Senior ML Engineer
alirezarezvani/claude-skills
ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs.
Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.
Install Mlops Engineer
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace mlops-engineer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sickn33/mlops-engineer .claude/skills/mlops-engineer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .claude/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace mlops-engineer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sickn33/mlops-engineer .agents/skills/mlops-engineer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .agents/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace mlops-engineer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sickn33/mlops-engineer .cursor/skills/mlops-engineer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .cursor/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/sickn33/mlops-engineer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace mlops-engineer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sickn33/mlops-engineer .gemini/skills/mlops-engineer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .gemini/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace mlops-engineerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sickn33/mlops-engineer .github/skills/mlops-engineer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .github/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill mlops-engineer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace mlops-engineer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sickn33/mlops-engineer .opencode/skills/mlops-engineer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "mlops-engineer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/mlops-engineer into .opencode/skills/mlops-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlops-engineer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
mlops-engineer- GitHub stars
- 430
- Used in
- 7 other repos
- Token cost
- ~2.8k tokens
- SKILL.md length
- 1,378 words
- Files
- 2
- Skills in repo
- 1,085
- Repo updated
- First seen
- Licence
- None found
At a glance
Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.
- Works in 8 steps: Analyze MLOps requirements for scale,… → Design comprehensive architecture with… → Implement infrastructure as code with… → …
- Tasks that involve MLOps
- SKILL.md covers Use this skill when, Do not use this skill when, Instructions and Purpose, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Mlops Engineer is an agent skill from aiskillstore/marketplace. Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).
It sits in DevOps & Cloud, covering MLOps. It works with MLflow, Amazon Web Services and Kubernetes. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Tasks that involve MLOps
Example prompts
- “/mlops-engineer”
Requirements
- Docker
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Analyze MLOps requirements for scale, compliance, and business needs
- Design comprehensive architecture with appropriate cloud services and tools
- Implement infrastructure as code with version control and automation
- Include monitoring and observability for all components and workflows
- Plan for security and compliance from the architecture phase
- Consider cost optimization and resource efficiency throughout
- Document all processes and provide operational runbooks
- Implement gradual rollout strategies for risk mitigation
What it can do on your machine
Read from SKILL.md and the folder at commit 4ac52da. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Mlops Engineer loads about 2.8k tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 1,378 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,378 words (~2,791 tokens).
“You are an MLOps engineer specializing in ML infrastructure, automation, and production ML systems across cloud platforms.”
- name
- mlops-engineer
- risk
- critical
- source
- community
- date_added
- 2026-02-27
Files
SKILL.md and 1 other file in skills/sickn33/mlops-engineer of aiskillstore/marketplace.
- SKILL.md
- skill-report.json
Open the folder on GitHubat commit 4ac52da
Used in 7 other repositories
We found 29 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 7 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
- majiayu000/claude-skill-registryskills/ai-ml/mlops-engineerskills/ai-ml/antigravity-mlops-engineer+12 more
- sickn33/agentic-awesome-skillsskills/mlops-engineerplugins/agentic-awesome-skills/skills/mlops-engineer+1 more
- rmyndharis/antigravity-skillsskills/mlops-engineer
- agent-skills-hub/agent-skills-hubskills/mlops-engineer
- lingxling/awesome-skills-cnantigravity-awesome-skills/skills/mlops-engineerantigravity-awesome-skills/plugins/agentic-awesome-skills/skills/mlops-engineer+1 more
- benjaminasterA/antigravity-awesome-skillsskills/mlops-engineer
- henryalouf/ruflow.agents/skills/mlops-engineer.agents/skills/antigravity-awesome-skills/skills/mlops-engineer+4 more
Compare with similar skills
Mlops Engineer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Mlops Engineer this skillaiskillstore/marketplace | 430 | 7 repos | ~2.8k | Automated safety check: Pass | None | |
| Senior ML Engineeralirezarezvani/claude-skills | 28k | 2 repos | ~2.4k | Automated safety check: Pass | MIT | |
| ML Ops Engineerborghei/Claude-Skills | 874 | — | ~3.5k | Automated safety check: Pass | MIT | |
| SkyPilot Multi-Cloud OrchestrationOrchestra-Research/AI-Research-SKILLs | 13k | 4 repos | ~2.4k | Automated safety check: Pass | MIT | |
| AWS AI MLaws/agent-toolkit-for-aws | 2.8k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Senior DevOps Toolkitmaslennikov-ig/claude-code-orchestrator-kit | 259 | 6 repos | ~1.1k | Automated safety check: Notes | Custom licence |
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Related
Works with
Categories
Questions about Mlops Engineer
What does Mlops Engineer do?
Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Mlops Engineer is an agent skill from aiskillstore/marketplace. Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.
When should I use Mlops Engineer?
Mlops Engineer fits situations like: tasks that involve MLOps.
How do I install Mlops Engineer in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill mlops-engineer -a claude-code`. Or copy the skill folder (skills/sickn33/mlops-engineer in aiskillstore/marketplace) into .claude/skills/mlops-engineer in your project. Claude Code loads it when a task matches its description.
How do I install Mlops Engineer in Codex?
Run `npx skills add aiskillstore/marketplace --skill mlops-engineer -a codex`. Or copy the skill folder (skills/sickn33/mlops-engineer in aiskillstore/marketplace) into .agents/skills/mlops-engineer in your project. Codex loads it when a task matches its description.
Can I use Mlops Engineer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill mlops-engineer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mlops-engineer, .gemini/skills/mlops-engineer, .github/skills/mlops-engineer and .opencode/skills/mlops-engineer in your project.
What does Mlops Engineer need to run?
SKILL.md names no scripts, command-line tools or credentials: Mlops Engineer is instructions for the agent only. Our summary lists: Docker.
Does Mlops Engineer access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Mlops Engineer safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Mlops Engineer use?
No licence was found for Mlops Engineer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Mlops Engineer use?
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Mlops Engineer?
Skills that share tags, products or a category with Mlops Engineer: Senior ML Engineer (alirezarezvani/claude-skills, 28k stars), ML Ops Engineer (borghei/Claude-Skills, 874 stars), SkyPilot Multi-Cloud Orchestration (Orchestra-Research/AI-Research-SKILLs, 13k stars) and AWS AI ML (aws/agent-toolkit-for-aws, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Mlops Engineer?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,085 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.