Data Science & ML MCPサーバー

Macrostrat

Accesses geologic data with the Macrostrat API for use with Claude.

Excel Reader

Facilitates reading data from Microsoft Excel files via a Model Context Protocol (MCP) server.

Llm Bridge

Enables seamless integration with various Large Language Models (LLMs) through a model-agnostic Message Control Protocol (MCP) server.

Two Truths And A Twist

Facilitates a trivia game where AI models generate content and manage gameplay through the Model Context Protocol.

Shaderc-Vkrunner

Provides a secure, local environment for AI agents to develop, compile, and run GPU shaders using Vulkan.

Codebase Analyzer

Analyzes Python code using AST, stores information in Weaviate, and provides querying via an MCP server.

Elasticsearch

Facilitates Elasticsearch data processing and search through Spring AI's Model Context Protocol.

TongXiao Common Search

Provides enhanced real-time search capabilities for open domain networks by integrating multiple data sources.

OpenEdu

Provides educational resources and curriculum planning support by integrating with educational APIs.

Imgmcp

Aggregates diverse multimedia AI models, offering a unified API and control protocol for streamlined access and utilization.

LacyLights

Empowers theatrical lighting design and control with AI-powered intelligent fixture management, script-based scene generation, and dynamic cue sequencing.

GovInfo

Provides LLM-friendly access to the official GovInfo API v4 for searching and retrieving U.S. government documents.

Random Number

Delivers true random numbers for large language models by leveraging atmospheric noise from random.org.

PubChem

Enables AI agents and scientific tools to interact with PubChem's vast chemical information database via the Model Context Protocol.

MailSandbox

Offers a fast, zero-dependency email testing tool and API, featuring a web UI, SMTP server, Postmark API emulation, and an MCP server for AI-assisted debugging.

CSE

Provides real-time stock market data from the Colombo Stock Exchange, enabling AI assistants to access current prices and company information.

OpenFoodTox

Provides natural language access to EFSA's comprehensive OpenFoodTox Chemical Hazards in food dataset.

QGIS Tool

Automates QGIS geospatial processing by transforming natural language commands into executed workflows via an LLM-powered agent.

Excel

Empower AI agents to analyze Excel files programmatically, performing filtering, statistical analysis, trend detection, and data validation without manual interaction.

Gomcp

Provides a production-ready template for building Model Context Protocol (MCP) servers with full 2025-06-18 specification support in Go.