Data Science & ML MCP Servers

Excel Reader

Enables reading and chunking of Excel files, providing pagination support for efficient data access.

OptionsFlow

Provides advanced options analysis and strategy evaluation through Yahoo Finance.

Ai-Spark

Optimizes Apache Spark code using AI-powered analysis and suggests performance enhancements.

OpenRouter Multimodal

Provides chat and image analysis capabilities by leveraging OpenRouter.ai's model ecosystem.

Ollama Agent

Integrates Ollama with Model Context Protocol (MCP) servers, allowing AI models to interact with various tools through a unified interface.

Grok2 Image

Enables chat assistants to generate images using the Grok-2 model via the Model Context Protocol (MCP).

Atlan Agent Toolkit

Facilitates interaction with Atlan services for AI agents.

WigAI

Enables AI agents to control Bitwig Studio through a Model Context Protocol (MCP) server.

Logic

Executes advanced logic primitives and cognitive operations, leveraging the Model Context Protocol (MCP).

Ifc

Enables LLM agents to interact with Industry Foundation Classes (IFC) files.

Workflows

Enables Large Language Models to execute complex, multi-step workflows by integrating cognitive actions and external tools.

LSP Bridge

Empowers MCP-compatible agents with Language Server Protocol capabilities for enhanced code analysis and interaction.

Gemini

Enables Claude Code to leverage Gemini AI by integrating with the local Gemini CLI tool.

Context Engineering Platform

Optimizes and manages context for AI models, improving prompt efficiency, response quality, and reducing costs.

LangExtract

Enables AI assistants to extract structured information from unstructured text using Google's langextract library through an optimized Model Context Protocol interface.

MDK

Empower AI agents with comprehensive knowledge and tools for AI-assisted development of SAP Mobile Development Kit (MDK) applications.

MyChatArchive

Archive and semantically search your AI conversation history locally across multiple platforms.

Trend Pulse

Aggregates trending topics from over 20 diverse, free sources, providing a unified view via CLI, Python library, or an MCP server.

Trae Skills

Offers a comprehensive collection of industry-standard skills and production-grade tools built on the Model Context Protocol (MCP) for AI-assisted development.

OpenAccountants

Equips AI models with comprehensive, country-specific tax computation skills to automate transaction classification and tax calculations.