Data

Tools

Indexes

Applications

Experiments

Awesome

An open API service indexing awesome lists of open source software.

FastAPI

FastAPI is a high performance, easy to learn, fast to code, and ready for production Python 3.7+ framework. Its performance is on par with NodeJS and Go (thanks to Starlette and Pydantic). It’s intuitive and standards-based (based on API standards like OpenAPI (previously known as Swagger) and JSON Schema).

https://github.com/gshklovs/react-codex-starter

Vite/FastAPI starter code template with CI and AGENTS.MD file for reliable agentic development. Designed for OpenAI Codex, Claude Code, and Devin.

agents claude-code fastapi github-actions openai-codex pytest react template vitest

Last synced: 15 Apr 2026

https://github.com/kianoushamirpour/rag_chatbot

Leveraged advanced RAG techniques and a quantized version of LLaMA-3 with Llama-cpp to create a chatbot. Redis Streams and WebSockets were utilized to enable real-time interaction and keep track of chat history.

chatbot docker-compose fastapi llama3 llamacpp llamaindex qdrant rag redis redis-stream websocket youtube-api

Last synced: 10 Feb 2026

https://github.com/hizbul25/fastapi-startup-project

Startup or boilerplate to create a simple blog and Auth using OAuth2PasswordBearer. After few changes you can start any kind of project

api asyncio docker fastapi migrations postgresql python3 rest-api sqlalchemy uvicorn

Last synced: 04 Apr 2026

https://github.com/first-coding/vit

This project distills a ViT model into a compact CNN, reducing its size to 1.24MB with minimal accuracy loss. ONNXRuntime with CUDA boosts inference speed, while FastAPI and Docker simplify deployment.

docker fastapi image-classification knowledge-distillation model-quantization onnx onnxruntime python vision-transformer

Last synced: 18 Apr 2026

https://github.com/fivan999/fastapi_users_service

Cервис для работы с пользователями на FastAPI

ddd-architecture docker docker-compose fastapi jwt postgresql pytest python sqlalchemy uv

Last synced: 02 Apr 2026

https://github.com/ds5105119/fastkit

FastAPI Starter Kit

fastapi

Last synced: 16 Feb 2026

https://github.com/geffrerson7/pvp-telegram-bot

Telegram bot for sending Pokemon coordinates from PVP.

fastapi gunicorn json pokeapi python python-dotenv python-telegram-bot railway requests uvicorn

Last synced: 27 Jan 2026

https://github.com/juniorkrz/placa-fipe-api

Consultas FIPE pela placa do veículo

fastapi fipe fipe-api placa-de-carro

Last synced: 15 Mar 2026

https://github.com/kevindebenedetti/dataset-generator

Automated web-scraping to LLM-powered question-answer dataset generator with duplicate detection and optional Langfuse export.

fastapi nextjs openai

Last synced: 28 Jan 2026

https://github.com/filamind-app/filamind-flow

Extensible Neo-Brutalist control panel for Klipper / Moonraker — firmware flashing, input shaping, and TMC motor-driver tooling. Vue 3 + FastAPI, one widget at a time.

3d-printer 3d-printing control-panel fastapi fluidd input-shaping klipper klipper-firmware mainsail moonraker neobrutalism python stepper-motor tailwindcss tmc tmc2209 typescript vite vue vuejs

Last synced: 14 Jun 2026

https://github.com/magnetsinc/magnetize-play-api

All clients use this for playing content.

api critical docker fastapi magnetize playback python3 streaming

Last synced: 14 Apr 2026

https://github.com/alihassanml/alihassanml

Hi there! I’m Ali Hassan from Lahore, Pakistan 🇵🇰. I’m a passionate Data Scientist with a deep interest in Machine Learning 🤖, Deep Learning 🔍, and Generative AI 🌟.

aws deep-learning django docker fastapi flask generative-ai machine-learning mlflow python3 react typescript web-development

Last synced: 10 Feb 2026

https://github.com/praneethravuri/open-llms

A full-stack application that allows you to chat with open-source language models in a ChatGPT-like interface

ai axios chatbot chatgpt fastapi huggingface llm llm-aggregator llms machine-learning nextjs nlp python react tailwindcss transformers typescript

