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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/pythoninthegrass/fastapi-prometheus-grafana

FastAPI + Prometheus + Grafana! :tada:

docker fastapi grafana prometheus

Last synced: 04 Oct 2025

https://github.com/sagargupta16/code-arena

Real-time competitive coding arena - race friends on LeetCode problems with built-in timer, scoring, and live leaderboards

coding-challenge competitive-programming developer-tools fastapi leetcode multiplayer python react real-time websocket

Last synced: 03 May 2026

https://github.com/mrkunalsharma/fraud-detection-mlops

🚀 Production-ready fraud detection system with 99.95% accuracy, real-time API, and comprehensive monitoring

docker fastapi fraud-detection grafana machine-learning mlops prometheus python

Last synced: 03 May 2026

https://github.com/pleabargain/fastapi_simple_db

a very simple FASTAPI demo

fastapi python

Last synced: 17 May 2026

https://github.com/acetinkaya/smart-web-data-fastapi

FastAPI-based TCMB daily exchange rate API with XML parsing, daily data storage, and chart-ready historical analytics.

charts fastapi tcmb

Last synced: 28 May 2026

https://github.com/kartikmehta8/dockerized-llm-api

A lightweight, containerized API built with FastAPI and Hugging Face's `distilgpt2` model for text generation. It includes a modern analytics dashboard, in-memory storage, code quality tools (Black, Flake8), and Docker support for easy deployment.

docker docker-compose fastapi huggingface llm python

Last synced: 03 May 2026

https://github.com/steveee27/bank-subscription-prediction-fastapi

A machine learning API built using FastAPI to predict customer subscription to long-term deposits based on marketing campaign data. This project preprocesses input data, trains models, and serves predictions through a RESTful API.

fastapi logistic-regression machine-learning rest-api subscription-prediction

Last synced: 17 Apr 2026

https://github.com/bilalmohib/fastapigraphqlpostgresql

This is the fastapi app using graphql to create graphql appolo server and using postgresql database

database fastapi postgresql sql sqlmodel strawberry-graphql

Last synced: 03 May 2026

https://github.com/eldavido7/hr-assistant-backend

HR Assistant Bot using Deepseek v3. It also uses chromadb for data persistence across all file uploads and for future reference. A telegram bot (and whatsapp number) can also be generated and used to talk to the bot. Endpoints have also been provided to delete individual files from these chromadb collections, or clear out the collections entirely.

chromadb deepseek-chat deepseek-v3 fastapi flask hr-management

Last synced: 28 Apr 2026

https://github.com/gurbaj5124871/rag-app-deepseek

A RAG (Retrieval-Augmented Generation) application which combines retrieval-based and generative approaches to improve the accuracy and relevance of AI-generated responses.

ai deepseek-r1 fastapi kafka llm machine-learning milvus ollama python rag semantic-search text-embeddings vector-database

Last synced: 03 May 2026

https://github.com/marketcalls/gptclone

LangChain App with Conversational Memory

chatgpt fastapi gpt4o-mini langchain openai sqlite-database

Last synced: 14 Apr 2026

https://github.com/salimomrani/forgekit

CLI de scaffolding full-stack (Spring Boot, FastAPI, Angular, React/Vite) — une commande, un projet prêt à l'emploi

angular claude-code cli fastapi fullstack react scaffold scaffolding spring-boot tailwindcss typescript vite

Last synced: 03 May 2026

https://github.com/sahaspunchihewa/fastapi-keycloak-auth

Keycloak authentication for FastAPI that helps to secure your API endpoints with RBAC with minimal configurations

fastapi keycloak keycloak-client python python-keycloak python3 rbac

Last synced: 04 Feb 2026

https://github.com/averageencoreenjoer/tron-wallet-info

Microservice for obtaining information about wallets in the Tron network. Allows you to get the TRX balance, bandwidth and energy by wallet address. Saves the history of queries in the database with pagination support. Implemented on FastAPI using SQLAlchemy ORM and TronPy.

api blockchain crypto docker fastapi microservice pytest python3 sqlalchemy tron tronpy

