Data Science & ML MCP Servers

JWeather

Enables large language models to query real-time weather forecasts for cities and regions across China.

Northwind FastAPI Example

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

Binal Digital Twin

Connects Binal's professional knowledge base to Claude Desktop, enabling RAG-powered semantic search via the Model Context Protocol.

Semantic Context

Manages AI-enhanced context with semantic intent patterns, serving as a single source of truth for observable properties and intent preservation.

Hevy

Connects AI assistants to your Hevy workout data for natural language interactions.

Qwen

Provides a cloud-hosted Model Context Protocol (MCP) server for Alibaba's Qwen models, optimized for Chinese language and coding AI inference on the Apify platform.

Bidur

Enables AI agents to dynamically collect user input through automatically generated web forms based on provided field names.

Tool Compass

Discover relevant tools by intent through semantic search, optimizing token usage in MCP environments.

Zen

Provides a lightweight CLI to manage and track Python environments, simplifying development across multiple projects.

PaleBlueSearch

Provides a quality-focused web search API designed for AI agents and large language models.

FHIRfly

Connects Claude Desktop to FHIRfly's comprehensive healthcare reference data APIs, enabling real-time information lookups.

xpay Tools

Access over 980 AI tools as MCP servers, enabling pay-per-use functionality via the x402 protocol with a single API key.

Geometric Brain

Monitors and diagnoses the spectral health and quality of language model behavior, flagging drift and suggesting corrections.

GitHub

Exposes GitHub API operations as AI-ready tools for Large Language Model agents and applications.

Recipe

Manages comprehensive recipe data, performs nutrition analysis, and facilitates meal planning for LLM-powered client applications.

DAP Bridge

Enables AI coding agents to natively launch, control, and inspect debugging sessions across multiple programming languages by translating Model Context Protocol (MCP) tool calls into standard Debug Adapter Protocol (DAP) requests.

Containers

Define and run tools as short-lived Linux containers, providing an MCP server for AI applications.

Calibr

Score applicants, manage credit risk models, and monitor deployments for the Calibr credit risk platform.

IBANforge

Provides an API for IBAN validation and BIC/SWIFT lookups, integrating x402 micropayments and Model Context Protocol for AI agents.

Gemini Audio

Generates infinite, context-aware environmental soundscapes and professional audio using the Gemini 2.0 Multimodal Live API.