Last synced: 05 Feb 2026

https://github.com/apneduniya/varta

An innovative News Feed Analyzer Agent which provides comprehensive summaries of the latest news from many News Outlets based on User Interests, leveraging open-source LLMs, ScrapeGraph AI, Spheron and tools like LangChain ️‍🔥

bun docker expo fastapi jwt-authentication langchain llama3 mongodb ollama python scrapegraphai smtp spheron typescript

Last synced: 25 Feb 2026

https://github.com/ayusharma03/policemitra

🚔 PoliceMitra: AI-Powered Law Enforcement Assistance System: PoliceMitra is a web-based system designed to support law enforcement agencies by integrating advanced AI technologies. It streamlines workflows, detects weapons in crime scene media, and retrieves legal information in real-time through a powerful RAG-based chatbot.

ai docker fastapi llama3 llm ml opencv rag yolov8

Last synced: 10 Feb 2026

https://github.com/krik8235/llama-ai-agent

Fine-tuned AI agent (FM: Llama) that generates ad creatives by analyzing audience and competitors' ads

fastapi llama3-1 project python streamlit togetherai

Last synced: 11 Feb 2026

https://github.com/ekayazilim/eka-ai-debugger

AI-powered debugging platform with multi-provider support, log analysis, error detection and knowledge base for developers and teams

ai ai-debugger ai-tools automation debugger developer-tools devtools error-detection fastapi knowledge-base llm log-analysis multi-tenant python saas

Last synced: 31 May 2026

https://github.com/srvenient/katharsis.com

A simple yet powerful inventory management solution designed for small businesses. Streamline stock tracking, reduce costs, and improve productivity with an efficient and easy-to-use system.

2fa-security dashboard docker docker-compose dockerfile fastapi inventory inventory-management-system nextjs nodejs python3 react react-redux

Last synced: 13 Apr 2026

https://github.com/atharv-naik/inlinegpt

Initiate an inline chat with the current webpage content as context

chrome-extension fastapi langchain llm ollama rag retrieval-augmented-generation

Last synced: 28 Jan 2026

https://github.com/riii111/fastapi-graphql-sample

技術検証用。FastAPIにGraphQL導入

fastapi graphql mongodb python

Last synced: 29 Jan 2026

https://github.com/anuran-roy/im2sql-api

The FastAPI-based API backend-only implementation of Im2SQL. CLI Repo Link: https://github.com/anuran-roy/Im2SQL-cli/

fastapi image-processing ocr python sql tesseract

Last synced: 20 Apr 2026

https://github.com/outsourc-e/bench-loop-web

BenchLoop web app + public site for bench-loop.com — FastAPI backend, local React dashboard, static marketing site.

benchmark fastapi leaderboard llm local-llm react

Last synced: 01 Jun 2026

https://github.com/navdeepm20/fast-pannel

This is the admin panel designed in Preact to be used with FastApi with its wrapper. This fulfills the need of a modern admin panel required for FastApi.

fastapi fastpanel preact preactjs react reactjs

Last synced: 11 Feb 2026

https://github.com/ppmpreetham/fastrapi

⚡FastAPI alternative in Python, but actually (~88x) FASTER. Written in Rust.

api async fastapi fasterapi fastrapi framework json json-schema python python3 rest web

Last synced: 10 Oct 2025

https://github.com/mrlonis/python-open-restaurant-fastapi

Demo API, written in Python FastAPI, with one route that takes a datetime string and returns a list of open restaurants, if any.

fastapi postgresql python sqlalchemy sqlmodel

Last synced: 02 Apr 2026

https://github.com/amine-akrout/car-price-prediction

Training and deploying XGBoost Model with MLFlow, Fastapi, Prefect, Cloud Run and github actions

ci-cd cloud-run docker fastapi machine-learning mlflow mlops prefect python

Last synced: 11 Feb 2026

https://github.com/gowth6m/juris-ai

AI-powered platform for reviewing contracts by analysing each clause, assigning risk scores, and providing improvement suggestions. Built with FastAPI, React and AWS Services.

ai aws cdk fastapi serverless

Last synced: 07 Feb 2026

https://github.com/sakhileln/smart-meeting-companion

An AI-powered application that helps users extract insights from their meetings. 🚀

ai authentication fastapi flutter grafana kubernetes nlp openai openai-whisper

Last synced: 05 Mar 2026

https://github.com/ai-helpers/example-api-template

Instantiating the API cookiecutter template (FastAPI).

