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).
- GitHub: https://github.com/topics/fastapi
- Repo: https://github.com/tiangolo/fastapi
- Created by: Sebastián Ramírez
- Last updated: 2026-07-06 00:10:50 UTC
- JSON Representation
https://github.com/itsshreyagarg/sentify-ml
An end-to-end sentiment analysis API powered by machine learning! 🚀 This project features text classification, FastAPI deployment, Docker containerization, CI/CD automation, and real-time monitoring with MLflow & Grafana. Built for seamless cloud deployment on Azure. Let me know if you want any tweaks!
fastapi jupyter-notebook mlflow
Last synced: 11 May 2026
https://github.com/labatata101/tim
A simple and intuitive inventory management system
fastapi postgresql python rest-api
Last synced: 12 May 2026
https://github.com/aryaminus/dspy-proxy
A REST API server for DSPy that enables language model programming from any language. This proxy exposes DSPy's core functionality - signature registration, module execution, optimization, and evaluation - through HTTP endpoints, making it accessible from non-Python environments.
ai chain-of-thought dspy fastapi llm-optimization machine-learning microservice nlp prompt-engineering proxy-server rest-api
Last synced: 12 May 2026
https://github.com/homunmage/tiny-template-jwt-auth
simple jwt logic for stateless auth
Last synced: 12 May 2026
https://github.com/akshar-raaj/softwarequizzes
Powers the backend for softwarequizzes.com.
Last synced: 13 May 2026
https://github.com/just1not2/electorz-backend
Backend of the ElectorZ political game, written in FastAPI
Last synced: 13 May 2026
https://github.com/shigeyf/entra-agent-id-auth-flow-demo
Demo app visualizing the three Entra Agent ID authentication flows (Interactive OBO / Autonomous App / Autonomous User) with Microsoft Foundry Hosted Agent — compare "whose permissions accessed the API" in real time.
agent-identity authentication azure azure-container-apps azure-static-web-app entra-agent-id fastapi foundry-hosted-agents microsoft-entra-id microsoft-foundry microsoft-foundry-hosted msal oauth2 on-behalf-of react terraform vite
Last synced: 13 May 2026
https://github.com/vishwas-chakilam/urlguard
A machine learning-based system for detecting malicious URLs. Utilizes advanced classification techniques to differentiate between safe and harmful links. 🚀🔍
complete-source-code fastapi machine-learning random-forest-classifier reactjs
Last synced: 11 Jun 2026
https://github.com/tahniat-ashraf/task-master-slack-command-bot
Task Manager Slack Command Bot is an innovative Slack bot developed using Python and the FastAPI framework. It empowers your team with seamless task management, code review, and collaboration capabilities, enhancing productivity and team dynamics.
async asyncio bot command fastapi picker pointing poker python random slack story
Last synced: 14 May 2026
https://github.com/commitwiz/fastapi-users
Ready-to-use and customizable users management for FastAPI
async asyncio fastapi fastapi-users python starlette users
Last synced: 14 May 2026
https://github.com/ghbihuy123/astrotel
Astrotel is a dump easy Opentelemetry wrapper to send traces, logs of multiple application into OTEL collector
fastapi jaeger opentelemetry python signoz
Last synced: 14 May 2026
https://github.com/seydinabane/sherpa
Sherpa — Tuteur IA pour la préparation d'examens : RAG ancré (citations), agents & orchestration LangGraph, production-grade (FastAPI · Qdrant · Claude).
agents anthropic claude clean-architecture edtech education fastapi genai langgraph llm prometheus python qdrant rag rag-pipeline vector-search
Last synced: 12 Jun 2026
https://github.com/chandlertee/noetica
Self-hosted local-AI stack over Ollama: private chat, a structured-output API, and a QLoRA fine-tune → serve → chat loop. No cloud, no secrets.
chatbot chatgpt-alternative fastapi fine-tuning knowledge-base llm local-llm ollama open-webui qlora rag self-hosted
Last synced: 13 Jun 2026
https://github.com/akyourowngames/friday
Open-source local-first AI assistant runtime with graph memory, semantic tool routing, markdown-governed tools, FastAPI/Next.js frontend surfaces, and verified tool calling.
