Mentalok Skills Manager

Install, organize, and sync AI agent skills from one desktop app.

Agent Skills Hub

Discover reusable agent skills, browse implementation details, and find the right skill for your workflow.

Startup Courses

Vibe Coding & Tech Startup Course

Learn to use Cursor AI and other tools to generate production-ready code without deep technical expertise.

Online Courses

Python for Office Data Processing

Learn how to use Python for basic statistical analysis, utilize Vibe Coding to collaborate with AI, and automatically generate analysis reports and automated tasks.

Python for Advanced Data Analysis & Machine Learning

This course is the advanced version of the Python Starter class, focusing on complex data models, interactive visualizations, and an introduction to Deep Learning.

Python AI Applications & Deep Learning

Designed for professionals looking to apply cutting-edge AI technology to their daily work, covering deep practices from ML theory to LLM architectures.

Machine learning and AI Starter Course

A beginner-friendly introduction to Machine Learning concepts and practical AI applications.

Physical Courses

Arduino/ESP32 IoT Product Development Course

Learn to design, program, and prototype IoT devices using Arduino and various sensors.

Productivity

token-surgeon

Audit and optimize your AI prompts with Token Surgeon. Detect 10 common waste patterns, calculate efficiency, and reduce token usage for better prompt performance.

Introduction
Installation
Daily Activity

Installation

Agent type

Claude CodeCodex CLIGemini CLIOpenCodeOpenClawGitHub CopilotCursorWindsurfClineRoo CodeKiroJunieAugment CodeWarpGoose

Claude Code

Install Command (macOS)

curl -fsSL "https://mentalok.io/api/v1/skills/token-surgeon/install?os=mac&agent=claude" | bash

Install Command (Windows)

curl -L "https://mentalok.io/api/v1/skills/token-surgeon/install?os=windows&agent=claude" -o install-token-surgeon.bat && install-token-surgeon.bat

Download Installer

macOS

https://mentalok.io/api/v1/skills/token-surgeon/install?os=mac&agent=claude

Windows

https://mentalok.io/api/v1/skills/token-surgeon/install?os=windows&agent=claude

Download Skill Project

/agent-skill/token-surgeon

More Skills

massive-context-mcp

Process massive files and large codebases (10M+ tokens) by recursively chunking, sub-querying, and aggregating results to overcome LLM context limits.

skillsdotmd_web

A scaffolding tool for generating production-ready Model Context Protocol (MCP) servers, including boilerplate, typed handlers, schema definitions, and test stubs for AI agent integrations.

ai-integration

Patterns and reference implementation for integrating the Claude API into applications, including chat, streaming, tool use, and structured JSON output.

Ralph-Loop-Ultra

Seamlessly toggle between live and mocked external dependencies using the Model Context Protocol (MCP) for autonomous development environments.

MigrationBox-v4

MIKE-FIRST v6.0: An enterprise multi-cloud resilience platform for compliance auditing, security intelligence, and zero-downtime cloud migration.

Task Patterns

CLI-based Linear integration for AI-assisted task management, issue tracking, and automated development workflows.

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