Last synced: 03 May 2026

https://github.com/gabrielrovesti/grab

Personal music downloader made for desktop. Search, preview, download MP3s via a native desktop window. FastAPI + yt-dlp + pywebview.

fastapi python youtube-music yt-dlp

Last synced: 03 May 2026

https://github.com/betonr/repo-d

Docker Registry UI - Web interface to list images from the docker registry

angular docker docker-registry docker-registry-ui docker-registry-v2 fastapi oauth

Last synced: 13 Apr 2026

https://github.com/sergiokapone/ai_assistant

AI assistant for explaining the text of the articles

artificial-intelligence chatbot fastapi llm transformer

Last synced: 01 May 2026

https://github.com/level09/anymal

Elevate your web projects with Anymal Framework! Seamlessly manage users, enable real-time interactions, and harness the power of AI, all in one intuitive development experience. Speed, intelligence, and innovation – simplified and accelerated for you

ai fastapi python saas vue

Last synced: 03 May 2026

https://github.com/shikhar97/keyvaluestore

A simple key-value store using Kubernetes (k8s), FastAPI, and Huey as a REDIS queue

fastapi huey kubernetes minikube redis

Last synced: 09 Apr 2026

https://github.com/ranjitodedra/cleantomato

Tomato Disease Finder Application

fastapi google-cloud python tensorflow

Last synced: 13 Apr 2026

https://github.com/cmn22/fastapi_global_electronics

This project is a FastAPI-based web service for managing various components of an electronics retail business. It includes endpoints for Customers, Products, Sales, Stores, Exchange Rates, Categories, and Subcategories. The system utilizes an SQLite database with SQLModel as the ORM for structured data handling.

fastapi sqlite sqlmodel swagger uvicorn

Last synced: 10 May 2026

https://github.com/cybersecwithkair/apitechvault

Built TechVault API, a FastAPI-based tool that fetches and summarizes MDN Web Docs for developers. It streamlines documentation lookup, enhances readability, and ensures secure, efficient access. Excited to keep improving it with more sources and AI-powered summarization!

apisecurity beautifulsoup fastapi postman python

Last synced: 10 May 2026

https://github.com/clumsybirder/cbird

基于Python3和FastAPI的RESTful API的项目

fastapi mysql pydantic pydantic-v2 python restful-api sqlalchemy

Last synced: 10 May 2026

https://github.com/techwithty/n8n

n8n Python SDK: async HTTPX client and APIs for all major n8n resources with a FastAPI-ready integration and a complete pytest test suite.

api async audit automation credentials executions fastapi httpx n8n projects pytest python sdk tags testing users variables workflows

Last synced: 10 May 2026

https://github.com/kwame-mintah/python-fastapi-logging-application

Demonstrate an external application receiving logs, from another system.

docker fastapi logging pydantic-v2 python312

Last synced: 11 May 2026

https://github.com/princepal9120/taskflow

TaskFlow is an advanced task management application that enhances productivity by providing a visual workflow for tracking task progress. Utilizing Material UI for a sleek UI and React Flow for an interactive progress visualization, TaskFlow ensures an intuitive and efficient task management experience

fastapi material-ui postgresql

Last synced: 11 May 2026

https://github.com/rafapi/backend-microservices

Microservices using RabbitMQ as message broker

django-rest-framework docker fastapi microservices python rabbitmq

Last synced: 11 May 2026

https://github.com/whitelotus4/chsapi.github.io

CHSAPI is a media-tech API platform that leverages JPEN stack technology to serve deepfake detection, image compressor, image converter, image to pdf etc utility. specifically made for Cavernous Hoax Scanner but now free for every one.

api fastapi free image-processing jpen media-tech nodejs python website

Last synced: 11 May 2026

https://github.com/edycutjong/siftglass

🔬 SIFT.Glass — OpenClaw-powered IR agent with live React Flow attack graph visualization. FIND EVIL! (SANS) Hackathon 2026.

ai-agent cybersecurity fastapi incident-response mcp nextjs openclaw react-flow siem supabase threat-intelligence

Last synced: 10 Jun 2026

https://github.com/andgineer/fastapi-playground

A sandbox environment for experimenting with FastAPI, SQLModel, and Pydantic.