agent-framework ai-agent automation developer-tools fastapi graph-memory jarvis local-ai-assistant local-first nextjs nvidia-nim open-source personal-ai python rag semantic-routing tool-calling
Last synced: 14 Jun 2026
https://github.com/2002yy/smart-calligraphy-edu
书法教育 AI 评测系统 — 基于 Vue 3 + FastAPI + 阿里云百炼 qwen3.5-omni-plus 的视觉评测平台，教师端管理教学流程，学生端提交作品获取 AI 即时评分反馈
ai ai-vision calligraphy course-project dashscope education fastapi fullstack pinia sqlalchemy sqlite vite vue3
Last synced: 14 Jun 2026
https://github.com/nayutalienx/osu-skill-predictor
ML-powered osu! pass probability & accuracy predictor with real-time overlay. Standalone Windows bundle available.
fastapi machine-learning osu overlay predictor scikit-learn
Last synced: 14 Jun 2026
https://github.com/danweiyuancircle/dwy-ai-experience
dwy-ai-experience（dwy的个人AI仓库）：聚焦 AI 工作流与发布链路实践，包含前端组件库、CLI 脚手架、后端服务模板与 DevOps 体系。
ai ai-tooling claude-cli cli create-dwy fastapi fullstack github-actions hatch monorepo open-source pnpm uv vite vue zsh
Last synced: 17 Jun 2026
https://github.com/bokelleher/speedyfiles
Self-hosted file transfer that doesn't suck. Multi-GB packages, magic-link sharing, REST API, webhooks, audit log. MIT.
docker fastapi file-sharing magic-links mit-license python self-hosted wetransfer-alternative
Last synced: 15 Jun 2026
https://github.com/njujiangxiang/Rokid-VideoCall
Rokid Glasses 远程视频连线系统 - 基于 WebRTC 的 AR 眼镜实时音视频通话解决方案
android ar-glasses fastapi kotlin rokid smart-glasses video-call webrtc
Last synced: 16 Jun 2026
https://github.com/jormazabal/knownext.ai
Tauri desktop workspace for managing Markdown project documentation
desktop fastapi markdown milkdown react tauri typescript
Last synced: 16 Jun 2026
https://github.com/persteenolsen/fastapi-jwt-auth-rag-two
Python FastAPI with JWT Auth serving RAG using Real embeddings
fastapi llp pgvector postgresql python rag-pipeline
Last synced: 17 Jun 2026
https://github.com/persteenolsen/fastapi-jwt-auth-render-three
FastAPI with JWT Auth using MariaDB hosted at Render
Last synced: 17 Jun 2026
https://github.com/mrpickles007/imap-cleanup-tool
Bulk-delete or move IMAP emails by sender, domain, or nested rules - CLI + Web GUI, stdlib-only Python. Gmail support, scheduling. Windows/Linux/MacOS supported platforms.
cli email email-cleanup fastapi gmail imap imap-client inbox inbox-cleaner inbox-cleanup local-webui mailbox spam
Last synced: 17 Jun 2026
https://github.com/bcorfman/highscore-micro-one
A FastAPI ASGI microservice to query a high score list. Backend is a NoSQL database deployed on Deta Space.
asgi deta-space devops fastapi github-actions github-codespaces microservice nosql pipenv pytest
Last synced: 17 Jun 2026
https://github.com/szesnasty/contextguard
Context firewall for RAG systems: enforce tenant/role policy, redact sensitive chunks, block prompt injection, and prove what reached the LLM.
access-control ai-security audit-trail context-engineering context-firewall data-loss-prevention fastapi llm-security ollama pgvector pii-redaction policy-as-code prompt-injection rag rag-security red-team retrieval-augmented-generation tenant-isolation vue zero-trust
Last synced: 18 Jun 2026
https://github.com/krdevanshu06/query-chatbot
AI-powered chatbot for querying supplier and product data using natural language. Built with React, FastAPI, and OpenAI.
ai chatbot fastapi mysql nlp openai product-search react supplier-management
Last synced: 18 Jun 2026
https://github.com/sht/spends
Self-hosted purchase & warranty tracker with spending analytics. Track expenses, monitor warranties, and visualize your spending patterns. Built with FastAPI + Alpine.js
alpinejs expense-manager fastapi personal-finance purchase-tracker self-hosted vitejs warranty-tracker
Last synced: 19 Jun 2026
https://github.com/agusmdev/evloop-lint
Detect sync event-loop-blocking calls reachable from async code in FastAPI — including deeply nested, interprocedural cases ruff's flat ASYNC rules miss.
