Data Science & ML MCP Servers

Calendarific

Provides global public holiday data for AI assistants via the Calendarific API.

Rockfish

Enables AI assistants to interact with the Rockfish machine learning platform through a Model Context Protocol (MCP) server.

Swagger Template

Bootstrap any OpenAPI/Swagger specification into a FastMCP-powered Model Context Protocol server, enabling AI copilots like Claude Code and Codex to call your API in minutes.

Python Weather

Provides real-time weather data for specified locations via an AI agent-accessible tool built with the Model Context Protocol (MCP).

Go Git

Provides large language models with seamless Git repository interaction and automation capabilities through a Model Context Protocol server.

Azure AI Agent Search

Connects Claude Desktop to Azure AI Agent Service for AI-enhanced document and web search, or directly integrates with Azure AI Search for keyword, vector, and hybrid search capabilities.

Semiconductor RAG Search

Enables retrieval-augmented generation for efficient semiconductor component search, leveraging the Model Context Protocol.

Flightradar24 API

Provides access to the Flightradar24 API for real-time and historical flight data.

RecruitBot

Performs initial candidate screening by analyzing hybrid chat and video stream inputs to assess skills, confidence, and sentiment against job descriptions.

AgentFabric

Enables AI agents to safely execute paid APIs and on-chain workflows on Cronos using scoped session keys, ensuring autonomous execution without exposing private keys.

RAG Gateway

Provides a gateway for RAG Knowledge Base Platform, enabling retrieval and OAuth-secured access for AI clients.

Copilot Media Plugins

Enhances GitHub Copilot with AI-powered media generation and local image processing capabilities for text, image, video, and audio.

LLM Backlog

Manages project backlogs using Git-native Markdown files, accessible via a web UI and an MCP endpoint for human and AI collaboration.

WxO Agent

Invokes a single Watson Orchestrate agent remotely through a lightweight Model Context Protocol server.

Gemini

Integrate Google Gemini API with 23 specialized tools for comprehensive AI interactions, multimodal analysis, and deep research.

LangGraph Patterns

Provides LangGraph agent patterns, code snippets, and best practices for AI assistants.

Observe Instrument

Automatically instruments Python AI agents with OpenTelemetry for comprehensive tracing, metrics, and logs.

Sandbox Agent

Execute code in isolated Docker containers with support for Python, Node.js, and R, ideal for AI agents.

Ollama

Routes AI tasks to local Ollama models, providing private and cost-free AI capabilities directly from your machine.

Agent Analytics

Provide usage analytics and monitoring for AI agent tool calls.