production-ready

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

Production First and Production Ready End-to-End Speech Recognition Toolkit

[UNMAINTAINED] Automated machine learning for analytics & production

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

Concurrent networking library for Python

Text Normalization & Inverse Text Normalization

Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenAI-compatible API. 2100+ tests.

🎮 Production-ready AI rules for Unity 6.2+. Single Source of Truth for Cursor (.cursor) and Google Antigravity (.agent) with auto-sync workflow.

production-ready FastAPI template with Docker, CI/CD, observability, and one-click deployment to Render or Koyeb.

Fully Managed Apache Kafka Cluster with Ansible & Terraform.

FastAPI Production-Ready Archetype based in DDD

Production-ready Facebook Video Downloader API with web interface. Built with FastAPI + yt-dlp, featuring audio merging, multiple quality options, and streaming downloads.

Skill pack that turns any coding agent (Claude Code, Codex, AGENTS.md-compatible) into a senior production engineer — FastAPI, PostgreSQL, Docker, deployment, security, observability.

🎵 Production-ready MCP server for music analysis & generation | FastMCP • music21 • OAuth2 • Docker | First music21 MCP integration with enterprise features

Setonas Programming Language

Production-quality Retrieval-Augmented Generation with multi-strategy retrieval and comprehensive evaluation framework.

Enterprise-grade multi-agent AI customer support system. Built for production, saves companies £150K+ annually. Complete tutorials included.

Simple yet Production Ready MLOps example of using any generating model