. The tool supports multi-tenancy, system commands, and multi-turn dialogue, with features for data isolation, database management, and model loading schemes. Future developments include data isolation based on hyperparameters, enhanced system prompt partitioning storage, and more versatile embedding models and similarity evaluation algorithms.

BAML is a config file format for declaring LLM functions that you can then use in TypeScript or Python. With BAML you can Classify or Extract any structured data using Anthropic, OpenAI or local models (using Ollama) ## Resources  [Discord Community](https://discord.gg/boundaryml)  [Follow us on Twitter](https://twitter.com/boundaryml) * Discord Office Hours - Come ask us anything! We hold office hours most days (9am - 12pm PST). * Documentation - Learn BAML * Documentation - BAML Syntax Reference * Documentation - Prompt engineering tips * Boundary Studio - Observability and more #### Starter projects * BAML + NextJS 14 * BAML + FastAPI + Streaming ## Motivation Calling LLMs in your code is frustrating: * your code uses types everywhere: classes, enums, and arrays * but LLMs speak English, not types BAML makes calling LLMs easy by taking a type-first approach that lives fully in your codebase: 1. Define what your LLM output type is in a .baml file, with rich syntax to describe any field (even enum values) 2. Declare your prompt in the .baml config using those types 3. Add additional LLM config like retries or redundancy 4. Transpile the .baml files to a callable Python or TS function with a type-safe interface. (VSCode extension does this for you automatically). We were inspired by similar patterns for type safety: protobuf and OpenAPI for RPCs, Prisma and SQLAlchemy for databases. BAML guarantees type safety for LLMs and comes with tools to give you a great developer experience:  Jump to BAML code or how Flexible Parsing works without additional LLM calls. | BAML Tooling | Capabilities | | ----------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | BAML Compiler install | Transpiles BAML code to a native Python / Typescript library (you only need it for development, never for releases) Works on Mac, Windows, Linux  | | VSCode Extension install | Syntax highlighting for BAML files Real-time prompt preview Testing UI | | Boundary Studio open (not open source) | Type-safe observability Labeling |

Pluto is a development tool dedicated to helping developers **build cloud and AI applications more conveniently** , resolving issues such as the challenging deployment of AI applications and open-source models. Developers are able to write applications in familiar programming languages like **Python and TypeScript** , **directly defining and utilizing the cloud resources necessary for the application within their code base** , such as AWS SageMaker, DynamoDB, and more. Pluto automatically deduces the infrastructure resource needs of the app through **static program analysis** and proceeds to create these resources on the specified cloud platform, **simplifying the resources creation and application deployment process**.

Codefuse-ModelCache is a semantic cache for large language models (LLMs) that aims to optimize services by introducing a caching mechanism. It helps reduce the cost of inference deployment, improve model performance and efficiency, and provide scalable services for large models. The project facilitates sharing and exchanging technologies related to large model semantic cache through open-source collaboration.

LightRAG is a repository hosting the code for LightRAG, a system that supports seamless integration of custom knowledge graphs, Oracle Database 23ai, Neo4J for storage, and multiple file types. It includes features like entity deletion, batch insert, incremental insert, and graph visualization. LightRAG provides an API server implementation for RESTful API access to RAG operations, allowing users to interact with it through HTTP requests. The repository also includes evaluation scripts, code for reproducing results, and a comprehensive code structure.

Lego AI Parser is an open-source application that uses OpenAI to parse visible text of HTML elements. It is built on top of FastAPI, ready to set up as a server, and make calls from any language. It supports preset parsers for Google Local Results, Amazon Listings, Etsy Listings, Wayfair Listings, BestBuy Listings, Costco Listings, Macy's Listings, and Nordstrom Listings. Users can also design custom parsers by providing prompts, examples, and details about the OpenAI model under the classifier key.

ClearML Serving is a command line utility for model deployment and orchestration, enabling model deployment including serving and preprocessing code to a Kubernetes cluster or custom container based solution. It supports machine learning models like Scikit Learn, XGBoost, LightGBM, and deep learning models like TensorFlow, PyTorch, ONNX. It provides a customizable RestAPI for serving, online model deployment, scalable solutions, multi-model per container, automatic deployment, canary A/B deployment, model monitoring, usage metric reporting, metric dashboard, and model performance metrics. ClearML Serving is modular, scalable, flexible, customizable, and open source.