example fastapi machine-learning

Last synced: 18 Apr 2026

https://github.com/suizer98/weddinginvitation

Simple wedding invitation ecard demonstrated by light weights full stacks development (web tier, app tier, database tier)

antdesign docker fastapi heroku postgresql python reactjs render typescript vite

Last synced: 11 Feb 2026

https://github.com/rapidkitlabs/rapidkit

The central hub for the RapidKit ecosystem — workspace engineering platform for production-grade backend projects.

api backend cli engineering fastapi go nestjs nodejs open-source platform python rapidkit scaffolding teams vscode-extension workspace

Last synced: 30 May 2026

https://github.com/arrrrrmin/fastapi-github-oauth

An isolated example to show github authorization-code oauth flow in fastapi for web application flow + simple HttpBearer route dependency

authentification code fastapi github-api github-oauth oauth

Last synced: 05 Mar 2026

https://github.com/danilichev/app-api-py

A FastAPI boilerplate for ML related applications

asyncpg docker fastapi poetry postgresql pydentic python pytorch sqlalchemy

Last synced: 27 Feb 2026

https://github.com/aadewunmi/url-shortener-fastapi-python

URL Shortener With FastAPI and Python | Tech Stack: Python 3, FastAPI, SQLite, SQLAlchemy, Uvicorn

fastapi fastapi-crud fastapi-sqlalchemy python python3 sqlalchemy sqlalchemy-orm-queries sqlalchemy-python sqlite-database swagger-ui uvicorn uvicorn-gunicorn

Last synced: 27 Feb 2026

https://github.com/0x48piraj/fastapi-appattest

FastAPI extension for device request verification on iOS devices using Apple’s DeviceCheck service.

apple authorization device-attestation fastapi fastapi-appattest fastapi-extension ios jwt plugin python3 request-origin-validation security security-automation

Last synced: 07 Oct 2025

https://github.com/anthonycorletti/cbpa

Coinbase Pro Automation for buying your favourite cryptocurrencies.

coinbasepro docker fastapi google-cloud-run google-cloud-scheduler google-cloud-secrets-manager python3 typer

Last synced: 14 Jan 2026

https://github.com/sajjadhz/devops-cheat-sheet

devops cheat sheet for kubernetes, linux, docker, git, ansible, jenkins ...

ansible aws ceph django docker efk-stack elk-stack farm-stack fastapi git jenkins kubernetes linux lxc mean-stack mern-stack nodejs python terraform velero

Last synced: 03 Apr 2026

https://github.com/mainbank5/estatebotics.v2

EstateBotics v2 is a real estate chatbot powered by FastAPI and the OnOffice API, designed to help users search and retrieve property listings through a conversational interface.

ai artificial-intelligence bot fastapi python3

Last synced: 01 Apr 2026

https://github.com/lyushher/file-upload-service

Backend system that enables secure and efficient browser-based file uploads to cloud storage without exposing server credentials.

api aws-s3 backend cloud cloud-storage devops docker fastapi file-upload postgresql presigned-url python-backend rest-api s3-presigned-url secure-upload

Last synced: 03 Jun 2026

https://github.com/volfpeter/htmui

Python UI components for building hypermedia applications

fastapi html htmx hypermedia python server-side-rend web web-development

Last synced: 02 Apr 2026

https://github.com/12pavani/inventory_management_project

An efficient Inventory Management App built with FastAPI for the backend and React.js for the frontend. This application provides users with a seamless interface to manage inventory, featuring real-time updates, intuitive CRUD operations, and streamlined navigation.

crud fastapi inventory-management reactjs real-time web-development

Last synced: 12 Feb 2026

https://github.com/furritos/htmx-starter-app

HTMX Starter App - the quickest way to get up and running with HTMX and Python!

