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: 2026-07-01 00:10:42 UTC
- JSON Representation
https://github.com/adelsherif8/cv-analyzer
AI resume analyzer with RAG-grounded summaries — upload a CV + job description for OpenAI-powered scoring, skill-gap analysis & feedback. Next.js + FastAPI
ai embeddings fastapi llm nextjs nlp openai python rag
Last synced: 27 Jun 2026
https://github.com/adelsherif8/cv-screener-agents
AI CV screener that decomposes screening into LLM-driven JD / CV / Fit roles in one FastAPI service, returning a ranked shortlist with reasoning — Next.js + OpenAI
ai ai-agents fastapi llm multi-agent nextjs openai python
Last synced: 27 Jun 2026
https://github.com/mohith-das/mcp-browser
MCP JSON-RPC server with Playwright browsing tools.
fastapi json-rpc mcp playwright python
Last synced: 27 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/lahavrud/rs-recruiting
Specialized CRM for boutique recruitment agency - MVP. FastAPI backend with vertical slices architecture.
crm docker fastapi mvp postgresql python recruitment
Last synced: 27 Jun 2026
https://github.com/ozihatake77/inventory-management-system
?? Inventory & Sales Management System for Electronics Store - Python FastAPI + SQLite + TailwindCSS
crud-app fastapi indonesian inventory-management pos-system python sqlite tailwindcss web-app
Last synced: 28 Jun 2026
https://github.com/huggon1/multimodal-tagging-system
A public-safe multimodal tagging system combining OCR, captioning, and retrieval.
fastapi gradio information-retrieval multimodal ocr
Last synced: 28 Jun 2026
https://github.com/yasunorioi/rotation-planner-v2
輪作計画アプリ v2 — HTMX + FastAPI + Jinja2 で再設計
agriculture crop-rotation fastapi hobby-project htmx jinja2 python sqlite
Last synced: 28 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/pitill0/euroledger-xrpl
Open proof of concept for euro-denominated payments, payment intents, merchant webhooks and WooCommerce checkout flows on the XRP Ledger.
fastapi open-source payments postgresql webhooks woocommerce xrpl
Last synced: 28 Jun 2026
https://github.com/natorus87/kiwiki
KIWiki — Your AI-powered self-hosted wiki
ai docker fastapi knowledge-base markdown mcp model-context-protocol note-taking python self-hosted wiki
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/alilotfi23/dockmanager-api
A production-ready CRUD API for managing Docker resources
containers docker dockerfile fastapi jwt-authentication linux pagination python3 rate-limit role-based-access-control sqlite3
Last synced: 28 Jun 2026
https://github.com/alilotfi23/lxd-management-api
A production-ready CRUD REST API for managing an LXD server
fastapi linux linuxcontainers lxd lxd-container lxd-containers rbac slowapi virtual-machine vm
Last synced: 28 Jun 2026
https://github.com/choewy/docker-connectors
Docker Database Bolierplate
backend boilerplate docker express fastapi nestjs nodejs typescript
Last synced: 28 Jun 2026
https://github.com/cnoret/getaround-pricing
Predict optimal rental prices and analyze delay patterns on Getaround. FastAPI prediction API + Streamlit dashboard, fully Dockerized with MLflow tracking.
data-science docker fastapi getaround machinelearning mlflow mlops price-prediction python scikit-learn streamlit
Last synced: 28 Jun 2026
https://github.com/smart-models/smart-embedder
A lightweight, self-hosted embedding server built for hybrid search pipelines. It runs entirely on your own hardware on an NVIDIA GPU for high throughput, or on CPU when no GPU is available with no cloud dependency and no data leaving your machine.
bge-m3 docker embedding fastapi hybrid-search qwen-embeddings qwen-reranker rag reranker self-hosted
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/mralaminahamed/bd-legal-rag
Retrieval-Augmented Generation service for Bangladeshi statute law — bilingual Bengali/English, section-hierarchy-aware chunking, Cohere multilingual embeddings, mandatory rerank, and grounded answers with canonical legal citations.
bangladesh bengali celery cohere fastapi legal-tech llm multilingual nlp pgvector postgresql python rag
Last synced: 28 Jun 2026
https://github.com/petronijus/kulturniprehled
Self-hosted cultural-event tracker (concerts, theatre, cinema) shared between two users — Flutter mobile apps + FastAPI backend, with a Claude Code skill for ticket ingestion.
claude-code cultural-events dart fastapi flutter python self-hosted
Last synced: 29 Jun 2026
https://github.com/its-not-rocket-science/mnemosyne
Language learning from any text — FSRS scheduling, morphological analysis, and 17 language plugins.