asyncio event-loop fastapi linter python static-analysis
Last synced: 19 Jun 2026
https://github.com/ahsankhizar5/docusync
An autonomous AI agent that synchronizes GitHub Pull Request diffs with Notion documentation using Gemini, FastAPI, and Next.js.
ai-automation developer-tools fastapi gemini-api github-webhooks llm nextjs notion-api python serverless supabase vercel
Last synced: 19 Jun 2026
https://github.com/a9mansoo/kubernetes-app-demo
Demo of Continuous CI/CD for a kubernetes application
docker fastapi k8s-deployment mui nginx react
Last synced: 20 Jun 2026
https://github.com/rafael-acerqueira/support-ops
Support operations platform for B2B SaaS teams, featuring ticket triage, versioned knowledge base, grounded response drafts, human review, and evaluation metrics.
docker fastapi llm pydantic pytest python rag sqlalchemy vector-database
Last synced: 20 Jun 2026
https://github.com/bch1212/mcp-grantiq
Paid MCP server exposing US federal grants and contracts to AI agents
ai-agents claude fastapi fastmcp grants grants-gov mcp mcp-server model-context-protocol sam-gov
Last synced: 21 Jun 2026
https://github.com/altikva/spero
Self-healing supervision agent for Linux hosts and Kubernetes
agentic-ai aiops anomaly-detection asyncio automation devops fastapi homelab incident-response kubernetes llm monitoring observability python self-healing self-hosted sre ssh supervision
Last synced: 21 Jun 2026
https://github.com/snipeart007/student-buddy
A privacy-focused, local AI assistant that helps students balance their academic workloads with mental health. Implements a multi-agent orchestration workflow running Gemma 2B locally using llama.cpp, encrypted local state management, and an onboarding questionnaire.
fastapi gemma gemma-4 llama-cpp local-llm material-ui mental-health multi-agent nextjs student-buddy
Last synced: 22 Jun 2026
https://github.com/techwithty/ahrefs
Ahrefs internal Python SDK and FastAPI API integration with retries, rate limiting, typed handlers, and centralized routing for Site Explorer, Keywords Explorer, Rank Tracker, Management, and more.
ahrefs api fastapi internal-tools observability production-ready python rate-limiting retries sdk seo typed
Last synced: 22 Jun 2026
https://github.com/rabestro/dicechess-analytics
High-performance analytical backend and data pipeline for Dice Chess. Ingests, normalizes, and analyzes 140k+ games using Scala 3, PostgreSQL, and the dicechess engine.
chess-analytics data-pipeline data-warehouse dice-chess etl fastapi postgresql sqlalchemy
Last synced: 23 Jun 2026
https://github.com/abhirajthakur/facewatch
Real-time face detection streaming platform built with FastAPI, React, WebSockets, PostgreSQL, Docker, and dlib — without OpenCV.
alembic-migration fastapi python reactjs websockets
Last synced: 23 Jun 2026
https://github.com/c-saltz/fastapi-foodie
Get a hands-on experience building FastAPI
Last synced: 23 Jun 2026
https://github.com/thefilesareinthecomputer/llm-wiki-agent
LLM Wiki AI agent with optional local inference, knowledge graph, and wiki-style KB tools. Runs in Docker. Can run fully offline with Ollama.
ai ai-agents docker fastapi knowledge-base knowledge-graph lancedb langextract llm-wiki obsidian ollama python
Last synced: 23 Jun 2026
https://github.com/codestorm-official/fastapi
A minimal and ready-to-use FastAPI REST API template for rapid project setup.
fastapi fastapi-boilerplate fastapi-crud fastapi-template hypercorn
Last synced: 23 Jun 2026
https://github.com/leok974/plan2scene-webapp
Dockerized Web App for Plan2Scene: Converting 2D floorplans to 3D walkthroughs (FastAPI + React)
3d-visualization computer-vision docker fastapi react
Last synced: 23 Jun 2026
https://github.com/liemtv96/FastAPI-Kafka-MongoDB-OpenAI
Create a scalable FastAPI application that serves an endpoint to recommend things to do in a given country during a specific season by consulting the OpenAI API, store the results in MongoDB.