fastapi pydantic python

Last synced: 12 May 2026

https://github.com/ejminguez/book-borrowing-system

book borrowing system using fastapi

alembic fastapi postgresql sqlalchemy supabasedb

Last synced: 12 May 2026

https://github.com/lucasfeliciano02/fast_api

Criando API com Fast API no python e fazendo requisição

fastapi mysql-connection sqlalchemy-python todolist

Last synced: 12 May 2026

https://github.com/musharna/jobd

Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration

distributed-systems fastapi gpu homelab job-queue job-scheduler mcp self-hosted tailscale

Last synced: 11 Jun 2026

https://github.com/oya163/api-benchmark

Multiple python API framework benchmarking based on image conversion task

asyncio benchmarking fastapi flask

Last synced: 11 Jun 2026

https://github.com/sarthakshrivastav-a/accordiq

Slack-native AI memory backend that turns team conversations into durable Notion tasks, decisions, and cited recall.

ai-agent backend fastapi langgraph notion pgvector slack

Last synced: 13 May 2026

https://github.com/chy5301/asset-hub

小组资产管理工具——Web GUI 面向人类，CLI 面向 AI Agent。FastAPI + SQLModel + React + TanStack Router。

agent-native ai-agent asset-management cli fastapi react sqlmodel tanstack-router typer

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/kuldeep-poonia/distributed-runtime-brain

Distributed infrastructure platform for deploying, scaling and observing autonomous agents with persistent memory, execution replay and control-plane orchestration.

backend-architecture distributed-systems event-driven fastapi infrastructure microservices reliability-engineering

Last synced: 11 Jun 2026

https://github.com/mattburnett-repo/aptitude-search

A multi-stage LLM pipeline for aptitude-driven job search, career targeting, and search strategy generation.

api fastapi llm python react vite

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/kiarina/mlx-embedding-server

Single-purpose HTTP server for multimodal embeddings via mlx-embeddings (Apple Silicon / MLX). Defaults to Qwen3-VL-Embedding-2B.

apple-silicon embeddings fastapi mlx mlx-embeddings multimodal qwen3-vl

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/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/headless-start/cs2-rag-assistant

This repository contains a Retrieval-Augmented Generation assistant for Counter-Strike 2 — hybrid retrieval, cross-encoder reranking, grounded answers with inline citations, and a RAGAS evaluation.

bm25 counter-strike-2 fastapi hybrid-search llm nlp python qdrant rag ragas reranking retrieval-augmented-generation semantic-search sentence-transformers streamlit vector-search

Last synced: 15 Jun 2026

https://github.com/kbennett2000/soap-journal

Self-hosted, offline-first SOAP Bible journaling app with a built-in Bible reader and 13 bundled translations.

bible bible-journal bible-reader bible-study christian christianity devotional docker fastapi homelab journaling offline-first privacy python react scripture self-hosted soap sqlite typescript

Last synced: 15 Jun 2026

https://github.com/mi4646/captcha-ocr-server

基于 DDDDOCR 模型的验证码识别 HTTP 服务，纯 Python 实现，ONNX Runtime 推理，开箱即用。支持 base64 / URL / 二进制 / GIF 多种输入格式，附带本地跑分和远程接口准确率测试工具。

captcha captcha-recognition captcha-solver ddddocr fastapi onnx onnxruntime python

Last synced: 15 Jun 2026

https://github.com/wdopen-nk/rag-ai-agent

A scalable Retrieval-Augmented Generation (RAG) AI agent powered by Qdrant vector search, OpenAI, and FastAPI — featuring async workflows with Inngest and an interactive Streamlit UI.

