Data Science & ML MCP 서버

Prompt Optimizer

Optimizes AI prompts for clarity, specificity, and structure within the Model Context Protocol.

AI Humanizer

Refines AI-generated content to sound more natural and human-like.

Local LLM Chat

Builds a local LLM chat application leveraging Ollama, FastAPI, and Gradio to validate Model Control Protocol (MCP) implementation patterns.

Microsoft

Provides AI assistants with comprehensive access to Microsoft 365 services through the Model Context Protocol (MCP), enabling natural language automation of email, calendar, file management, and contact operations across multiple Microsoft accounts.

YTComment

Enables AI systems to download and analyze YouTube video comments without requiring API keys.

Trendwatch

Provides a FastMCP server to automate the collection and analysis of trending YouTube Shorts, enabling integration with AI platforms.

Elasticsearch

Integrates with Elasticsearch to manage Message Conversion Protocol (MCP) data through a RESTful API.

RAG Server

Provides a Model Context Protocol (MCP) server for managing organizational content, enabling listing, searching, deleting, and uploading files and URLs via a content service API.

Crawl4AI

Wraps the Crawl4AI library with a Model Context Protocol (MCP) server, providing crawling functionality via Python functions.

Mbta

Provides Boston-area transit information by communicating with the MBTA API.

Nutrient Document Engine

Connects AI agents to document processing, simplifying interactions through natural language.

Agent Interviews

Access Agent Interviews data directly from AI assistants like Claude and Cursor using the Model Context Protocol (MCP).

DeepSeek

Enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced reasoning engine.

Morpho Api

Enables querying of Morpho's GraphQL API for market data, vaults, positions, and more.

Exa

Enables AI assistants like Claude to perform web searches using the Exa AI Search API within a secure environment.

MS Paint AgenticAI

Automates interactions with the MS Paint application for large language models, enabling them to control and input text into the app via agentic workflows.

Model Context

Provides a standardized way to connect AI models to different data sources and tools by implementing the Model Context Protocol.

Contexto

Makes project documentation accessible to AI assistants for enhanced contextual understanding.

Database Server

Enables AI models to securely query relational databases like MySQL and PostgreSQL using the Model Context Protocol (MCP).

PDF Reader

Provides comprehensive PDF processing capabilities, including advanced academic analysis and content extraction, optimized for agent understanding.