docker docker-compose fastapi kafka mongodb openai python3
Last synced: 23 Jun 2026
https://github.com/phash/lumen-light
Browser-basierter, selbst-gehosteter RAW-Foto-Editor (Lightroom-Light) — FastAPI + React 19 + WebGL2 + Postgres + Garage S3 + Keycloak
fastapi lightroom-alternative photo-editor raw-editor raw-photography react self-hosted webgl
Last synced: 24 Jun 2026
https://github.com/vLorente/la-fede-teams-analytics
Webscraping y análisis de datos de la web de la federación murciana de baloncesto.
api fastapi jupyter-notebook pandas python scrapy sqlite3 webscraping
Last synced: 24 Jun 2026
https://github.com/pj-pj-pj/sc-legal-rag
A Retrieval-Augmented Generation (RAG) pipeline for querying Philippine Supreme Court decisions. Built with Python, Qdrant, and Groq.
bge-large-en fastapi nextjs python rag
Last synced: 24 Jun 2026
https://github.com/ordinary9843/aoi-defect-detection
Unsupervised electronic component defect detection · PatchCore (CVPR 2022) · WideResNet50-2 · AUROC 0.9487 on MVTec AD transistor
anomaly-detection aoi computer-vision defect-detection docker fastapi mvtec patchcore semiconductor
Last synced: 25 Jun 2026
https://github.com/poran-dip/filo
Conversational AI agent for searching and discovering files in Google Drive, built with FastAPI, LangGraph, and Streamlit.
ai-agent fastapi google-drive-api groq langchain langgraph llm python streamlit
Last synced: 25 Jun 2026
https://github.com/bykalachevski/ai-support-agent-template
Production-ready AI support-agent template with FastAPI, Markdown knowledge base, retrieval pipeline, session memory, safety policies and optional WebSocket worker integration.
ai ai-agent ai-agent-tools ai-agents-automation automation docker fastapi llm python rag support-agent websocket
Last synced: 26 Jun 2026
https://github.com/jubairt/titanic-model-deployment-fastapi-docker
A simple machine learning project demonstrating how to deploy a trained model as a REST API using FastAPI and Docker.
docker fastapi ml model-serving titanic-survival-prediction
Last synced: 27 Jun 2026
https://github.com/saagpatel/visual-album-studio
Music-synced visual video generator — deterministic export pipelines with resumable bundles and DR rehearsal
ai automation export-pipeline fastapi ghra-call-security-review ghra-lens-security-posture ghra-next-review-code-scanning-alerts ghra-security-high local-first music-visualization python video-generation
Last synced: 28 Jun 2026
https://github.com/tonylnng/gateforge-loom
Weave intelligent agents into workflows. A composable multi-agent orchestration stack — Brain (Claude) · Hands (OpenClaw) · Memory (Hermes) — wired via n8n on Docker.
ai-agents claude docker-compose fastapi hermes multi-agent n8n openclaw orchestration pgvector
Last synced: 28 Jun 2026
https://github.com/kisaesdevlab/vibe-printer
LAN print routing gateway — HTTP API routes jobs to ESC/POS thermal (TCP/USB), ZPL labels, Star, and CUPS/IPP printers. FastAPI + React, self-hosted Docker appliance.
cups docker escpos fastapi printing raspberry-pi react self-hosted thermal-printer zpl
Last synced: 28 Jun 2026
https://github.com/danielinux7/backtick
Replay Binance markets bar-by-bar and tick-by-tick with real bid/ask time & sales, footprint, and hypothetical trades. Open source, local-first.
backtesting binance cryptocurrency fastapi lightweight-charts order-flow pwa replay trading trading-tools
Last synced: 29 Jun 2026
https://github.com/ilahyani/hypertube-movie-streaming-backend
Microservices Backend For A Torrent Movie Streaming Web Application
aws-s3 docker fastapi grpc javascript microservices-architecture nginx nodejs postgersql python
Last synced: 11 Apr 2026
https://github.com/sinofarmonovzfkrvjl/ob-havo-api
this is an API that shows uzbekistan's weather forecast | bu o'zbekiston ob havosini ko'rsatadigan API
api fastapi python python3 weather-api
Last synced: 29 Jun 2026
https://github.com/eigenvectorsandchill/fastapi_crud
A collaborative assignment to implement CRUD (Create, Read, Update, Delete) operations using SQLite in a FastAPI application.