fastapi inngest openai openai-api qdrant qdrant-vector-database streamlit

Last synced: 16 Jun 2026

https://github.com/persteenolsen/fastapi-jwt-auth-dl-four

Python FastAPI ML Inference Service with ONNX Runtime and PyTorch-Trained Model for House Price Prediction using Ames Dataset focusing on Tests (v8)

deep-learning fastapi jwt onnx python pytorch tests

Last synced: 17 Jun 2026

https://github.com/persteenolsen/fastapi-jwt-auth-ai-agent-two

Python FastAPI with JWT Auth serving a Tool-Calling AI Agent running at Render

ai-agent fastapi jwt python render

Last synced: 17 Jun 2026

https://github.com/persteenolsen/fastapi-jwt-auth-ml-one

Python FastAPI with JWT Auth serving ML for House Price Prediction

fastapi jwt machine-learning python

Last synced: 17 Jun 2026

https://github.com/persteenolsen/fastapi-jwt-auth-dl-two

Python FastAPI ML Inference Service with ONNX Runtime and PyTorch-Trained Model for House Price Prediction (v5)

deep-learning fastapi jwt onnx python pytorch

Last synced: 17 Jun 2026

https://github.com/llmsystems/sec-10-k-structured-extraction-web

A demo that converts SEC 10-K filings into structured data and human-readable Markdown

10-k data-extraction fastapi financial-data sec-edgar structured-data vue3 xbrl

Last synced: 17 Jun 2026

https://github.com/manziosee/ussd

SmartAssist is an AI-powered USSD assistant that lets any mobile phone user (feature phone or smartphone, no internet required) access AI by simply dialling a shortcode like *123#. Responses are instant and cost the user nothing extra beyond their normal USSD session.

alembic docker fastapi pytest python3 redis-cache sqlalchemy

Last synced: 17 Jun 2026

https://github.com/genkovich/claude-course-demos

Демо-monorepo до курсу Agentic Engineering з Claude. Bounded contexts на 3 мовах (Go, TypeScript, Python) у 3 стейджах зрілості (flat, feature-first, hexagonal).

bounded-contexts claude-code course demo domain-driven-design fastapi fastify go hexagonal-architecture python typescript

Last synced: 18 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/epatel/claude-agent-team

Always-on autonomous dev lab: a self-hosted Claude Agent SDK web console that does real work on git repos — per-project chat, repo actions, uploads — with platform clients dialing in over WebSocket to run builds/tests in manifest-synced mirrors.

ai-agents anthropic autonomous-agents claude claude-agent-sdk developer-tools fastapi mcp python raspberry-pi self-hosted websocket

Last synced: 20 Jun 2026

https://github.com/vero-code/spatial-optician

AI-powered facility lighting audit and ROI optimization platform. Powered by Gemini 3.5, Google ADK, MCP & MongoDB. Supported by MongoDB for Startups.

artificial-intelligence energy-efficiency-startup fastapi gemini google-adk lighting-audit mcp-server model-context-protocol mongodb react typescript

Last synced: 20 Jun 2026

https://github.com/itsjustneo-xo/mundra

Named after Mundra Port, Kutch, Gujarat, MUNDRA - MUNSoc Delegate Resource Application is a centralized database designed to optimize event planning, streamline communication, and facilitate delegate management

authentication backend fastapi python

Last synced: 20 Jun 2026

https://github.com/radiantnode/tensies

A real-time multiplayer dice game for the bar, the beach, or anywhere you forgot to bring actual dice.

browser-game dice-game docker fastapi multiplayer party-game python real-time redis vanilla-javascript websocket

Last synced: 20 Jun 2026

https://github.com/jhiltonsantos/speech-code-api

Backend FastAPI do SpeechCode. RAG com LangChain, ChromaDB e Modelo de IA para estudos

fastapi langchain python rag

Last synced: 23 Jun 2026

https://github.com/nnnlik/url-shorter

High-performance URL shortener on FastAPI with asynchronous click processing and code pre-generation

async docker-compose dockerslim fastapi postgres rabbitmq redis taskiq url-shortener

Last synced: 23 Jun 2026

https://github.com/shahidmalik4/fastapi-html

A lightweight blog application built with FastAPI, supporting user authentication, HTML server-side rendering, and full CRUD functionality for blog posts.

blog fastapi html python sqlalchemy

Last synced: 23 Jun 2026

https://github.com/usecross/cross-inertia

Python support for Inertia.js

django fastapi inertiajs python

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/ibuilder/modelmaker

Open, self-hosted, IFC-native AEC platform: a web BIM viewer + modeling, a 73-module GC portal (RFIs, pay apps, CPM schedule, TRIR), and a development proforma — one model from acquisition to turnover. Generate a building from a zoning envelope, then coordinate, draw, schedule & underwrite it. Built on That Open + IfcOpenShell. $0 to run.

