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FastAPI MCP Server

by arrehman3
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Metadata-Version: 2.1 Name: fastapi Version: 0.118.0 Summary: FastAPI framework, high performance, easy to learn, fast to code, ready for production Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com> Classifier: Intended Audience :: Information Technology Classifier: Intended Audience :: System Administrators Classifier: Operating System :: OS Independent Classifier: Programming Language :: Python :: 3 Classifier: Programming Language :: Python Classifier: Topic :: Internet Classifier: Topic :: Software Development :: Libraries :: Application Frameworks Classifier: Topic :: Software Development :: Libraries :: Python Modules Classifier: Topic :: Software Development :: Libraries Classifier: Topic :: Software Development Classifier: Typing :: Typed Classifier: Development Status :: 4 - Beta Classifier: Environment :: Web Environment Classifier: Framework :: AsyncIO Classifier: Framework :: FastAPI Classifier: Framework :: Pydantic Classifier: Framework :: Pydantic :: 1 Classifier: Framework :: Pydantic :: 2 Classifier: Intended Audience :: Developers Classifier: License :: OSI Approved :: MIT License Classifier: Programming Language :: Python :: 3 :: Only Classifier: Programming Language :: Python :: 3.8 Classifier: Programming Language :: Python :: 3.9 Classifier: Programming Language :: Python :: 3.10 Classifier: Programming Language :: Python :: 3.11 Classifier: Programming Language :: Python :: 3.12 Classifier: Programming Language :: Python :: 3.13 Classifier: Topic :: Internet :: WWW/HTTP :: HTTP Servers Classifier: Topic :: Internet :: WWW/HTTP Project-URL: Homepage, https://github.com/fastapi/fastapi Project-URL: Documentation, https://fastapi.tiangolo.com/ Project-URL: Repository, https://github.com/fastapi/fastapi Project-URL: Issues, https://github.com/fastapi/fastapi/issues Project-URL: Changelog, https://fastapi.tiangolo.com/release-notes/ Requires-Python: >=3.8 Requires-Dist: starlette<0.49.0,>=0.40.0 Requires-Dist: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,!=2.1.0,<3.0.0,>=1.7.4 Requires-Dist: typing-extensions>=4.8.0 Provides-Extra: standard Requires-Dist: fastapi-cli[standard]>=0.0.8; extra == "standard" Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "standard" Requires-Dist: jinja2>=3.1.5; extra == "standard" Requires-Dist: python-multipart>=0.0.18; extra == "standard" Requires-Dist: email-validator>=2.0.0; extra == "standard" Requires-Dist: uvicorn[standard]>=0.12.0; extra == "standard" Provides-Extra: standard-no-fastapi-cloud-cli Requires-Dist: fastapi-cli[standard-no-fastapi-cloud-cli]>=0.0.8; extra == "standard-no-fastapi-cloud-cli" Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "standard-no-fastapi-cloud-cli" Requires-Dist: jinja2>=3.1.5; extra == "standard-no-fastapi-cloud-cli" Requires-Dist: python-multipart>=0.0.18; extra == "standard-no-fastapi-cloud-cli" Requires-Dist: email-validator>=2.0.0; extra == "standard-no-fastapi-cloud-cli" Requires-Dist: uvicorn[standard]>=0.12.0; extra == "standard-no-fastapi-cloud-cli" Provides-Extra: all Requires-Dist: fastapi-cli[standard]>=0.0.8; extra == "all" Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "all" Requires-Dist: jinja2>=3.1.5; extra == "all" Requires-Dist: python-multipart>=0.0.18; extra == "all" Requires-Dist: itsdangerous>=1.1.0; extra == "all" Requires-Dist: pyyaml>=5.3.1; extra == "all" Requires-Dist: ujson!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,>=4.0.1; extra == "all" Requires-Dist: orjson>=3.2.1; extra == "all" Requires-Dist: email-validator>=2.0.0; extra == "all" Requires-Dist: uvicorn[standard]>=0.12.0; extra == "all" Requires-Dist: pydantic-settings>=2.0.0; extra == "all" Requires-Dist: pydantic-extra-types>=2.0.0; extra == "all" Description-Content-Type: text/markdown <p align="center"> <a href="https://fastapi.tiangolo.com"><img src="https://fastapi.tiangolo.com/img/logo-margin/logo-teal.png" alt="FastAPI"></a> </p> <p align="center"> <em>FastAPI framework, high performance, easy to learn, fast to code, ready for production</em> </p> <p align="center"> <a href="https://github.com/fastapi/fastapi/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster" target="_blank"> <img src="https://github.com/fastapi/fastapi/actions/workflows/test.yml/badge.svg?event=push&branch=master" alt="Test"> </a> <a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/fastapi" target="_blank"> <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/fastapi.svg" alt="Coverage"> </a> <a href="https://pypi.org/project/fastapi" target="_blank"> <img src="https://img.shields.io/pypi/v/fastapi?color=%2334D058&label=pypi%20package" alt="Package version"> </a> <a href="https://pypi.org/project/fastapi" target="_blank"> <img src="https://img.shields.io/pypi/pyversions/fastapi.svg?color=%2334D058" alt="Supported Python versions"> </a> </p> --- **Documentation**: <a href="https://fastapi.tiangolo.com" target="_blank">https://fastapi.tiangolo.com</a> **Source Code**: <a href="https://github.com/fastapi/fastapi" target="_blank">https://github.com/fastapi/fastapi</a> --- FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints. The key features are: * **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance). * **Fast to code**: Increase the speed to develop features by about 200% to 300%. * * **Fewer bugs**: Reduce about 40% of human (developer) induced errors. * * **Intuitive**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging. * **Easy**: Designed to be easy to use and learn. Less time reading docs. * **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs. * **Robust**: Get production-ready code. With automatic interactive documentation. * **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>. <small>* estimation based on tests on an internal development team, building production applications.</small> ## Sponsors <!-- sponsors --> <a href="https://blockbee.io?ref=fastapi" target="_blank" title="BlockBee Cryptocurrency Payment Gateway"><img src="https://fastapi.tiangolo.com/img/sponsors/blockbee.png"></a> <a href="https://github.com/scalar/scalar/?utm_source=fastapi&utm_medium=website&utm_campaign=main-badge" target="_blank" title="Scalar: Beautiful Open-Source API References from Swagger/OpenAPI files"><img src="https://fastapi.tiangolo.com/img/sponsors/scalar.svg"></a> <a href="https://www.propelauth.com/?utm_source=fastapi&utm_campaign=1223&utm_medium=mainbadge" target="_blank" title="Auth, user management and more for your B2B product"><img src="https://fastapi.tiangolo.com/img/sponsors/propelauth.png"></a> <a href="https://zuplo.link/fastapi-gh" target="_blank" title="Zuplo: Deploy, Secure, Document, and Monetize your FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/zuplo.png"></a> <a href="https://liblab.com?utm_source=fastapi" target="_blank" title="liblab - Generate SDKs from FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/liblab.png"></a> <a href="https://docs.render.com/deploy-fastapi?utm_source=deploydoc&utm_medium=referral&utm_campaign=fastapi" target="_blank" title="Deploy & scale any full-stack web app on Render. Focus on building apps, not infra."><img src="https://fastapi.tiangolo.com/img/sponsors/render.svg"></a> <a href="https://www.coderabbit.ai/?utm_source=fastapi&utm_medium=badge&utm_campaign=fastapi" target="_blank" title="Cut Code Review Time & Bugs in Half with CodeRabbit"><img src="https://fastapi.tiangolo.com/img/sponsors/coderabbit.png"></a> <a href="https://subtotal.com/?utm_source=fastapi&utm_medium=sponsorship&utm_campaign=open-source" target="_blank" title="The Gold Standard in Retail Account Linking"><img src="https://fastapi.tiangolo.com/img/sponsors/subtotal.svg"></a> <a href="https://docs.railway.com/guides/fastapi?utm_medium=integration&utm_source=docs&utm_campaign=fastapi" target="_blank" title="Deploy enterprise applications at startup speed"><img src="https://fastapi.tiangolo.com/img/sponsors/railway.png"></a> <a href="https://databento.com/?utm_source=fastapi&utm_medium=sponsor&utm_content=display" target="_blank" title="Pay as you go for market data"><img src="https://fastapi.tiangolo.com/img/sponsors/databento.svg"></a> <a href="https://speakeasy.com/editor?utm_source=fastapi+repo&utm_medium=github+sponsorship" target="_blank" title="SDKs for your API | Speakeasy"><img src="https://fastapi.tiangolo.com/img/sponsors/speakeasy.png"></a> <a href="https://www.svix.com/" target="_blank" title="Svix - Webhooks as a service"><img src="https://fastapi.tiangolo.com/img/sponsors/svix.svg"></a> <a href="https://www.stainlessapi.com/?utm_source=fastapi&utm_medium=referral" target="_blank" title="Stainless | Generate best-in-class SDKs"><img src="https://fastapi.tiangolo.com/img/sponsors/stainless.png"></a> <a href="https://www.permit.io/blog/implement-authorization-in-fastapi?utm_source=github&utm_medium=referral&utm_campaign=fastapi" target="_blank" title="Fine-Grained Authorization for FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/permit.png"></a> <a href="https://www.interviewpal.com/?utm_source=fastapi&utm_medium=open-source&utm_campaign=dev-hiring" target="_blank" title="InterviewPal - AI Interview Coach for Engineers and Devs"><img src="https://fastapi.tiangolo.com/img/sponsors/interviewpal.png"></a> <a href="https://dribia.com/en/" target="_blank" title="Dribia - Data Science within your reach"><img src="https://fastapi.tiangolo.com/img/sponsors/dribia.png"></a> <!