fastapi fsrs language-learning nlp python self-hosted spaced-repetition
Last synced: 29 Jun 2026
https://github.com/ikajdan/sixthsense-server
A REST API server and a web client for the Sense HAT
Last synced: 29 Jun 2026
https://github.com/leanmore/pilotstd
PilotStd - auto-detect standard numbers, multi-site query, batch download, smart archive
docker fastapi python standardization standards vue
Last synced: 29 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/mr-vaibh/galedge
Factor models, portfolio optimization, backtesting, and live rebalancing — built on NSE data. Includes a 21-factor risk model, CVXPY-powered optimizer, Python research sandbox (VS Code in browser), Brinson attribution, and strategy builder with trade list generation. Full-stack: Next.js 16 + FastAPI + SQLite.
backtesting cvxpy factor-models fastapi fintech indian-markets nextjs nse portfolio-optimization python quantitative-finance systematic-investing
Last synced: 29 Jun 2026
https://github.com/zouari-oss/chunk-translator
FastAPI endpoint for chunked text translation
api fastapi json open-source python rest rest-api translator
Last synced: 29 Jun 2026
https://github.com/muhammadadnan1998/build_simple_apis_using_fastapi
A FastAPI-based project that provides two endpoints: one for generating random side hustle ideas and another for fetching money-related quotes. Includes API key authentication for secure access.
fastapi python random-quotes-generator
Last synced: 29 Jun 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/sendhello/order-service
A microservice for managing orders with multi-tenant architecture support.
Last synced: 27 Jan 2026
https://github.com/mizcausevic-dev/student-success-signal-hub
Student success analytics hub for engagement scoring, intervention queues, and cohort-level support planning.
advising analytics edtech education-data education-operations fastapi higher-education intervention python retention student-success
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/decision-memory-engine
Python FastAPI decision engine for storing prior decisions, rationale, confidence, stale assumptions, and operator context recovery.
analytics backend context-engineering decision-intelligence fastapi memory-systems operator-workflows portfolio python strategy
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/servicenow-cyberark-evidence-pipeline
FastAPI pipeline for packaging ServiceNow and CyberArk access-change evidence into audit-ready privileged-review artifacts.
audit backend cyberark evidence-pipeline fastapi identity-governance portfolio python servicenow workflow-automation
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/mcp-session-recorder
Python FastAPI recorder for MCP session replay, approval history, evidence chains, and operator-facing audit posture.
ai-governance audit-trail backend evidence fastapi mcp operator-workflows portfolio python session-replay
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/slo-budget-tracker
SLO + error-budget tracker for Python services. FastAPI middleware, Prometheus exporter, multi-window burn-rate alerts. Part of the Platform Reliability Stack.
asgi burn-rate error-budget fastapi monitoring prometheus python reliability slo sre
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/data-contract-registry
Schema registry for data contracts. Semver versioning, compatibility checks (backward/forward/full), ownership, freshness SLAs. Bridges to procurement-decision-api.
data-contract data-governance data-quality fastapi kinetic-gain pydantic python schema-registry
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/procurement-decision-api
FastAPI service that drafts AI Procurement Decision Cards (Kinetic Gain Protocol Suite spec #11) from a buyer rubric and vendor Suite documents. First cross-ecosystem bridge: Suite x Decision Intelligence.
ai-governance decision-intelligence fastapi httpx kinetic-gain-protocol-suite nist-ai-rmf procurement pydantic python
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/bodyforge
Real-time governance and safety control plane for embodied AI fleets in warehouses, factories, and mixed human-robot environments.
ai-governance autonomous-systems control-plane embodied-ai fastapi human-robot-interaction industrial-ai provenance python robotics safety-systems warehouse-automation
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/showing-followup-orchestrator
Real estate follow-up engine for post-showing sequencing, buyer-intent scoring, and agent reminder workflows.
buyer-intent crm-workflows fastapi follow-up post-showing proptech python real-estate sales-operations workflow-automation
Last synced: 01 Jun 2026
https://github.com/mizcausevic-dev/analytics-semantic-layer-publisher
Python publisher for dbt-style semantic layers, JSON-LD metric contracts, and AI-queryable analytics definitions.
