# Send MLOps Validation CN 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-validation-cn",
    "name": "MLOps Validation CN",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/guohongbin-git/mlops-validation-cn",
    "canonicalUrl": "https://clawhub.ai/guohongbin-git/mlops-validation-cn",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/mlops-validation-cn",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=mlops-validation-cn",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "package.json",
      "references/conftest.py",
      "references/pre-commit-config.yaml"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "mlops-validation-cn",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-05T06:07:30.164Z",
      "expiresAt": "2026-05-12T06:07:30.164Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=mlops-validation-cn",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=mlops-validation-cn",
        "contentDisposition": "attachment; filename=\"mlops-validation-cn-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "mlops-validation-cn"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/mlops-validation-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-validation-cn",
    "downloadUrl": "https://openagent3.xyz/downloads/mlops-validation-cn",
    "agentUrl": "https://openagent3.xyz/skills/mlops-validation-cn/agent",
    "manifestUrl": "https://openagent3.xyz/skills/mlops-validation-cn/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/mlops-validation-cn/agent.md"
  }
}
```
## Documentation

### MLOps Validation ✅

Automated quality and security checks.

### 1. Pre-commit Hooks 🔧

Setup automated checks:

cp references/pre-commit-config.yaml ../your-project/.pre-commit-config.yaml
cd ../your-project
pre-commit install

Runs on every commit:

Ruff (linting + formatting)
MyPy (type checking)
Bandit (security)

### 2. Test Fixtures 🧪

Shared pytest setup:

cp references/conftest.py ../your-project/tests/

Provides fixtures:

sample_df - Test dataframe
temp_dir - Temporary directory
sample_config - Config dict
train_test_split - Pre-split data

### Quick Start

# Copy pre-commit config
cp references/pre-commit-config.yaml ./.pre-commit-config.yaml

# Install hooks
pre-commit install

# Run manually
pre-commit run --all-files

# Setup test fixtures
cp references/conftest.py tests/

# Run tests
pytest tests/ -v --cov=src

### Commands

# Type check
mypy src/

# Lint
ruff check src/ tests/

# Format
ruff format src/ tests/

# Test
pytest tests/ --cov=src

# Security scan
bandit -r src/

### Author

Converted from MLOps Coding Course

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

Initial OpenClaw conversion
Added pre-commit config
Added test fixtures
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: guohongbin-git
- Version: 1.0.0
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-05T06:07:30.164Z
- Expires at: 2026-05-12T06:07:30.164Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/mlops-validation-cn)
- [Send to Agent page](https://openagent3.xyz/skills/mlops-validation-cn/agent)
- [JSON manifest](https://openagent3.xyz/skills/mlops-validation-cn/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/mlops-validation-cn/agent.md)
- [Download page](https://openagent3.xyz/downloads/mlops-validation-cn)