Data Science & ML MCP Servers

Copilot Studio Integration

Facilitates the deployment and integration of a Model Context Protocol server with Microsoft Copilot Studio.

FinSight

Extracts and analyzes data from documents such as invoices and bank statements, enabling interactive querying of their content through an AI agent system.

OllaBridge

Transforms local and distributed hardware into a single, OpenAI-compatible LLM gateway, enabling secure, production-grade access to diverse language models.

Korea Weather Forecast

Provides weather forecasts for locations in South Korea using data from the Korea Meteorology Administration.

Finance

Provides real-time financial data to Large Language Models through the Model Context Protocol.

FastMCP

Integrates FastAPI with Google's Gemini AI through the Model Context Protocol (MCP) using FastMCP, enabling natural language interaction with API endpoints.

Custom Mem0

Manages persistent memories for AI agents and applications, supporting user personalization through the Model Context Protocol.

Document Analyzer

Analyzes text documents for sentiment, keywords, and readability, while offering robust document management and semantic search capabilities.

Vast DB

Interfaces AI agents with a VAST Data database via a Model Context Protocol (MCP) server.

Article Assistant

Orchestrates multiple specialized agents to draft articles and conduct web research using a custom communication protocol and an MCP-inspired architecture.

Shogi

Bridges Shogi AI engines with HTTP API and Model Context Protocol for integration with AI agents.

AviBase

Provides AI assistants with access to comprehensive bird data via the AviBase dataset.

PVV

Integrates VOICEVOX speech synthesis and speaker management capabilities via an MCP server.

Mathematica

Provides a server interface for interacting with WolframScript, enabling programmatic evaluation of Wolfram Language code and retrieval of Wolfram Engine details.

Puch AI Starter

Offers a starter template for Model Context Protocol (MCP) servers, allowing AI assistants like Puch to securely integrate with external tools and data sources.

Collaborative RAG

Provides a multi-tenant Retrieval-Augmented Generation (RAG) server for querying isolated document collections.

Insurance Campaign

Manages insurance marketing campaigns by providing AI-powered audience targeting and personalized content recommendations for Claude AI integration.

Petstore

Provides a comprehensive Model Context Protocol implementation for the Swagger Petstore API, including both server and client systems for seamless agent integration.

UrbanPlanner

Provides a communication layer that exposes urban and environmental datasets as structured tools for AI components and a FastAPI backend.

GPT-5

Facilitates seamless integration between Claude and OpenAI's GPT-5 API using the Model Context Protocol.