aeo analytics-engineering answer-engine-optimization data-catalog dbt fastapi generative-engine-optimization json-ld metrics python schema-org semantic-layer
Last synced: 01 Jun 2026
https://github.com/pondigo/phonebook-postgresql-python
Phonebook-PostgreSQL-Python is a FastAPI-powered phonebook application with a PostgreSQL backend, offering a RESTful API and a minimalist static site crafted in TypeScript 5.3.2, utilizing Less.js for styling. Efficient and modern.
fastapi lessjs postgresql python typescript
Last synced: 14 Mar 2026
https://github.com/mizcausevic-dev/semantic-metrics-catalog
Python FastAPI catalog for governed metric definitions, ownership lanes, freshness posture, and AI-readable semantic contracts.
ai-search analytics-engineering backend business-intelligence data-governance fastapi metrics portfolio python semantic-layer
Last synced: 01 Jun 2026
https://github.com/icecubesaad/speech-emotion-recognition
A machine learning model to recognize emotion in speech.
ccn fastapi fastapi-template machine-learning neural-networks
Last synced: 19 May 2026
https://github.com/mach1el/opensips-apis
This project used to build custom API for opensips
Last synced: 22 Jan 2026
https://github.com/betofigueiredo/diff_tracer
A FastAPI utility designed to compare two API responses, making it easier to validate behavior and ensure accuracy during refactoring.
Last synced: 24 Feb 2026
https://github.com/labgadget015-dotcom/autonomous-personnel-agent
Fully autonomous multi-agent personnel management system — n8n + FastAPI + LangChain + PostgreSQL
ai-agents autonomous-agents fastapi langchain multi-agent n8n personnel-management postgresql
Last synced: 01 Jun 2026
https://github.com/perfectthymetech/azurefunctionpython
This repository provides a scalable baseline for Azure Function written in Python.
azure-function azure-functions enterprise fastapi open-telemetry python terraform
Last synced: 05 Feb 2026
https://github.com/kozuedoingregression/attention-frontend
frontend for the attention model using Nextjs
attention-mechanism fastapi kernel llms nextjs tensorflow
Last synced: 18 Oct 2025
https://github.com/henriquejdc/goldenraspberryawardsapi
Golden Raspberry Awards API using CSV
csv-parser fastapi makefile python3 sqlalchemy
Last synced: 29 Apr 2026
https://github.com/maciejgz/python-rate-limiter
Rate limiting algorithms implementation with Python
fastapi python rate-limiter rate-limiting system-design
Last synced: 05 Feb 2026
https://github.com/aryankeluskar/edcomposer
EdComposer is the best and the most efficient way to make beautiful educational videos with just one pdf and one prompt.
cloudflare fastapi json openai python
Last synced: 14 Apr 2026
https://github.com/glueops/storypoints
This repository is a FastAPI application that handles GitHub webhooks to automate adding issues to GitHub Projects V2. When issues are opened or reopened, they are automatically added to a specified GitHub project. The application includes a retry mechanism for failed webhook deliveries and supports scheduled tasks.
automation continue-integration fastapi fastapi-application fastapi-webhook github github-app github-integration github-issues-sync github-projects issue-tracking project-management python retry-mechanism scheduled-tasks webhook-processing webhooks
Last synced: 15 Mar 2026
https://github.com/bvandewe/topolizer
Visual network topology builder with drag-and-drop editing, export capabilities and multi-shape alignment tools
cisco diagram-builder docker fastapi javascript network-diagram network-topology svg visualization
Last synced: 23 Jan 2026
https://github.com/emorilebo/mobile_secrets_vault
Secure secrets management for mobile backend applications with encryption, versioning, and audit logging
aes-gcm cryptography django emori encryption fastapi godfreylebo mobile-backend python secrets-management security
Last synced: 27 Jan 2026
https://github.com/rajitsaha/agentbreeder
Stop wrangling AI agents. Start shipping them. One YAML file → any framework (LangGraph, OpenAI Agents, Claude SDK, CrewAI, Google ADK) → any cloud (AWS, GCP, Local) → governance automatic. RBAC, cost tracking, audit trail, org registry. Open source.
agent-deployment agent-framework agent-orchestration agentops ai-agents claude-sdk crewai developer-tools fastapi google-adk governance langgraph llmops mcp mlops multi-cloud open-source openai-agents python rbac
Last synced: 14 Apr 2026
https://github.com/pjecz/pjecz-hercules-cli
CLI (Command Line Interface) para trabajar con RAG (Retrieval-Augmented Generation) y enviar los resultados a la API OAuth2 de Hercules
Last synced: 15 Mar 2026
https://github.com/harshkhasbage77/no-code-ai-automations-platform
Main repository holding frontend submodule and backend directory.