Last synced: 06 May 2026
https://github.com/gruponovaeafit/chatbot-nova-api
API para el Chatbot de NOVA.
Last synced: 19 May 2026
https://github.com/seapagan/fastapi-redis-cache-reborn
A simple and robust caching solution for FastAPI that interprets request header values and creates proper response header values (powered by Redis)
fastapi fastapi-extension python redis redis-cache redis-database web-cache
Last synced: 05 Jan 2026
https://github.com/bamr87/aieo
AI Engine Optimization - Optimize content for AI engine citations
ai ai-engine-optimization aieo content-optimization fastapi python react seo typescript
Last synced: 13 Jan 2026
https://github.com/knarhar/microservices
Simple microservice application that simulates the operation of an online store. Users can register view products and make purchases. Each service is responsible for its own part of the functionality.
django fastapi flask microservices
Last synced: 11 Apr 2026
https://github.com/baudneo/zomi-server
FastAPI ML server designed for ZoneMinder (zomi-client)
alpr coral-tpu cuda face-detection face-recognition fastapi machine-learning object-detection onnxruntime opencv pydantic-v2 tensorrt torch zoneminder
Last synced: 18 Jan 2026
https://github.com/null-none/docker-fastapi-traefik
Dockerizing FastAPI with Postgres, Uvicorn, and Traefik
Last synced: 11 Apr 2026
https://github.com/ahmedshahriar/restaurant-menu-pricing
Predict menu prices from 5M+ UberEats menus with an end-to-end MLOps pipeline: crawl → DWH → curate → train → deploy on Azure ML (MLflow) via APIM & CLIs.
azure azureml bert-embeddings docker fastapi github-actions huggingface machine-learning mlflow mlops optuna python restaurant-menu scikit-learn scrapy tensorflow transformers uber-eats web-crawler
Last synced: 03 Feb 2026
https://github.com/chumavii/indeed-scraper
Full-stack indeed job data extractor built with Python (FastAPI) and React. Supports Playwright (headless) and Selenium scraping engines, with pandas normalization and CSV export via REST API endpoints.
fastapi playwright python selenium webscraper
Last synced: 19 Nov 2025
https://github.com/shivansh2904/nlpipe
docker fastapi huggingface machine-learning nlp python react sdk sentiment-analysis transformers typescript
Last synced: 27 May 2026
https://github.com/gammahazard/locate-anything
Sleek, mobile-friendly web UI for NVIDIA LocateAnything-3B — open-vocabulary object detection & grounding on your own GPU, via one docker compose up.
bounding-boxes computer-vision cuda docker fastapi gpu grounding locate-anything machine-learning nvidia object-detection ocr open-vocabulary-detection react self-hosted tailwindcss typescript vision-language-model web-ui
Last synced: 28 May 2026
https://github.com/suwadith/footy-predictor-football-match-prediction-tensorflow-fastapi-plugin
A Deep-Learning (Tensorflow) based project which can be used to predict weekly EPL match results. Uses FastAPI as the backend to feed the results to a Chrome based plugin which then modifies the SkySports website to convey the predicted outcomes.
api chrome-extension deep-learning deep-neural-networks fastapi football prediction tensorflow
Last synced: 11 Apr 2026
https://github.com/alwayssany/huggingface-local-embedding
A Fast API server that provides local text and multi-modal embedding using LlamaIndex Hugging Face Embedding
docker embeddings fastapi google-colab huggingface-embeddings llama-index local-embeddings python
Last synced: 05 May 2026
https://github.com/cc-d/liberlife
100% libre way of keeping track of responsibilities and achieving goals with a very nice ui
async docker docker-compose fastapi git-crypt libre nginx python react shell todo typescript
Last synced: 11 Apr 2026
https://github.com/sammysheardev/soc-media
A proof of concept social media platform built with the FARM stack.
