# Send MLOps Automation to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "mlops-automation-cn",
    "name": "MLOps Automation",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/guohongbin-git/mlops-automation-cn",
    "canonicalUrl": "https://clawhub.ai/guohongbin-git/mlops-automation-cn",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/mlops-automation-cn",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=mlops-automation-cn",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "package.json",
      "references/ci-workflow.yml"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T16:55:25.780Z",
      "expiresAt": "2026-05-07T16:55:25.780Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
        "contentDisposition": "attachment; filename=\"network-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/mlops-automation-cn"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/mlops-automation-cn",
    "downloadUrl": "https://openagent3.xyz/downloads/mlops-automation-cn",
    "agentUrl": "https://openagent3.xyz/skills/mlops-automation-cn/agent",
    "manifestUrl": "https://openagent3.xyz/skills/mlops-automation-cn/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/mlops-automation-cn/agent.md"
  }
}
```
## Documentation

### MLOps Automation 🤖

Automate tasks, containers, CI/CD, and ML experiments.

### 1. Task Runner (just) ⚡

Copy justfile:

cp references/justfile ../your-project/

Tasks:

just check - Run all checks
just test - Run tests
just build - Build package
just clean - Remove artifacts
just train - Run training

### 2. Docker 🐳

Multi-stage build:

cp references/Dockerfile ../your-project/
docker build -t my-model .
docker run my-model

Optimizations:

Layer caching (uv sync before copy src/)
Minimal runtime image
Non-root user

### 3. CI/CD (GitHub Actions) 🔄

Automated pipeline:

cp references/ci-workflow.yml ../your-project/.github/workflows/ci.yml

Runs on push/PR:

Lint (Ruff + MyPy)
Test (pytest + coverage)
Build (package + Docker)

### Quick Start

# Setup task runner
cp references/justfile ./

# Setup CI
mkdir -p .github/workflows
cp references/ci-workflow.yml .github/workflows/ci.yml

# Setup Docker
cp references/Dockerfile ./

# Test locally
just check
docker build -t test .

### MLflow Tracking

import mlflow

mlflow.autolog()
with mlflow.start_run():
    mlflow.log_param("lr", 0.001)
    model.fit(X, y)
    mlflow.log_metric("accuracy", acc)

### Author

Converted from MLOps Coding Course

### v1.0.0 (2026-02-18)

Initial OpenClaw conversion
Added justfile template
Added Dockerfile
Added CI workflow
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: guohongbin-git
- Version: 1.0.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-04-30T16:55:25.780Z
- Expires at: 2026-05-07T16:55:25.780Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/mlops-automation-cn)
- [Send to Agent page](https://openagent3.xyz/skills/mlops-automation-cn/agent)
- [JSON manifest](https://openagent3.xyz/skills/mlops-automation-cn/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/mlops-automation-cn/agent.md)
- [Download page](https://openagent3.xyz/downloads/mlops-automation-cn)