{"repo":"demml/opsml","free":true,"listed":false,"github":"https://github.com/demml/opsml","clone":"git clone https://github.com/demml/opsml.git","description":"AI lifecycle platform for classical ML and agentic systems. Versioned, encrypted registries for data, models, experiments, prompts, agents, MCPs, and skills. Pre/deploy/post-deployment patterns. Real-time monitoring and evaluation via Scouter. Rust core, governed by design","language":"Rust","stars":38,"topics":["data-science","deep-learning","machine-learning","mlops","model-deployment","governance","monitoring","ai","artificial-intelligence","data-engineering"],"license":null,"category":"machine-learning","readme_excerpt":"OpsML: End-to-End AI Lifecycle Management Docs · Feature Request OpsML is an AI lifecycle management platform built for the governance of both traditional ML and agentic AI systems. Its central abstraction is the card — a versioned, encrypted, registry-tracked record that wraps data, models, experiments, prompts, agents, or services. Cards are created in Python or YAML, persisted to a Rust server, and visualized in a SvelteKit UI. Teams use OpsML to bring structure and governance to AI systems: consistent versioning, artifact lineage, monitoring, and observability — from initial training through production deployment. What OpsML Covers - Traditional ML — version and track datasets, models, and experiments with full artifact lineage - Agentic — manage and version prompts, create, register, and evaluate agents across providers (OpenAI, Anthropic, etc.) with spec drive prompts and agent definitions - Agents — register, version, and govern agents with AgentCard ; define specs in YAML and manage the full lifecycle via CLI - Services — bundle cards (models + prompts + agents) into versioned ServiceCard deployments with a YAML spec + CLI lock/install workflow - Monitoring — drift detection and data profiling via Scouter - Observability (beta) — OpenTelemetry trace ingestion and span visualization for any instrumented service, not just agents - Evaluations (beta) — offline and online GenAI evaluation tied to versioned prompt cards Status v3.0.0 is generally available and ready for us","default_branch":null,"files":null,"tree":[],"storefront":"/r/demml","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/demml/opsml/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}