Data Science & ML MCP Servers

Qdrant

Connects language models to a Qdrant vector database for storing and retrieving information.

MySQL

Enables LLMs to inspect MySQL database schemas and execute read-only queries.

Perplexity Ask

Connects to the Perplexity API, enabling real-time, web-wide search within the Model Context Protocol ecosystem.

Tavily

Integrates Tavily's search and data extraction capabilities with AI assistants via the Model Context Protocol.

Minions

Enables collaboration between small, on-device LLMs and larger cloud-based models for cost-efficient language processing.

AWorld

Facilitates the building, evaluation, and running of general multi-agent assistance systems.

Spring AI Examples

Provides example applications demonstrating the use of the Spring AI project.

Rulego

Orchestrates components within a lightweight, high-performance rule engine framework for Go applications.

Windbg Analyzer

Enables AI models to analyze Windows crash dumps by bridging LLMs with WinDBG/CDB.

Npcpy

Facilitates the integration of AI models into daily workflows through agent-based frameworks and command-line tools.

LitterBox

Provides a secure sandbox environment to test payloads against detection mechanisms before deployment.

Fast

Integrates AI models into Ruby applications via the Model Context Protocol.

Lunary

Offers a comprehensive production toolkit for large language models, providing observability, prompt management, and evaluation capabilities to enhance LLM development.

LoopGPT

Provides a modular and extensible Python framework for building and managing Auto-GPT agents.

SmythOS

Provides a robust and scalable operating system foundation for building, deploying, and managing intelligent AI agents.

ROS

Bridges large language models and AI agents with physical robots, translating natural language commands into ROS/ROS2 instructions without code changes.

ChunkHound

Transforms codebases into searchable knowledge bases for AI assistants, providing both semantic and regex search capabilities via the Model Context Protocol.

A2V

Enables AI agents to measure, exchange, and settle value on-chain within a decentralized network.

ToolUniverse

Democratizes AI scientists by providing an ecosystem for creating powerful research partners from any large language model.

ShipSwift

Empowers Large Language Models with a production-ready SwiftUI component library and full-stack recipes for building real iOS applications.