fastapi hot-reload htmx python python3 starter-app template uvicorn

Last synced: 13 Apr 2026

https://github.com/t0mer/hanupi

Raspberry pi based smart Hanukia

fastapi gpio hanukkah python raspberry-pi

Last synced: 28 Jan 2026

https://github.com/abhirampai/dermacam-be

Backend Of Derma Cam Project

backend fastapi heroku mongodb

Last synced: 11 Apr 2026

https://github.com/yourrag/yourrag

Self-hosted RAG Knowledge Base. 私有化部署的 RAG 知识库，支持多模型管理与 API Key 分发，支持 GitHub/Gitee 登录、后台管理、OpenAI 兼容接口及完整的文档问答工作流。开箱即用，支持 Docker 部署。不仅仅是 Web 界面，YourRAG 还是一个 RAG API 网关。用户可以生成 API Key，将知识库能力集成到自己的飞书/钉钉机器人/CherryStudio/NewAPI中。

docker docker-compose docker-image fastapi knowledge-base nextjs openai pgvector postgresql python rag react self-hosted typescript

Last synced: 06 Dec 2025

https://github.com/darshitvvora/temporal-agentic-loan-underwriter

Temporal + Strands demo for GenAI powered loan underwriter

fastapi python strands-agent-sdk strands-agents streamlit temporal temporalio

Last synced: 21 Jan 2026

https://github.com/arikusi/sahaf

Local PDF & EPUB to Markdown converter with OCR — runs on your hardware, no cloud APIs

converter epub fastapi markdown marker ocr pdf python surya

Last synced: 20 Apr 2026

https://github.com/thetokencompany/claude-compression-proxy

Compression proxy for Claude Code enabling up to 60% savings on Claude quota

api claude claude-code compression docker fastapi llm proxy quota

Last synced: 18 Jan 2026

https://github.com/degisew/event_ticketing_fastapi

An advanced Online Event Ticketing System that enables users to seamlessly browse, book, and manage event tickets. Designed for organizers to create and manage events, and for attendees to easily purchase tickets and track their bookings.

alembic docker docker-compose fastapi python3 sqlalchemy

Last synced: 20 Apr 2026

https://github.com/gftf2011/python-vending-machine

Python LLD(Low Level Design) Vending Machine REST API built with FastAPI using Clean Architecture and Design Patterns and Domain Driven Design

clean-architecture clean-code docker docker-compose domain-driven-design fastapi github-actions python python3 rest solid test

Last synced: 06 Mar 2026

https://github.com/areebahmeddd/udaan.ai

📚 Agentic Platform for Personalized Career & Education Guidance

agentic-ai fastapi indian-government langgraph mcp

Last synced: 09 Oct 2025

https://github.com/sushmitha-93/distracted_driver_detection

To detect if a driver is distracted or not using State farm's distracted driver image dataset to train Resnet50 model

axios bootstrap5 convolutional-neural-networks docker fastapi javascript python reactjs resnet-50 tensorflow

Last synced: 04 Apr 2026

https://github.com/Sagargupta16/ledger-sync

Ledger Sync — Transform messy Excel bank statements into beautiful financial dashboards with Sankey diagrams and anomaly detection

dashboard fastapi finance python react sqlite tailwindcss typescript

Last synced: 04 Apr 2026

https://github.com/tr1sm0s1n/fastapi-brownie-dapp

Ethereum Certificate DApp made for Pythonistas.

brownie bulma dapp ethereum fastapi jinja2 python smart-contracts vyper web3py

Last synced: 14 Apr 2025

https://github.com/enpuyou/aws-fastapi-streamlit

Automated deployment web application that performs stock price and Twitter sentiment relation analysis with AWS, FastAPI, and Streamlit

aws ec2 fastapi

Last synced: 17 Apr 2026

https://github.com/jkfran/azure-openai-deployment-mock

A mock Azure OpenAI API for seamless testing and development, supporting both streaming and non-streaming responses. Easily emulate OpenAI completions with token-based streaming in a local or Dockerized environment.

ai-deployment api-testing azure azure-openai-api fastapi local-development mock-api openai streaming-api

Last synced: 28 Jan 2026

https://github.com/questionlp/api.wwdt.me_v2

Wait Wait Don't Tell Me! Stats API Version 2

api fastapi openapi python python3 wwdtm

Last synced: 04 Mar 2026

https://github.com/armen-jean-andreasian/fastapi-request-limiter

Revolutionize your FastAPI applications with this middleware!