-- /sponsors --> <a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">Other sponsors</a> ## Opinions "_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._" <div style="text-align: right; margin-right: 10%;">Kabir Khan - <strong>Microsoft</strong> <a href="https://github.com/fastapi/fastapi/pull/26" target="_blank"><small>(ref)</small></a></div> --- "_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_" <div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div> --- "_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_" <div style="text-align: right; margin-right: 10%;">Kevin Glisson, Marc Vilanova, Forest Monsen - <strong>Netflix</strong> <a href="https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072" target="_blank"><small>(ref)</small></a></div> --- "_I’m over the moon excited about **FastAPI**. It’s so fun!_" <div style="text-align: right; margin-right: 10%;">Brian Okken - <strong><a href="https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855" target="_blank">Python Bytes</a> podcast host</strong> <a href="https://x.com/brianokken/status/1112220079972728832" target="_blank"><small>(ref)</small></a></div> --- "_Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that._" <div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="https://github.com/hugapi/hug" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div> --- "_If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]_" "_We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]_" <div style="text-align: right; margin-right: 10%;">Ines Montani - Matthew Honnibal - <strong><a href="https://explosion.ai" target="_blank">Explosion AI</a> founders - <a href="https://spacy.io" target="_blank">spaCy</a> creators</strong> <a href="https://x.com/_inesmontani/status/1144173225322143744" target="_blank"><small>(ref)</small></a> - <a href="https://x.com/honnibal/status/1144031421859655680" target="_blank"><small>(ref)</small></a></div> --- "_If anyone is looking to build a production Python API, I would highly recommend **FastAPI**. It is **beautifully designed**, **simple to use** and **highly scalable**, it has become a **key component** in our API first development strategy and is driving many automations and services such as our Virtual TAC Engineer._" <div style="text-align: right; margin-right: 10%;">Deon Pillsbury - <strong>Cisco</strong> <a href="https://www.linkedin.com/posts/deonpillsbury_cisco-cx-python-activity-6963242628536487936-trAp/" target="_blank"><small>(ref)</small></a></div> --- ## **Typer**, the FastAPI of CLIs <a href="https://typer.tiangolo.com" target="_blank"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg" style="width: 20%;"></a> If you are building a <abbr title="Command Line Interface">CLI</abbr> app to be used in the terminal instead of a web API, check out <a href="https://typer.tiangolo.com/" class="external-link" target="_blank">**Typer**</a>. **Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀 ## Requirements FastAPI stands on the shoulders of giants: * <a href="https://www.starlette.io/" class="external-link" target="_blank">Starlette</a> for the web parts. * <a href="https://docs.pydantic.dev/" class="external-link" target="_blank">Pydantic</a> for the data parts. ## Installation Create and activate a <a href="https://fastapi.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install FastAPI: <div class="termy"> ```console $ pip install "fastapi[standard]" ---> 100% ``` </div> **Note**: Make sure you put `"fastapi[standard]"` in quotes to ensure it works in all terminals. ## Example ### Create it Create a file `main.py` with: ```Python from typing import Union from fastapi import FastAPI app = FastAPI() @app.get("/") def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") def read_item(item_id: int, q: Union[str, None] = None): return {"item_id": item_id, "q": q} ``` <details markdown="1"> <summary>Or use <code>async def</code>...</summary> If your code uses `async` / `await`, use `async def`: ```Python hl_lines="9 14" from typing import Union from fastapi import FastAPI app = FastAPI() @app.get("/") async def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") async def read_item(item_id: int, q: Union[str, None] = None): return {"item_id": item_id, "q": q} ``` **Note**: If you don't know, check the _"In a hurry?"_ section about <a href="https://fastapi.tiangolo.com/async/#in-a-hurry" target="_blank">`async` and `await` in the docs</a>. </details> ### Run it Run the server with: <div class="termy"> ```console $ fastapi dev main.py ╭────────── FastAPI CLI - Development mode ───────────╮ │ │ │ Serving at: http://127.0.0.1:8000 │ │ │ │ API docs: http://127.0.0.1:8000/docs │ │ │ │ Running in development mode, for production use: │ │ │ │ fastapi run │ │ │ ╰─────────────────────────────────────────────────────╯ INFO: Will watch for changes in these directories: ['/home/user/code/awesomeapp'] INFO: Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit) INFO: Started reloader process [2248755] using WatchFiles INFO: Started server process [2248757] INFO: Waiting for application startup. INFO: Application startup complete. ``` </div> <details markdown="1"> <summary>About the command <code>fastapi dev main.py</code>...