farm-stack fastapi mongodb mongodb-atlas python react reactjs social-media social-network typescript web-app web-application
Last synced: 08 Apr 2026
https://github.com/kingyosun/logverse
🎭 Logverse - Auto-updating Shared World Text MMO | LLM-based dynamic narrative generation system where player action histories (logs) appear as NPCs in other players' worlds
ai-story-generation dynamic-narrative fastapi graph-database llm-game multiplayer-rpg react-typescript text-game text-mmorpg
Last synced: 18 Jun 2025
https://github.com/nicofarizano/chatbot-rag
Chatbot assistant leveraging LangChain and LLaMA2 to deliver intelligent responses from web and PDF content. Built with FastAPI and packaged in Docker for seamless deployment.
ai app-service azure chatbot deployment docker docker-compose fastapi langchain langchain-python llama2
Last synced: 11 Apr 2026
https://github.com/abdulvahapmutlu/mediscan-iq
Mediscan-IQ is a new developed tool to de-identify clinical text, summarize findings, and tag case risk (low / moderate / high) — via CLI, REST API, or Streamlit.
clinical-nlp fastapi healthcare natural-language-processing nltk privacy-engineering pydantic-v2 python streamlit text-classification text-summarization transformers typer uvicorn zero-shot-classification
Last synced: 01 May 2026
https://github.com/0xwoland/tcubed-frontend
The frontend for a minimax website using ReactJS and NodeJS. This is the UI/UX for Jack Davidson's algorithm in Python (https://github.com/jack-davidson/tcubed-api)
fastapi game-theory jsx minimax nodejs python reactjs
Last synced: 11 Apr 2026
https://github.com/aaron-smits/pybank
REST API serving JSON - Postgres, JWT, Docker, FastAPI and Python
docker docker-compose fastapi postgresql python sqlalchemy-orm
Last synced: 11 Apr 2026
https://github.com/thoughtscript/more_python_api_2024
Experiments with Serverless and Containerized Python Apps
aws docker docker-compose fastapi postgres postgres-jsonb python serverless
Last synced: 11 Apr 2026
https://github.com/tower-online/tower-auth
An authentication server for Tower Online with FastAPI
Last synced: 20 Jan 2026
https://github.com/plateformeio/docs
The official documentation of the Plateforme framework
api app asgi async data db docs fastapi plateforme pydantic python restx services sqlalchemy
Last synced: 11 Apr 2026
https://github.com/anthonykewl20/efncore
Enterprise SaaS framework (FastAPI + Next.js) — Hybrid DDD Core + governed modules
ddd-architecture fastapi modular-architecture monorepo multi-tenancy nextjs opentelemetry plugin-architecture postgresql python3 rabbitmq redis typescript
Last synced: 13 Jan 2026
https://github.com/sourabh-kumar04/fastapi
A modern FastAPI application demonstrating REST API development with Python, featuring a patient management system with realistic healthcare data. Perfect for learning API design, Pydantic validation, and modern Python web development.
api-development data-validation fastapi healthcare json-data learning-projects patient-management pydantic python rest-api swagger-ui
Last synced: 11 Apr 2026
https://github.com/BlueBirdBack/deep-pomo
A lightweight web app designed to boost productivity using the Pomodoro technique. Built with Next.js (React) for the frontend, styled with Tailwind CSS, powered by a FastAPI (Python) backend, and using PostgreSQL for storage.
adhd fastapi full-stack ltree mvp nextjs pomodoro postgresql productivity python react tailwindcss task-management time-tracking typescript
Last synced: 10 Jun 2025
https://github.com/anandarauf/backendinterview-fastapi
Backend Interview menggunakan web framework FastAPI
fastapi interview interview-test
Last synced: 27 Aug 2025
https://github.com/xanhex/taskq
Fast-API Cerely RabbitMQ bundle
cerely docker docker-compose fastapi flower rabbitmq uvicorn
Last synced: 06 May 2026
https://github.com/george-mountain/centralized-log-management
Centralized Log Management - Fastapi, Elastic Search, Logstash, Kibana and Docker.
docker elasticsearch elasticstack fastapi kibana kibana-dashboard kibana-visualization logstash loguru
Last synced: 11 Apr 2026
https://github.com/abhiaagarwal/asgi-sqlalchemy
ASGI Middleware that manages the lifespan of a database request
asgi fastapi python sqlalchemy
Last synced: 04 Feb 2026