ddos-protection fastapi library pypi request-limiter

Last synced: 25 Aug 2025

https://github.com/achillestd/rtsp2webrtc

This project provides a live RTSP to WebRTC streaming solution. It broadcasts video from an IP camera to a server and streams it to web clients (i.e., web browsers)

fastapi opencv-python rtsp rtsp-stream rtsp-to-webrtc stun-server webrtc

Last synced: 12 Feb 2026

https://github.com/rijalghodi/linguatube

Server - Learn english through watching youtube

backend fastapi langchain langgraph learn-english llm youtube

Last synced: 06 Feb 2026

https://github.com/aniketraut16/instacheck

InstaCheck is a Chrome extension that helps users verify the authenticity of claims in Instagram Reels in real time.

fastapi gpt-oss-20b hacktoberfest ollama python vector-search whisper-ai

Last synced: 10 Oct 2025

https://github.com/gianlucatruda/fomo

A newsreader app that uses LLM embeddings to semantically prioritise arXiv and Github updates

arx- embeddings fastapi github gpt-3 javascript llm nextjs python react tailwindcss

Last synced: 06 Feb 2026

https://github.com/fastily/dumb-file-drop

🤡 Simple webserver which allows files to be uploaded to it

fastapi file-sharing python3

Last synced: 24 Jan 2026

https://github.com/ondiekelijah/circleci-to-dockerhub-deployments

CircleCI and Docker Hub deployments project repository for MLSA online workshop

circleci dockerhub fastapi

Last synced: 09 Apr 2025

https://github.com/arferreira/rapina

An opinionated Rust web framework exploring better DX in an AI-assisted world

api async fastapi http hyper rest-api rust tokio web-framework

Last synced: 27 Feb 2026

https://github.com/anqorithm/fastapi-helm-chart

This repository contains a Helm chart for a FastAPI application to be deployed on OpenShift clusters with minimal effort with customizable configurations.

automation cicd deployment devops docker fastapi helm k8s kubernetes oc openshift poetry python sre

Last synced: 12 Feb 2026

https://github.com/albertodiazdurana/rag-document-assistant

Production-ready RAG system with multi-provider LLM support (OpenAI, Claude, Ollama), vector database integration, FastAPI backend, and MLflow evaluation. Features German language support and Streamlit UI.

anthropic chromadb document-qa embeddings fastapi langchain langgraph llm mlflow nlp ollama openai pinecone python rag retrieval-augmented-generation streamlit vector-database

Last synced: 17 Apr 2026

https://github.com/michaeltoohig/bilolok

A full-stack (FastAPI/Vue.js) Foursquare-like app for kava bars in Port Vila, Vanuatu

fastapi kava pwa python vanuatu vue

Last synced: 16 Mar 2026

https://github.com/nithin1729s/kannada-cnn

This project recognizes 49 Kannada letters using a CNN classifier (TensorFlow/Keras). A FastAPI backend and Next.js (TypeScript) frontend enable users to draw letters and get predictions.

cnn cnn-classification fastapi kannada kannada-mnist keras nextjs tensorflow typescript

Last synced: 15 Mar 2026

https://github.com/kingakeem/easy-store

A simple object storing service built with FastAPI, SQLAlchemy and SQLite

docker fastapi fastapi-sqlalchemy files json orm python python3 rest rest-api sqlalchemy sqlalchemy-orm sqlite3 storage

Last synced: 13 Apr 2026

https://github.com/abhijithganesh/rekognize

This project is an attendance system that uses face detection technology to track and record attendance. It is designed to provide a more efficient and accurate method of attendance tracking, reducing the need for manual input and minimizing errors.

face face-recognition fastapi mtcnn onnx python pytorch

Last synced: 13 Apr 2026

https://github.com/rui-exe/feup-oakmont

Building a stock broker web application using Apache HBase, Fast API and React js

fastapi finance hadoop happybase hbase java non-relational-database python python3 react reactjs stock-broker stock-market wide-column-database zookeeper

Last synced: 23 Jan 2026

https://github.com/mechemsi/agentickode

AI task automation platform — dispatch coding tasks to AI agents, create PRs, gate on human approval

ai automation coding-agent devops fastapi llm open-source react self-hosted

Last synced: 05 Apr 2026

https://github.com/monoscope-tech/apitoolkit-fastapi

APItoolkit's FastAPI (Python) client SDK.