</summary> The command `fastapi dev` reads your `main.py` file, detects the **FastAPI** app in it, and starts a server using <a href="https://www.uvicorn.org" class="external-link" target="_blank">Uvicorn</a>. By default, `fastapi dev` will start with auto-reload enabled for local development. You can read more about it in the <a href="https://fastapi.tiangolo.com/fastapi-cli/" target="_blank">FastAPI CLI docs</a>. </details> ### Check it Open your browser at <a href="http://127.0.0.1:8000/items/5?q=somequery" class="external-link" target="_blank">http://127.0.0.1:8000/items/5?q=somequery</a>. You will see the JSON response as: ```JSON {"item_id": 5, "q": "somequery"} ``` You already created an API that: * Receives HTTP requests in the _paths_ `/` and `/items/{item_id}`. * Both _paths_ take `GET` <em>operations</em> (also known as HTTP _methods_). * The _path_ `/items/{item_id}` has a _path parameter_ `item_id` that should be an `int`. * The _path_ `/items/{item_id}` has an optional `str` _query parameter_ `q`. ### Interactive API docs Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>. You will see the automatic interactive API documentation (provided by <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank">Swagger UI</a>): ![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png) ### Alternative API docs And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>. You will see the alternative automatic documentation (provided by <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank">ReDoc</a>): ![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png) ## Example upgrade Now modify the file `main.py` to receive a body from a `PUT` request. Declare the body using standard Python types, thanks to Pydantic. ```Python hl_lines="4 9-12 25-27" from typing import Union from fastapi import FastAPI from pydantic import BaseModel app = FastAPI() class Item(BaseModel): name: str price: float is_offer: Union[bool, None] = None @app.get("/") def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") def read_item(item_id: int, q: Union[str, None] = None): return {"item_id": item_id, "q": q} @app.put("/items/{item_id}") def update_item(item_id: int, item: Item): return {"item_name": item.name, "item_id": item_id} ``` The `fastapi dev` server should reload automatically. ### Interactive API docs upgrade Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>. * The interactive API documentation will be automatically updated, including the new body: ![Swagger UI](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png) * Click on the button "Try it out", it allows you to fill the parameters and directly interact with the API: ![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-04-swagger-03.png) * Then click on the "Execute" button, the user interface will communicate with your API, send the parameters, get the results and show them on the screen: ![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-05-swagger-04.png) ### Alternative API docs upgrade And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>. * The alternative documentation will also reflect the new query parameter and body: ![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png) ### Recap In summary, you declare **once** the types of parameters, body, etc. as function parameters. You do that with standard modern Python types. You don't have to learn a new syntax, the methods or classes of a specific library, etc. Just standard **Python**. For example, for an `int`: ```Python item_id: int ``` or for a more complex `Item` model: ```Python item: Item ``` ...and with that single declaration you get: * Editor support, including: * Completion. * Type checks. * Validation of data: * Automatic and clear errors when the data is invalid. * Validation even for deeply nested JSON objects. * <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of input data: coming from the network to Python data and types. Reading from: * JSON. * Path parameters. * Query parameters. * Cookies. * Headers. * Forms. * Files. * <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of output data: converting from Python data and types to network data (as JSON): * Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc). * `datetime` objects. * `UUID` objects. * Database models. * ...and many more. * Automatic interactive API documentation, including 2 alternative user interfaces: * Swagger UI. * ReDoc. --- Coming back to the previous code example, **FastAPI** will: * Validate that there is an `item_id` in the path for `GET` and `PUT` requests. * Validate that the `item_id` is of type `int` for `GET` and `PUT` requests. * If it is not, the client will see a useful, clear error. * Check if there is an optional query parameter named `q` (as in `http://127.0.0.1:8000/items/foo?q=somequery`) for `GET` requests. * As the `q` parameter is declared with `= None`, it is optional. * Without the `None` it would be required (as is the body in the case with `PUT`). * For `PUT` requests to `/items/{item_id}`, read the body as JSON: * Check that it has a required attribute `name` that should be a `str`. * Check that it has a required attribute `price` that has to be a `float`. * Check that it has an optional attribute `is_offer`, that should be a `bool`, if present. * All this would also work for deeply nested JSON objects. * Convert from and to JSON automatically. * Document everything with OpenAPI, that can be used by: * Interactive documentation systems. * Automatic client code generation systems, for many languages. * Provide 2 interactive documentation web interfaces directly. --- We just scratched the surface, but you already get the idea of how it all works. Try changing the line with: ```Python return {"item_name": item.name, "item_id": item_id} ``` ...from: ```Python ... "item_name": item.name ... ``` ...to: ```Python ... "item_price": item.price ... ``` ...and see how your editor will auto-complete the attributes and know their types: ![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png) For a more complete example including more features, see the <a href="https://fastapi.tiangolo.com/tutorial/">Tutorial - User Guide</a>. **Spoiler alert**: the tutorial - user guide includes: * Declaration of **parameters** from other different places as: **headers**, **cookies**, **form fields** and **files**. * How to set **validation constraints** as `maximum_length` or `regex`. * A very powerful and easy to use **<abbr title="also known as components, resources, providers, services, injectables">Dependency Injection</abbr>** system. * Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth. * More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic). * **GraphQL** integration with <a href="https://strawberry.rocks" class="external-link" target="_blank">Strawberry</a> and other libraries. * Many extra features (thanks to Starlette) as: * **WebSockets** * extremely easy tests based on HTTPX and `pytest` * **CORS** * **Cookie Sessions** * ...and more. ## Performance Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as <a href="https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7" class="external-link" target="_blank">one of the fastest Python frameworks available</a>, only below Starlette and Uvicorn themselves (used internally by FastAPI). (*) To understand more about it, see the section <a href="https://fastapi.tiangolo.com/benchmarks/" class="internal-link" target="_blank">Benchmarks</a>. ## Dependencies FastAPI depends on Pydantic and Starlette. ### `standard` Dependencies When you install FastAPI with `pip install "fastapi[standard]"` it comes with the `standard` group of optional dependencies: Used by Pydantic: * <a href="https://github.com/JoshData/python-email-validator" target="_blank"><code>email-validator</code></a> - for email validation. Used by Starlette: * <a href="https://www.python-httpx.org" target="_blank"><code>httpx</code></a> - Required if you want to use the `TestClient`. * <a href="https://jinja.palletsprojects.com" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration. * <a href="https://github.com/Kludex/python-multipart" target="_blank"><code>python-multipart</code></a> - Required if you want to support form <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>, with `request.form()`. Used by FastAPI: * <a href="https://www.uvicorn.org" target="_blank"><code>uvicorn</code></a> - for the server that loads and serves your application. This includes `uvicorn[standard]`, which includes some dependencies (e.g. `uvloop`) needed for high performance serving. * `fastapi-cli[standard]` - to provide the `fastapi` command. * This includes `fastapi-cloud-cli`, which allows you to deploy your FastAPI application to <a href="https://fastapicloud.com" class="external-link" target="_blank">FastAPI Cloud</a>. ### Without `standard` Dependencies If you don't want to include the `standard` optional dependencies, you can install with `pip install fastapi` instead of `pip install "fastapi[standard]"`. ### Without `fastapi-cloud-cli` If you want to install FastAPI with the standard dependencies but without the `fastapi-cloud-cli`, you can install with `pip install "fastapi[standard-no-fastapi-cloud-cli]"`. ### Additional Optional Dependencies There are some additional dependencies you might want to install. Additional optional Pydantic dependencies: * <a href="https://docs.pydantic.dev/latest/usage/pydantic_settings/" target="_blank"><code>pydantic-settings</code></a> - for settings management. * <a href="https://docs.pydantic.dev/latest/usage/types/extra_types/extra_types/" target="_blank"><code>pydantic-extra-types</code></a> - for extra types to be used with Pydantic. Additional optional FastAPI dependencies: * <a href="https://github.com/ijl/orjson" target="_blank"><code>orjson</code></a> - Required if you want to use `ORJSONResponse`. * <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - Required if you want to use `UJSONResponse`. ## License This project is licensed under the terms of the MIT license.

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