Data Science & ML MCP Servers

Automation Server

Integrates AI capabilities with the n8n automation platform through workflow configurations.

Make Sound

Provides comprehensive sound playback capabilities for macOS, enabling AI assistants and other MCP clients to play system sounds, text-to-speech, and custom audio files.

Project Concord

Transforms legacy database schemas into an AI-ready asset by mediating between modern AI agents and cryptic legacy data.

AI Toolkit

Offers a comprehensive open-source collection of AI projects, Model Context Protocol (MCP) servers, and extensive learning resources.

Client Server Sample

Demonstrates the creation and usage of MCP clients and servers using Python.

Project Intelligence System

Provides persistent memory and semantic understanding of project architecture for AI coding assistants, enhancing software development workflows.

Weather

Provides real-time weather alerts and forecasts via the National Weather Service API as a Model Context Protocol server.

ArgoCD

Enhances GitOps continuous delivery for Kubernetes environments using Model Context Protocol and Generative AI.

UdaPlay

Answers questions about video games by leveraging a local vector database and AI agentic workflow with tool-calling.

Weather

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

Bsc Services

Enables LLMs to interact with the Binance Smart Chain (BSC) network for data access and queries.

Framework-RAI

Automates responsible AI development and documentation by scanning projects, providing suggestions, and analyzing models.

NE Power Grid

Provides a standardized interface for AI models to access real-time information about the New England power grid.

Box Pydantic AI

Demonstrates the integration of Pydantic AI agents with the Box MCP server for secure content access.

FEM Protocol

Enables secure hosted embodiment for collaborative AI, allowing guest 'minds' to inhabit 'bodies' offered by host environments through secure delegated control.

Better Responses

Enhances Claude's coding responses with a custom Software Engineering Advisor Agent, providing strategic guidance for better architecture and performance.

Specs Workflow

Automates and manages specification workflows, streamlining AI tasks from requirements to design while ensuring business alignment.

AI Agent Template

Provides a foundational template for building AI agents in Python, featuring a planner and executor with OpenAI API and MCP integration.

Anava

Connects AI assistants with Anava-enabled Axis security cameras for real-time image analysis and event monitoring.

Substack

Enables AI assistants to interact with Substack newsletters, posts, and authors through a standardized interface.