Learning & Documentation MCPサーバー

Aws Knowledge Base Retrieval

Retrieves information from the AWS Knowledge Base using the Bedrock Agent Runtime, enabling Retrieval-Augmented Generation (RAG).

Gemini Example

Provides a foundational example for integrating custom tools with the Gemini CLI using the Model Context Protocol (MCP).

Weather Demo

Demonstrates basic usages of the Model Context Protocol with a Python server and client.

Pybricks Assistant

Provides an intelligent search and retrieval system for Pybricks documentation and code examples.

Rust Docs

Provides comprehensive access to Rust crate documentation and metadata from crates.io and docs.rs.

Context Bank

Connects AI agents to remote Git repositories to fetch and search markdown documentation and notes.

Markdown RAG

Provides semantic search and Retrieval-Augmented Generation (RAG) capabilities for markdown documentation.

MAGMA Handbook

Provides AI assistants with intelligent, comprehensive access to the MAGMA computational algebra system handbook through advanced vector search and semantic understanding.

FastMCP Quickstart

Provides a simple example for building an MCP server using FastMCP and Python, designed for use with Smithery.

Best Practices

Serves Python coding best practices and guidelines via a Model Context Protocol (MCP) server for general development and FastAPI APIs.

Research Assistant

Offers extensive tools, resources, and prompts by integrating Google Custom Search and Wikipedia functionality for advanced research and information retrieval.

Sci-Writer

Streamlines LaTeX manuscript compilation with robust command-line interface and MCP server capabilities.

Pg Aiguide

Enhances AI coding tools with versioned PostgreSQL knowledge and best practices for improved code generation.

ExamAI

Automates the generation, conduction, and evaluation of exams through an AI-powered assessment platform leveraging RAG and multi-LLM validation.

Copus

Enables AI assistants to access a database of human-curated content recommendations.

Weather Tool

Fetches real-time weather information for any location worldwide using the wttr.in API and integrates with MCP clients like Claude.

LimeLink

Integrates LimeLink dynamic link management with AI assistants via the Model Context Protocol, enabling link creation, lookup, and management.

Inkdex

Provides Retrieval Augmented Generation (RAG) capabilities for your markdown documentation.

CodeOps

Provides a server with universal, language-agnostic development rules for AI coding agents to follow.

Pipecat Docs

Provides a comprehensive MCP server for the Pipecat voice AI framework, enabling intelligent search and retrieval from documentation and GitHub issues via Claude Desktop or Cursor.