Kairon is an open-source conversational digital transformation platform that helps build LLM-based digital assistants at scale. It provides a no-coding web interface for adapting, training, testing, and maintaining AI assistants. Kairon focuses on pre-processing data for chatbots, including question augmentation, knowledge graph generation, and post-processing metrics. It offers end-to-end lifecycle management, low-code/no-code interface, secure script injection, telemetry monitoring, chat client designer, analytics module, and real-time struggle analytics. Kairon is suitable for teams and individuals looking for an easy interface to create, train, test, and deploy digital assistants.

HybridAGI is the first Programmable LLM-based Autonomous Agent that lets you program its behavior using a **graph-based prompt programming** approach. This state-of-the-art feature allows the AGI to efficiently use any tool while controlling the long-term behavior of the agent. Become the _first Prompt Programmers in history_ ; be a part of the AI revolution one node at a time! **Disclaimer: We are currently in the process of upgrading the codebase to integrate DSPy**

LEADS is a lightweight embedded assisted driving system designed to simplify the development of instrumentation, control, and analysis systems for racing cars. It is written in Python and C/C++ with impressive performance. The system is customizable and provides abstract layers for component rearrangement. It supports hardware components like Raspberry Pi and Arduino, and can adapt to various hardware types. LEADS offers a modular structure with a focus on flexibility and lightweight design. It includes robust safety features, modern GUI design with dark mode support, high performance on different platforms, and powerful ESC systems for traction control and braking. The system also supports real-time data sharing, live video streaming, and AI-enhanced data analysis for driver training. LEADS VeC Remote Analyst enables transparency between the driver and pit crew, allowing real-time data sharing and analysis. The system is designed to be user-friendly, adaptable, and efficient for racing car development.

Phidata is a framework for building AI Assistants with memory, knowledge, and tools. It enables LLMs to have long-term conversations by storing chat history in a database, provides them with business context by storing information in a vector database, and enables them to take actions like pulling data from an API, sending emails, or querying a database. Memory and knowledge make LLMs smarter, while tools make them autonomous.

LangChain is an amazing framework to get LLM projects done in a matter of no time, and the ecosystem is growing fast. Here is an attempt to keep track of the initiatives around LangChain. Subscribe to the newsletter to stay informed about the Awesome LangChain. We send a couple of emails per month about the articles, videos, projects, and tools that grabbed our attention Contributions welcome. Add links through pull requests or create an issue to start a discussion. Please read the contribution guidelines before contributing.

Burr is a Python library and UI that makes it easy to develop applications that make decisions based on state (chatbots, agents, simulations, etc...). Burr includes a UI that can track/monitor those decisions in real time.

Parea AI provides a SDK to evaluate & monitor AI applications. It allows users to test, evaluate, and monitor their AI models by defining and running experiments. The SDK also enables logging and observability for AI applications, as well as deploying prompts to facilitate collaboration between engineers and subject-matter experts. Users can automatically log calls to OpenAI and Anthropic, create hierarchical traces of their applications, and deploy prompts for integration into their applications.

AI System School is a curated list of research in machine learning systems, focusing on ML/DL infra, LLM infra, domain-specific infra, ML/LLM conferences, and general resources. It provides resources such as data processing, training systems, video systems, autoML systems, and more. The repository aims to help users navigate the landscape of AI systems and machine learning infrastructure, offering insights into conferences, surveys, books, videos, courses, and blogs related to the field.

GPT experto en FastAPI, un framework para crear API REST para Python.

Up-to-date FastAPI coding assistant with knowledge of the latest version. Part of the [latest] GPTs family.

Economist-style tone with accessible language.

Your SQL crafting companion.

I draft and send multilingual emails via Gmail.

Guides you on how to write a book in your own style

Create professional, clear, and effective emails to improve team communication

Use this GPT to outline your romance novel: design your story, your characters, obstacles, stakes, twists, arena, etc… Then ask GPT to draft the chapters ❤️ (remember: you are the brain, GPT is just the hand. Stay creative, use this GPT as an author!)

Rewrites text according to Paul Graham's writing principles

I provide writing feedback with a fun twist!

Provides legal and informative guidance on writing wills and estate planning.

I assist in writing letters, offering tips and formatting.

💎 The world's most powerful writer. 💎

Guiding novelists from idea to final draft with motivation and structure.

Unleash Your Inner GOAT in Coding! Be the ultimate full-stack developer with unrivaled skills in all coding languages and platforms. Write elegant, secure code, and more. Excel in cybersecurity and innovate with your comprehensive expertise. Ready to code like never before?

I help you write well crafted cold emails to get the sexiest jobs.

Give me the name of a student and what you want to say and I'll help you write your reports. Upload your comments and I will proof read them.

Write professional and compelling X posts that ensures engagement

I can write and interpret code written in Dreamberd, the perfect programming language

I will help you write and draft inspirational OKRs in seconds