deploy-ml-model-serving
75 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a devops skill usually runs commands, installs tools and uses cloud credentials.
Deploy machine learning models to production serving infrastructure using MLflow, BentoML, or Seldon Core with REST/gRPC endpoints, implement autoscaling, monitoring, and A/B testing capabilities for high-performance model inference at scale. Use when deploying trained models for real-time inference, setting up REST or gRPC prediction APIs, implementing autoscaling for variable load, running A/B tests between model versions, or migrating from batch to real-time inference.
What this skill can do
Runs commands on your computer
Sends data to these websites: $external_ip, model-pod, churn-prediction-service
Downloads and installs other software
Safer alternatives
- 90 Low riskmodel-serving-kubernetes
- 100 Low risktracking-model-versions
- 80 Low riskollama-docker-deploy-expert
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'deploy-ml-model-serving' ] || [ -L ~/.agents/skills/'deploy-ml-model-serving' ]; then echo 'A skill folder named deploy-ml-model-serving already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/roohe/agentic-super-skills' "$d" && git -C "$d" checkout --quiet 'f483e54f3ad5f202a77d45f2e57f8d970b71195f' -- 'skills_library/deploy-ml-model-serving' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills_library/deploy-ml-model-serving' ~/.agents/skills/'deploy-ml-model-serving' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'deploy-ml-model-serving' ~/.claude/skills/'deploy-ml-model-serving' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
[](https://zalavijaysinh.github.io/skilltrust/repos/roohe/agentic-super-skills/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-08 | f483e54 | 75 |