MCP.directory

mlops-collaboration

by fmind
0
1
Source

Guide to prepare MLOps projects for sharing, collaboration, and community engagement.

Install

mkdir -p .claude/skills/mlops-collaboration && curl -L -o skill.zip "https://mcp.directory/api/skills/download/5929" && unzip -o skill.zip -d .claude/skills/mlops-collaboration && rm skill.zip

Installs to .claude/skills/mlops-collaboration

About this skill

MLOps Collaboration

Goal

To transform a private project into a public, collaborative resource by establishing Governance (License, Code of Conduct), Documentation (README, Contributing), Standardization (Templates, Workstations), and Release Management.

Prerequisites

  • Language: Python
  • Platform: GitHub
  • Context: Open sourcing or team collaboration.

Instructions

1. Repository Governance

Set the rules of engagement.

  1. Code of Conduct: Add CODE_OF_CONDUCT.md to foster a safe community.
  2. Protection: Protect the main branch (require PRs, status checks).
  3. Review: Automate preliminary reviews with tools like Gemini Code Assist (.gemini/config.yaml).
  4. Ignore: Comprehensive .gitignore (exclude secrets, data, venvs).

2. Comprehensive Documentation

Make the project usable and understandable.

  1. README.md: The landing page (Badges, Hook, Quickstart).
  2. MkDocs: Use for full documentation sites (API ref, tutorials) when README.md gets too long.
  3. CONTRIBUTING.md: Guide for developers (env setup, PR process, testing standards).
  4. CHANGELOG.md: Track version history (use Keep a Changelog format).

3. Standardization & Workstations

Eliminate "it works on my machine".

  1. Templates: Use cookiecutter for scaffolding and cruft update to keep projects synced.
  2. Workstations: Add .devcontainer/devcontainer.json.
    • Define Docker image, extensions, and settings.
    • Enable GitHub Codespaces support.

4. Release Management

Ship with confidence.

  1. Versioning: Follow SemVer (MAJOR.MINOR.PATCH) and Keep a Changelog.
  2. Workflows:
    • GitHub Flow: Small teams, continuous delivery (main is stable).
    • Git Flow: Scheduled releases (develop + release branches).
    • Forking: Open source, distributed contributors.
  3. Process: Bump version -> Update Changelog -> Tag -> Release.

Self-Correction Checklist

  • License: Is a LICENSE file present?
  • Readme: Does README.md have installation instructions?
  • Contributing: Is CONTRIBUTING.md clear?
  • Devcontainer: Does .devcontainer/devcontainer.json exist?
  • SemVer: Are releases using semantic versioning?

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