aec bcf bim bim-viewer clash-detection construction construction-management fastapi gc ids ifc ifc-viewer ifcopenshell openbim proforma real-estate self-hosted tauri thatopenengine three-js

Last synced: 29 Jun 2026

https://github.com/adelsherif8/stocksawy-egx

LLM-powered market-intelligence agent for the Egyptian Exchange (EGX): live prices, news, AI analysis & Telegram alerts — FastAPI + OpenAI + React

ai ai-agents fastapi fintech llm openai python react

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/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/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/alina1412/search_app

Educational FastApi project with elasticsearch

alembic asyncio docker-compose elasticsearch fastapi poetry postgres pytest python sqlalchemy

Last synced: 09 Apr 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/angelsc75/academia_musica

Solución en la que se crea una base de datos para el funcionamiento de una escuela de múscica donde se tiene en cuenta el proceso de matriculación por asignaturas y profesores..

docker fastapi mysql pytest python sqlalchemy streamlit

Last synced: 09 Apr 2026

https://github.com/shubhamjain2998/expense-tracking-backend

FastAPI backend for tracking monthly expenses against an annual budget — PDF ingestion, fuzzy auto-categorisation, expense splitting, and analytics

expense-tracker fastapi finance pandas pdfplumber postgresql python rapidfuzz sqlalchemy

Last synced: 23 May 2026

https://github.com/marcos-grocha/pizza-delivery-fastapi

Backend • API Rest • Serviço de delivery

fastapi

Last synced: 23 May 2026

https://github.com/teamuplabs/team-up-server

비대면 협업 플랫폼인 TeamUp의 서버

fastapi jwt-authentication python server

Last synced: 26 Jul 2025

https://github.com/sahilfruitwala/fast-api-django-orm

A complete FastAPI backend powered by Django ORM for database interactions. Includes secure authentication using JWT.

django fastapi orm

Last synced: 15 Apr 2026

https://github.com/alexgoodison/danphobic

AI-powered NGINX log analysis dashboard with anomaly detection (Winner of UCC ACM Hackathon '25) 🏆

fastapi gemini nextjs nginx python

Last synced: 26 Jul 2025

https://github.com/adiyaan010205/price-pulse

PricePulse is a full-stack web application that automates product price tracking across popular e-commerce platforms like Amazon and eBay. It enables users to receive real-time alerts for price drops, monitor trends via analytics dashboards, and manage tracked items efficiently—all through a modern and responsive interface.

antibot-detection apscheduler fastapi jwt-authentication postgresql price-tracker react scrapy sendgrid smtp sqlalchemy tailwindcss webscraping

Last synced: 09 Apr 2026

https://github.com/hobby2025/localbackupmanager

클라우드 DB를 로컬하드에 저장하기

fastapi postgresql python3

Last synced: 19 Sep 2025

https://github.com/alokverma18/snapi

Snapi - Snap into the world of public APIs!

fastapi open-api public-apis render swagger

Last synced: 02 May 2026

https://github.com/npow/localbatch

Test AWS Batch workloads locally without an AWS account

aws-batch batch-processing docker fastapi integration-testing local-development metaflow python

Last synced: 23 May 2026

https://github.com/core-euler/notions_app

App for writing, reading and editing notions

aiogram aiogram-dialog fastapi postgresql python redis sqlalchemy

Last synced: 23 May 2026

https://github.com/krytos/fastapi-production-template

Production-ready FastAPI template with clean architecture, async SQLAlchemy, strict quality gates, Docker/Terraform foundations, and automated PyPI publishing.

api async backend docker fastapi github-actions pypi python sqlalchemy templates terraform testing

Last synced: 09 Apr 2026

https://github.com/arthurmgraf/graphmind

Autonomous Knowledge Agent Platform - Agentic RAG with Knowledge Graphs, hybrid retrieval, LangGraph agents, and MCP server

agentic-ai fastapi knowledge-graph langchain langgraph llm neo4j python rag vector-search

Last synced: 19 Feb 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 126 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