apitoolkit apitoolkit-sdk fastapi python

Last synced: 26 Oct 2025

https://github.com/praptisharma28/peerproof

A trust-first, Web3-powered resale marketplace for real-world items :)

blockchain fastapi mongodb nft react smart-contracts solana solanapay vite web3

Last synced: 12 Feb 2026

https://github.com/sbathgate/article-summarizer

Asynchronous RESTful API built with Python and FastAPI. Utilizes Newspaper3k to provide real-time text summarization from a given URL.

black docker fastapi flake8 github-actions heroku isort makefile pytest python restful-api test-driven-development

Last synced: 13 Apr 2026

https://github.com/nafisalawalidris/advanced-fraud-detection-with-anomaly-detection

This repository demonstrates how to build a robust fraud detection system that combines supervised learning techniques with anomaly detection models. It provides end-to-end implementation, from data preprocessing and model training to deploying a real-time fraud detection API using FastAPI.

anomaly-detection creditcardfrauddetection data dataanalytics fastapi fraud-detection machinelearning modeldeployment python supervised-machine-learning unsupervised-machine-learning

Last synced: 20 Apr 2026

https://github.com/troyan-dy/fastapi-depends

You can use your FastAPI dependencies not only in FastAPI applications

async async-await asyncio fastapi lib library pip pydantic python python-type python-types python-typing python3

Last synced: 13 Feb 2026

https://github.com/vojay-dev/biasight

Gender Bias Detection on Websites using AI

ai fastapi gemini gender-bias gender-equality google-cloud python vertex-ai

Last synced: 13 Feb 2026

https://github.com/bendlikeabamboo/happybarra

🐹 happybarra: Personal Finance Application Built with Streamlit, FastAPI, and Supabase

fastapi finance personal-finance python streamlit supabase

Last synced: 18 Jan 2026

https://github.com/sourabh-kumar04/pydantic-basic

A comprehensive collection of examples demonstrating Pydantic's capabilities for data validation and modeling in Python, including integration with FastAPI.

fastapi field-constraints learning nested-models pydantic python serialization validator

Last synced: 01 Mar 2026

https://github.com/profcomff/app-template

Шаблон приложения FastAPI + Vue.ts

docker fastapi github-actions python python3 ts vue3

Last synced: 08 Oct 2025

https://github.com/exg1o/telegram-bots-hub

Microservice for managing Telegram bots within the Constructor Telegram Bots project.

aiogram fastapi microservice python telegram

Last synced: 26 Oct 2025

https://github.com/salihfurkaan/intellifist-ai

An artificial intelligence model that randomly generates questions according to class, course and subject for the educational application.

api beautifulsoup4 fastapi gemini generative-ai python random-generation scraping-websites token

Last synced: 23 Feb 2026

https://github.com/diorwave/ChainBridge-Swap

A web-based atomic swap platform enabling trustless cross-chain trading between Bitcoin and Liquid Network tokens using HTLC contracts. Provides wallet integration, swap offers, real-time status tracking, and a backend API for managing secure decentralized exchanges.

atomic-swap bitcoin blockchain corss-chain cryptocurrency defi fastapi htlc liquid-network react

Last synced: 09 Apr 2026

https://github.com/adriaanbd/kamtutecs-api

A Dockerized API for OCR and NLP using Tesseract, OpenCV, and spaCy.

docker fastapi nlp ocr spacy tesseract translate

Last synced: 17 Feb 2026

https://github.com/cubrid-labs/cubrid-python-cookbook

Production-ready Python examples for CUBRID — quickstarts, migration guides, templates, performance patterns

celery cookbook cubrid cubrid-database database django drizzle-orm examples fastapi flask golang gorm nodejs pandas python sqlalchemy streamlit tutorial typescript

Last synced: 01 Apr 2026

https://github.com/anandukch/digilib-backend

Library Management system backend code

fastapi library-management-system mongodb

Last synced: 09 Apr 2026

FastAPI Awesome Lists
awesome-fastapi 196 best-of-web-python 848 awesome-python-resources 335 awesome-mlops 140
FastAPI Categories
Resources 275 Django Utilities 161 Advanced Topics 147 Career Path 125 Others 116 Third-Party Extensions 100 Third-party Web APIs 93 Prerequisites 86 Web Testing 85 Authorization & Authentication 83 Web Frameworks 75 Flask Utilities 68 Projects 66 Blogs 56 Web Scraping & Crawling 48 OpenAPI Utilities 44 HTTP Clients 41 Markdown 28 HTML Processing 25 Monitoring 25