ai-automation fastapi graph python3 render workflow
Last synced: 17 May 2026
https://github.com/liamokarca/currentevents-chatbot
以 Prompt Engineering 建構新聞時事聊天機器人， 利用 OpenAI 的 File_search 與 Web_search 技術，在資訊爆炸的時代，協助大眾快速判斷新聞真偽，並提供持續對話的互動體驗。
chatbot fact-check fastapi news openai-api prompt-engineering vue
Last synced: 24 Oct 2025
https://github.com/Head-Metal/headware-intelligence
⛑️ 스마트 안전 헬멧 IoT [진행중]
android-application arduino fastapi iot kotlin-android machine-learning naver-map-api oracle-database uvicorn weather-api-kotlin
Last synced: 25 Oct 2025
https://github.com/axonops/rabbitmq-chatmessage-example
Example application using RabbitMQ send text to a browser without the browser having direct access to RabbitMQ
Last synced: 06 May 2026
https://github.com/rishi-raj-jain/ecommerce-vector-search
Integrating Vector Search in E-commerce Platforms with Upstash Vector
astro fastapi python recommendation search tailwindcss upstash vector
Last synced: 04 May 2026
https://github.com/vlad-moroshan/image-captioner
Web application that utilizes Deep Learning model with visual attention to generate descriptive captions for images
attention-mechanism computer-vision deep-learning deep-neural-networks docker fastapi heroku-deployment image-captioning react tensorflow
Last synced: 05 Apr 2026
https://github.com/m4rrec0s/desafio-tecnico-python
API que coleta posts baseada na API pública JSONPLACEHOLDER. Testes com agente Copilot.
Last synced: 24 Jan 2026
https://github.com/aravindhm97/aws-query-copilot
Translate plain English into powerful AWS Athena SQL queries. Built with FastAPI, Streamlit, Hugging Face Transformers, and Terraform — fully Dockerized and cloud-ready.
athena aws data-engineering docker fastapi huggingface llm nlp streamlit terraform
Last synced: 15 Apr 2026
https://github.com/vipinchaudhary31122002/resumesortingai
ResumeSortingAI is an AI-powered resume sorting application designed to streamline the hiring process by automatically analyzing, scoring, and ranking candidates’ resumes.
clerkauth drizzle-orm expressjs fastapi machine-learning nextjs nlp nodejs nodemon postgresql pydantic python3 scapy supabase tailwindcss
Last synced: 24 Jan 2026
https://github.com/lexxai/goit_python_web_hw_13
GoIT, Python WEB, Homework number 13. FastAPI. PostgreSQL. Docker. REST API. ORM SQLAlchemy. Pydantic. Bootstraps CSS. Jinga. Alembic. OAuth2. JWT. Redis. Cloudinary. Limits
cloduinary docker docker-compose fastapi fastapi-sqlalchemy goit homwork jinja2 oauth2 postgresql pydantic python redis rest-api
Last synced: 15 Apr 2026
https://github.com/mahmoudm13/mini-rag
Mini RAG system built with FastAPI, SQLAlchemy, PGVector, and Qdrant
cohere docker fastapi grafana mongodb nginx openai pgvector postgres prometheus qdrant sqlalchemy
Last synced: 02 Apr 2026
https://github.com/rijoslal/braintumordetection_mlops
FastAPI-based Brain Tumor Detection system following MLOps principles, enabling efficient model deployment, automated data handling, and seamless API integration for real-time predictions
dagshub dvc fastapi mlflow-tracking-server mlops tensorflow vision-transformer
Last synced: 24 Jan 2026
https://github.com/mahmoudazizorignal/paper-mirror
Smart RAG assistant with academic paper. Built with fastapi, llamaindex, llamaparse, chromadb, pgvector, google, and openai. Query caching supported.
chromadb fastapi google-genai llama-index llama-parse openai-api pgvector rag sentence-transformers
Last synced: 28 Jan 2026
https://github.com/amhoba/e-commerce-order-tracking-and-performance-dashboard
E-commerce analytics dashboard with real-time order tracking, inventory management, and performance monitoring using microservices architecture and ELK stack.
analytics dashboard data-visualization devops docker ecommerce elasticsearch fastapi kibana logstash microservices nextjs postgresql traefik
Last synced: 09 Feb 2026
https://github.com/danieldacosta/workflow-management-webapp
Workflow management application using React with TypeScript, FastAPI, and LangChain.
