Data Science & ML MCP Servers

FPE Demo

Demonstrates secure format-preserving encryption (FF3 FPE) and multi-mode authentication for sensitive data within LLM interactions.

AtData Email Verification

Verifies email addresses using the AtData SafeToSend API to filter out invalid and high-risk emails.

Amazon Braket

Provides comprehensive quantum computing capabilities by integrating with Amazon Braket services.

Mcp-Nlp

Provides natural language processing capabilities using the Model Context Protocol within a FastMCP application.

UniversalDeFi AI

Executes transactions across multiple blockchains, facilitating seamless interaction and management of tokens.

File Browser

Enables Large Language Models to securely browse, interact with, and manage local file systems.

Contexto

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

Ollama Gradio

Creates a local, privacy-focused LLM agent using Ollama and Gradio, with the Model Context Protocol (MCP) for secure tool calling.

AI Workshop Guide

Serves as an interactive AI teaching assistant, simplifying complex artificial intelligence concepts for workshop participants and learners.

CockroachDB

Provides a robust Model Context Protocol (MCP) server for managing model contexts, powered by FastAPI and CockroachDB.

BigBugAI

Provides a production-ready server to expose BigBugAI's token analysis and trending data tools via stdio and HTTP/SSE transports.

NOAA Tides and Currents

Provides tools for interacting with the NOAA Tides and Currents API using the FastMCP framework.

Weather

Provides weather alerts and forecasts from the National Weather Service API for seamless integration with AI models.

IQA Server

Assess image quality through a server providing various analysis tools.

Servers Prototype

Demonstrates integrating large language model agents with external tools and APIs using the Model Context Protocol.

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.

Databricks

Enables large language models to interact with Databricks clusters, jobs, notebooks, and SQL functionalities through the Model Completion Protocol.

MySQL

Manages MySQL database operations, health monitoring, and AI-assisted insights through the Model Context Protocol.

Go SDK

Enables the creation of MCP-compatible clients and servers in Go for AI model and application communication.

Everything Server

Provides a comprehensive reference implementation of the Model Context Protocol, showcasing all its features for secure, controlled access to tools and data sources for Large Language Models.