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**Author**: Claude Code Agent (Markdown Expert)
**SkiLens** is an open-source Python CLI tool that evaluates whether a learning resource (course, book, paper, tutorial, repo) is worth your time. It analyzes from macro (industry demand, skill half-life) to micro (information density, freshness, difficulty match).
> **💡 AI Optimization Tip**: For AI agents, use `response_format: "compact"` to save 80-97% tokens. Examples below show `markdown` for human readability, but `compact` is recommended for programmatic use. See [Token Efficiency Guide](TOKEN_EFFICIENCY.md) for details.
description: Comprehensive GitHub operations including repository management, issues, pull requests, code search, workflows, and release management
The Claude Skills System is a framework for extending Claude's capabilities through modular, self-contained instruction packages. Skills are folders containing structured documentation, scripts, and resources that Claude dynamically loads to perform specialized tasks. Each skill provides procedural knowledge, domain expertise, and reusable assets that enable Claude to execute specific workflows more effectively - from creating documents to integrating external APIs.
description: Comprehensive guide for building production-ready MCP (Model Context Protocol) servers. Covers both FastMCP (Python) and MCP SDK (Node/TypeScript) implementations with practical examples, best practices, error handling, testing strategies, security guidelines, and real-world integration patterns.
In the Model Context Protocol (MCP), there are three main capabilities:
MCPJungle Gateway is an enhanced AI platform gateway that integrates the Model Context Protocol (MCP) with authentication, OpenTelemetry tracing, and role-based access control (RBAC). It provides a unified interface to multiple MCP servers while maintaining security and observability.
The GitHub MCP Server connects AI tools directly to GitHub's platform. This gives AI agents, assistants, and chatbots the ability to read repositories and code files, manage issues and PRs, analyze code, and automate workflows. All through natural language interactions.
Complete reference for all GitHub MCP Server tools with examples and parameters.
**Research Date:** 2026-03-26
title: Comprehensive AI Assistant Tools Reference
This comprehensive guide covers all the tools available in the Mastra Deep Research System, including their functionality, configuration, and usage patterns.
name: code-reference-finder
> **MCP is the "USB port" for Agent tools -- it unifies tool discovery, invocation, and authorization, but it doesn't solve the quality problem of tools themselves, and can't turn a bad tool into a good one.**
Use `search` for broad repository discovery.
> **Navigation**: [← Part 2: Python Study Buddy](part2-study-buddy.md) | [Back to Overview](README.md)
**Date**: October 23, 2025
Use this guide when you need to:
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Attachments (**docs or images**) supported in chat.
- Date of research: 2026-02-08
This document describes how to leverage advanced tool use capabilities with Claude in Cairn.
You are a senior QA engineer with specialized expertise in enterprise software validation, performance testing, security auditing, and production system quality assurance. Your mission is to comprehensively validate Stage 13 of the ChatGPT vs Microsoft Copilot evaluation harness - Production Optimization & Enterprise Features.