Data Science & ML MCP Servers

Northwind FastAPI Example

Enables Large Language Models to connect and interact with REST APIs by exposing data through a Model Context Protocol endpoint.

Bedrock Agent

Integrates AWS Bedrock models with the Model Context Protocol, offering a full-featured web interface for interactive language model interactions.

Weather

Provides weather information through a Model Context Protocol (MCP) compatible server by leveraging Ollama's Large Language Model capabilities.

Presidio

Provides reversible anonymization and deanonymization of sensitive information within text messages.

Rocktop

Provides a comprehensive system for training and inferring singing voice models, complete with development and testing environments.

Jina

Provides a remote Model Context Protocol (MCP) server for accessing Jina AI Reader, Embeddings, and Reranker APIs alongside various web and data processing tools.

Memory

Provides a production-ready Model Context Protocol server implementing a three-tiered memory architecture for vertical agents.

WebNexus

Enables intelligent document discovery and semantic search through powerful web crawling and a local Retrieval-Augmented Generation system.

PostgreSQL Server

Provides a standardized interface for AI assistants to interact with PostgreSQL databases safely through the Model Context Protocol.

CarbonLens

Analyze multi-sector greenhouse gas emissions data with geographic granularity using natural language queries powered by EDGAR v2024 datasets and LLMs.

Calculator Toolkit

Offers versatile calculator functionality as an MCP server, supporting STDIO, HTTP, and FastAPI transports for diverse integration scenarios.

X402 Engine

Connects AI agents to a comprehensive suite of pay-per-call APIs for LLM inference, image generation, code execution, and more, utilizing HTTP 402 micropayments.

Bankruptcy Observer

Provides programmatic access to comprehensive US business bankruptcy data via a REST API and Model Context Protocol (MCP) server.

OTP/OJP

Processes Open Talent Protocol (OTP) and Open Job Protocol (OJP) documents, providing parsing, validation, and introspection tools for AI agent reasoning.

Placed

Integrate 47 AI-powered career tools for resume building, job tracking, interview coaching, and ATS optimization directly into AI assistants.

Swiss Cultural Heritage

Provides AI-native access to major Swiss cultural heritage data sources, including SIK-ISEA artists, Nationalmuseum collections, and the Nationalbibliothek bibliography.

Vihreät Tapahtumat

Exposes the Green Party event calendar from tapahtumat.vihreaturku.fi to Claude AI, enabling natural language queries about upcoming events.

Prompt Library

Manages a community-driven collection of tested prompts and configurations for AI agents, functioning as an npm-like registry.

Docs

Transforms web pages into context suitable for large language models.

ImageMosaix

Transforms text narratives or structured data into dynamic, interconnected visual storyboards using advanced AI models.