fastapi langchain react typescript
Last synced: 28 Jan 2026
https://github.com/erthium/hashi-api
RestAPI for the Hashiwokakero puzzle
alembic fastapi hashi hashiwokakero logic-puzzle postgresql puzzle python python3 rest-api sqlalchemy sqlalchemy-python
Last synced: 18 Apr 2026
https://github.com/aluyapeter/nexus
Nexus is a fintech backend demonstration which features secure Google authentication (OAuth2), idempotent payment processing with Paystack, and real-time transaction updates via cryptographic webhooks.
fastapi oauth2 paystack-api python3 webhooks
Last synced: 29 Jan 2026
https://github.com/chengetanaim/beatrecommendersystembackend
A system for music producers and rappers/singers. I was trying to implement the product recommendation feature for music uploaded by producers. I used the collaborative filtering algorithm to be able to recommend songs to users.
fastapi scikit-learn sqlalchemy unsupervised-learning
Last synced: 06 Feb 2026
https://github.com/kiselyovd/brain-mri-segmentation
Binary brain-tumor MRI segmentation (LGG) — SegFormer-B2 + U-Net baseline, FastAPI serving, HF Hub model
brain-mri deep-learning fastapi medical-imaging pytorch pytorch-lightning segformer segmentation semantic-segmentation unet
Last synced: 15 Apr 2026
https://github.com/mirkotrotta/moon-site
Job-ready developer portfolio template with Next.js, Tailwind CSS, MDX, and FastAPI. Feature-rich, modern, and fully extensible. Open-source and production-ready.
docker fastapi mdx monorepo nextjs14 react tailwindcss typescript
Last synced: 15 Apr 2026
https://github.com/thephiltacular/voice-ai-pipeline
A containerized AI pipeline for real-time speech-to-text and text-to-speech conversion, leveraging Whisper ASR and Coqui TTS models with Kubernetes orchestration. Features a Gradio web interface, GPU acceleration, and local processing for privacy-focused voice applications. 🚀🎤📝
ai asr containerization coqui-tts cuda docker fastapi gpu gradio kubernetes machine-learning nvidia orchestration python real-time-processing speech-recognition text-to-speech tts voice-assistant whisper
Last synced: 15 Apr 2026
https://github.com/gthomas08/realworld-fastapi
A modern FastAPI backend for the RealWorld spec, featuring JWT auth, article management, comments, user profiles, tags, and PostgreSQL support.
alembic devcontainer fastapi grafana openapi opentelemetry otel postgres pydantic python realworld sqlalchemy
Last synced: 15 Apr 2026
https://github.com/berkayildi/rag-on-azure
Production-grade RAG reference implementation on Azure.
azure azure-ai-search azure-openai bicep fastapi langgraph llm-evaluation managed-identity multi-tenant rag
Last synced: 01 Jun 2026
https://github.com/dperezcabrera/pico-fastapi
pico-fastapi integrates Pico-IoC with FastAPI, providing real inversion-of-control, controller-based routing, scoped dependency resolution, and clean application lifecycle management—without global state or manual wiring.
async asyncio controllers dependency-injection fastapi ioc pico-framework rest-api scoped-dependencies web-framework
Last synced: 20 Feb 2026
https://github.com/apexal/wrathserver
REST API for the Wrathskeller game and Wrathspriter tool to facilitate character creation.
fastapi python rest-api websockets
Last synced: 15 Apr 2026
https://github.com/zweiweiy/stringers
A face-controlled space-themed shooting/navigating game.
face-detection fastapi unity3d
Last synced: 15 Apr 2026
https://github.com/shubhamv108/python-fastapi-oauth2-hubspot
Simple example of oauth2 with hhubspot using Python, FastAPI, REST, Redis.
fastapi oauth2 oauth2-authentication python3 redis rest-api
Last synced: 08 May 2026
https://github.com/notyusheng/polyphony
A composite microservices suite designed for Agile delivery and DevOps orchestration, with Docker Compose and Kubernetes readiness.
api-security auth-service devops docker docker-compose fastapi helm jwt-authentication kafka kubernetes microservices oauth2 postgresql pydantic python rest-api sqlalchemy
Last synced: 31 Jan 2026
https://github.com/rxyalxrd/yadro_url_alias_service
URL Alias Service - Cервис преобразования длинных URL в короткие уникальные URL.
asyncpg docker docker-compose fastapi makefile postgresql python3 sqlalchemy
Last synced: 15 Apr 2026
https://github.com/tsotetsi/ai-it-backend
Job tracking service.
circleci fastapi postgresql python3 sqlalchemy unittest
Last synced: 09 May 2026
